From cb8a91067d40ed64793aa88ad3ffefadbe665ce2 Mon Sep 17 00:00:00 2001
From: Daniel Lee <bearlee@alum.mit.edu>
Date: Fri, 20 Dec 2013 15:57:05 -0500
Subject: [PATCH] adding artifacts (manual + api doc) to the repository for
 v2.1.0

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+<div class="textblock"><code>#include &lt;Eigen/Dense&gt;</code><br/>
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+<p>Definition at line <a class="el" href="_eigen_8hpp_source.html#l00004">4</a> of file <a class="el" href="_eigen_8hpp_source.html">Eigen.hpp</a>.</p>
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+<a href="_eigen_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__EIGEN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__EIGEN_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#include &lt;Eigen/Dense&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;Eigen/QR&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="a1b79ed4274c457ae581283a7fc8e51af"></a>
+<div class="memitem">
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+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
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+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00014">14</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
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+          <td class="memname">double dotval_</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00017">17</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
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+          <td class="memname">size_t length_</td>
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+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00018">18</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a>** v1_</td>
+        </tr>
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+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00015">15</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00016">16</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="_eigen___num_traits_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__EIGEN_NUMTRAITS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__EIGEN_NUMTRAITS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>gevv_vvv_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">   14</a></span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a>* <a class="code" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">alpha_</a>;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="_eigen___num_traits_8hpp.html#a26e986ea55e50b52a5f24dc12146b280">   15</a></span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a>** <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="_eigen___num_traits_8hpp.html#a07b9904c44113353bf64f61d7c1e5672">   16</a></span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a>** <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">v2_</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="_eigen___num_traits_8hpp.html#a7616b0eef5b3dc26e5a5b62a3ead2035">   17</a></span>&#160;        <span class="keywordtype">double</span> <a class="code" href="_eigen___num_traits_8hpp.html#a7616b0eef5b3dc26e5a5b62a3ead2035">dotval_</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="_eigen___num_traits_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">   18</a></span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">double</span> eval_gevv(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* alpha,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                       <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* v1, <span class="keywordtype">int</span> stride1,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                       <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* v2, <span class="keywordtype">int</span> stride2,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                       <span class="keywordtype">size_t</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>, <span class="keywordtype">double</span> *dotprod) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <span class="keywordtype">double</span> result = 0;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>; i++)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;            result += v1[i*stride1].vi_-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a> * v2[i*stride2].<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          *dotprod = result;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          <span class="keywordflow">return</span> alpha-&gt;vi_-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a> * result;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        gevv_vvv_vari(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* alpha, </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                      <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* v1, <span class="keywordtype">int</span> stride1, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                      <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>* v2, <span class="keywordtype">int</span> stride2, <span class="keywordtype">size_t</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>) : </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          vari(eval_gevv(alpha,v1,stride1,v2,stride2,length,&amp;<a class="code" href="_eigen___num_traits_8hpp.html#a7616b0eef5b3dc26e5a5b62a3ead2035">dotval_</a>)), <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>(length) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          <a class="code" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">alpha_</a> = alpha-&gt;vi_;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a> = (<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a>**)<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">stan::agrad::memalloc_</a>.alloc(2*<a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>*<span class="keyword">sizeof</span>(<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">stan::agrad::vari</a>*));</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">v2_</a> = <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a> + <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++)</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a>[i] = v1[i*stride1].vi_;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++)</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keyword">virtual</span> ~gevv_vvv_vari() {}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> adj_alpha = adj_ * <a class="code" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">alpha_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++) {</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
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+<div class="line"><a name="l00078"></a><span class="lineno"><a class="code" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">   78</a></span>&#160;    <span class="keyword">typedef</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> <a class="code" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf" title="Non-integer valued variables.">NonInteger</a>;</div>
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+<div class="line"><a name="l00201"></a><span class="lineno"><a class="code" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">  201</a></span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> scalar_product_traits&lt;LhsScalar, RhsScalar&gt;::ReturnType <a class="code" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a>;</div>
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+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;                                                                                                                  rows,depth,_lhs,lhsStride,</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;                                                                                                                  &amp;_rhs[((<span class="keywordtype">int</span>)RhsStorageOrder == (<span class="keywordtype">int</span>)ColMajor)?(i*rhsStride):(i)],((<span class="keywordtype">int</span>)RhsStorageOrder == (<span class="keywordtype">int</span>)ColMajor)?(1):(rhsStride),</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                                                                                                                  &amp;res[i*resStride],1,alpha);</div>
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+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;  }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;}</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Class to accumulate values and eventually return their sum.  <a href="classstan_1_1math_1_1accumulator.html#details">More...</a><br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="accumulator_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ACCUMULATOR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__ACCUMULATOR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf" title="Return the sum of the accumulated values.">sum</a>(buf_);</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__covar__adapter_8hpp_source.html">stan/mcmc/stepsize_covar_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/dense_e_nuts.hpp</a>&gt;</code><br/>
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+<p><a href="adapt__dense__e__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+<div class="title">adapt_dense_e_nuts.hpp</div>  </div>
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+<a href="adapt__dense__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__DENSE__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__DENSE__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__covar__adapter_8hpp.html">stan/mcmc/stepsize_covar_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/dense_e_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with dense metric</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">adapt_dense_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html">dense_e_nuts</a>&lt;M, BaseRNG&gt;,</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                              <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stepsize_covar_adapter</a> {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">   21</a></span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">adapt_dense_e_nuts</a>(M &amp;m, BaseRNG&amp; rng,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                           std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html">dense_e_nuts</a>&lt;M, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>),</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stepsize_covar_adapter</a>(m.num_params_r())</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      {};</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#ac74d2958a5e578cdd10e844237e36500">   27</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#ac74d2958a5e578cdd10e844237e36500">~adapt_dense_e_nuts</a>() {};</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">   29</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> s = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">dense_e_nuts&lt;M, BaseRNG&gt;::transition</a>(init_sample);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">learn_stepsize</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>, s.<a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a>());</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordtype">bool</span> update = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">_covar_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a6c50cab9f1bebe465e8c28db2a9581f4">learn_covariance</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>, this-&gt;_z.q);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          <span class="keywordflow">if</span>(update) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>();</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;            </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">set_mu</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(10 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>));</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> s;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">   52</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    };</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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new file mode 100644
index 00000000000..e6b00bfb8fb
--- /dev/null
+++ b/doc/api/html/adapt__dense__e__static__hmc_8hpp.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__covar__adapter_8hpp_source.html">stan/mcmc/stepsize_covar_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/dense_e_static_hmc.hpp</a>&gt;</code><br/>
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+<div class="contents">
+<a href="adapt__dense__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__DENSE__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__DENSE__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__covar__adapter_8hpp.html">stan/mcmc/stepsize_covar_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/dense_e_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with dense metric,</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// static integration time,</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <span class="keywordflow">if</span>(update) {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;            </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">set_mu</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(10 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>));</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>();</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> s;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                      </div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">   55</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    };</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__var__adapter_8hpp_source.html">stan/mcmc/stepsize_var_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/diag_e_nuts.hpp</a>&gt;</code><br/>
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+<a href="adapt__diag__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__DIAG__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__DIAG__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__var__adapter_8hpp.html">stan/mcmc/stepsize_var_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/diag_e_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">adapt_diag_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html">diag_e_nuts</a>&lt;M, BaseRNG&gt;,</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                             <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stepsize_var_adapter</a> {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a8e2eb81bdeed65fb1cdf8512643c5247">   21</a></span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a8e2eb81bdeed65fb1cdf8512643c5247">adapt_diag_e_nuts</a>(M &amp;m, BaseRNG&amp; rng,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                          std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html">diag_e_nuts</a>&lt;M, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>),</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stepsize_var_adapter</a>(m.num_params_r())</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      {};</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a53e11fcb574220f40be06e43e7744a74">   27</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a53e11fcb574220f40be06e43e7744a74">~adapt_diag_e_nuts</a>() {};</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">   29</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> s = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">diag_e_nuts&lt;M, BaseRNG&gt;::transition</a>(init_sample);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">learn_stepsize</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>, s.<a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a>());</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordtype">bool</span> update = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">_var_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a52f68d10bf0c8628b395bf18a00ba34e">learn_variance</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>, this-&gt;_z.q);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          <span class="keywordflow">if</span>(update) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>();</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;            </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">set_mu</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(10 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>));</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> s;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                               </div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">   52</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    };</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/adapt__diag__e__static__hmc_8hpp.html b/doc/api/html/adapt__diag__e__static__hmc_8hpp.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__var__adapter_8hpp_source.html">stan/mcmc/stepsize_var_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/diag_e_static_hmc.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="adapt__diag__e__static__hmc_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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diff --git a/doc/api/html/adapt__diag__e__static__hmc_8hpp_source.html b/doc/api/html/adapt__diag__e__static__hmc_8hpp_source.html
new file mode 100644
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+<a href="adapt__diag__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__DIAG__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__DIAG__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__var__adapter_8hpp.html">stan/mcmc/stepsize_var_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/diag_e_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric,</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// static integration time,</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">adapt_diag_e_static_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">diag_e_static_hmc</a>&lt;M, BaseRNG&gt;,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                   <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stepsize_var_adapter</a> {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a08c8c79cc0a4c5fcfc8a2be30b9ab858">   22</a></span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a08c8c79cc0a4c5fcfc8a2be30b9ab858">adapt_diag_e_static_hmc</a>(M &amp;m, BaseRNG&amp; rng,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                                std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">diag_e_static_hmc</a>&lt;M, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>),</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stepsize_var_adapter</a>(m.num_params_r())</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      {};</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a4f2a2e5b2046f456483ef4eed6aa7822">   28</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a4f2a2e5b2046f456483ef4eed6aa7822">~adapt_diag_e_static_hmc</a>() {};</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">   30</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> s = <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">diag_e_static_hmc&lt;M, BaseRNG&gt;::transition</a>(init_sample);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">learn_stepsize</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>, s.<a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a>());</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>();</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          <span class="keywordtype">bool</span> update = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">_var_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a52f68d10bf0c8628b395bf18a00ba34e">learn_variance</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>, this-&gt;_z.q);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <span class="keywordflow">if</span>(update) {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;            </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">set_mu</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(10 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>));</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>();</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> s;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                     </div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">   55</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    };</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/adapt__unit__e__nuts_8hpp.html b/doc/api/html/adapt__unit__e__nuts_8hpp.html
new file mode 100644
index 00000000000..2ba6b53c379
--- /dev/null
+++ b/doc/api/html/adapt__unit__e__nuts_8hpp.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__adapter_8hpp_source.html">stan/mcmc/stepsize_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/unit_e_nuts.hpp</a>&gt;</code><br/>
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+<a href="adapt__unit__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__UNIT__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__UNIT__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__adapter_8hpp.html">stan/mcmc/stepsize_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/unit_e_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with unit metric</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">adapt_unit_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html">unit_e_nuts</a>&lt;M, BaseRNG&gt;,</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                             <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stepsize_adapter</a> {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                        std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
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+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a615794e2c10bcda9dd7f3aba29903f28">   25</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a615794e2c10bcda9dd7f3aba29903f28">~adapt_unit_e_nuts</a>() {};</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">   27</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) {</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> s = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">unit_e_nuts&lt;M, BaseRNG&gt;::transition</a>(init_sample);</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        </div>
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+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">   38</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    };</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="stepsize__adapter_8hpp_source.html">stan/mcmc/stepsize_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/unit_e_static_hmc.hpp</a>&gt;</code><br/>
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+</div><!--header-->
+<div class="contents">
+<a href="adapt__unit__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__ADAPT__UNIT__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__ADAPT__UNIT__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__adapter_8hpp.html">stan/mcmc/stepsize_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/unit_e_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// Euclidean manifold with unit metric,</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// static integration time,</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// and adaptive stepsize</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">adapt_unit_e_static_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">unit_e_static_hmc</a>&lt;M, BaseRNG&gt;,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                   <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stepsize_adapter</a> {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">   22</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">adapt_unit_e_static_hmc</a>(M &amp;m, BaseRNG&amp; rng,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                              std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">unit_e_static_hmc</a>&lt;M, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) {};</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a4001b78d765ab895a38b569ec915d9f6">   26</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a4001b78d765ab895a38b569ec915d9f6">~adapt_unit_e_static_hmc</a>() {};</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">   28</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> s = <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">unit_e_static_hmc&lt;M, BaseRNG&gt;::transition</a>(init_sample);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>) {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">learn_stepsize</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>, s.<a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a>());</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>();</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> s;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      </div>
+<div class="line"><a name="l00041"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">   41</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">disengage_adaptation</a>() {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">base_adapter::disengage_adaptation</a>();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                                     </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    };</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;  </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
diff --git a/doc/api/html/add_8hpp.html b/doc/api/html/add_8hpp.html
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+<div class="title">add.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="add_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3d4b97f71328d3de40de286ec6e3754e"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a3d4b97f71328d3de40de286ec6e3754e"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3d4b97f71328d3de40de286ec6e3754e">stan::math::add</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m1, const Eigen::Matrix&lt; T2, R, C &gt; &amp;m2)</td></tr>
+<tr class="memdesc:a3d4b97f71328d3de40de286ec6e3754e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sum of the specified matrices.  <a href="#a3d4b97f71328d3de40de286ec6e3754e"></a><br/></td></tr>
+<tr class="separator:a3d4b97f71328d3de40de286ec6e3754e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa92ade0aeac74c8366b8c210446324a1"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:aa92ade0aeac74c8366b8c210446324a1"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa92ade0aeac74c8366b8c210446324a1">stan::math::add</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m, const T2 &amp;c)</td></tr>
+<tr class="memdesc:aa92ade0aeac74c8366b8c210446324a1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sum of the specified matrix and specified scalar.  <a href="#aa92ade0aeac74c8366b8c210446324a1"></a><br/></td></tr>
+<tr class="separator:aa92ade0aeac74c8366b8c210446324a1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac4cbcb4a48d3284e93afe13093412683"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:ac4cbcb4a48d3284e93afe13093412683"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac4cbcb4a48d3284e93afe13093412683">stan::math::add</a> (const T1 &amp;c, const Eigen::Matrix&lt; T2, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ac4cbcb4a48d3284e93afe13093412683"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sum of the specified scalar and specified matrix.  <a href="#ac4cbcb4a48d3284e93afe13093412683"></a><br/></td></tr>
+<tr class="separator:ac4cbcb4a48d3284e93afe13093412683"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/add_8hpp_source.html b/doc/api/html/add_8hpp_source.html
new file mode 100644
index 00000000000..d36b78ca7e4
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+++ b/doc/api/html/add_8hpp_source.html
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+<a href="add_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ADD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
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+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2_phi_8hpp_source.html">stan/math/functions/Phi.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2_phi_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a310443649bed5c3a85c01ee0cb5a8499"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a310443649bed5c3a85c01ee0cb5a8499"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a310443649bed5c3a85c01ee0cb5a8499">stan::agrad::Phi</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2_phi_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__PHI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__PHI_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a310443649bed5c3a85c01ee0cb5a8499">   14</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a> <a class="code" href="namespacestan_1_1agrad.html#a310443649bed5c3a85c01ee0cb5a8499">Phi</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac85644bbd92359d699f374adea62c643" title="The unit normal cumulative distribution function.">stan::math::Phi</a>;</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                     x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(xv * xv / -2.0) / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>()));</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2abs_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a16237ddae626928422d7c63f7f02ae6f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a16237ddae626928422d7c63f7f02ae6f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a16237ddae626928422d7c63f7f02ae6f">stan::agrad::abs</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__first__kind_8hpp_source.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a15ef0c83a99d3629e9ea8eb982ffe91c"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a15ef0c83a99d3629e9ea8eb982ffe91c"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">stan::agrad::bessel_first_kind</a> (int v, const fvar&lt; T &gt; &amp;z)</td></tr>
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+<div class="title">bessel_first_kind.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2bessel__first__kind_8hpp.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">bessel_first_kind</a>(<span class="keywordtype">int</span> v, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; z) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aebfb3835848bd8550192cd5e090d3b5a">stan::math::bessel_first_kind</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      T bessel_first_kind_z(<a class="code" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">bessel_first_kind</a>(v, z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(bessel_first_kind_z,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                     v * z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * bessel_first_kind_z / z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                     - z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">bessel_first_kind</a>(v + 1,z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__second__kind_8hpp_source.html">stan/math/functions/bessel_second_kind.hpp</a>&gt;</code><br/>
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+<tr class="memitem:a70cd3f5b630e4cae786470b8a7d70c62"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a70cd3f5b630e4cae786470b8a7d70c62">stan::agrad::bessel_second_kind</a> (int v, const fvar&lt; T &gt; &amp;z)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__BESSEL_SECOND_KIND_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binary__log__loss_8hpp_source.html">stan/math/functions/binary_log_loss.hpp</a>&gt;</code><br/>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#af5d9abde22a78da0378d464f1ce24544">binary_log_loss</a>(y,y_hat.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), y_hat.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1.0 - y_hat.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">binomial_coefficient_log.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a4ec7cdb5d5ad2c9b0a0257398570e55b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4ec7cdb5d5ad2c9b0a0257398570e55b"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">stan::agrad::binomial_coefficient_log</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a4ec7cdb5d5ad2c9b0a0257398570e55b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a02695b9403bc2bd772610aec257b71ab"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a02695b9403bc2bd772610aec257b71ab">stan::agrad::binomial_coefficient_log</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+<tr class="memitem:a9b9e7ad2199a7cbcf958b4bab56eb5ba"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<div class="title">binomial_coefficient_log.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__BINOMIAL_COEFFICIENT_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__BINOMIAL_COEFFICIENT_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binomial__coefficient__log_8hpp.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> cutoff = 1000;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span> ((x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; cutoff) || (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; cutoff)) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                       x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                       - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                       - (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1));</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                       x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                       + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                       + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>))</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                       + (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 0.5) / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>))</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                       * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) - (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                       / ((x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>))</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                       - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (12.0 * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                       - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;                       + (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) / (12.0 * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                                            * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)) </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;                       - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a02695b9403bc2bd772610aec257b71ab">   45</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> cutoff = 1000;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span> ((x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; cutoff) || (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2 &lt; cutoff)) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2),</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                       x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1)</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                       - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2 + 1));</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2), </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                       x2 * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2) </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                       + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                       + (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 0.5) / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                       * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2) - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                       / ((x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2) * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2))</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                       - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (12.0 * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                       + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (12.0 * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2) * (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2)));</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    }</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00069"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a9b9e7ad2199a7cbcf958b4bab56eb5ba">   69</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> cutoff = 1000;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">if</span> ((x1 &lt; cutoff) || (x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; cutoff)) {</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                       -x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                       - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1));</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;                       x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;                       + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * -x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                       - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                       - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (12.0 * (x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>))</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                       + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * (x1 + 0.5) / (x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                       - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      }</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;  }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;}</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">digamma.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="trigamma_8hpp_source.html">stan/math/functions/trigamma.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2digamma_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a253104e7f6fed46947b23b3e9515b668"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a253104e7f6fed46947b23b3e9515b668"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">stan::agrad::digamma</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__DIGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="trigamma_8hpp.html">stan/math/functions/trigamma.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">stan::math::trigamma</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">trigamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2exp2_8hpp_source.html">stan/math/functions/exp2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a4bb4a54d8488b2d7ca364037c7495cf8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4bb4a54d8488b2d7ca364037c7495cf8"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4bb4a54d8488b2d7ca364037c7495cf8">stan::agrad::exp2</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0ef734d7c3b8ebd689012295bf826e94" title="Return the exponent base 2 of the specified argument (C99).">stan::math::exp2</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a3953dfa2629b70db4117da64e77a1ba6"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3953dfa2629b70db4117da64e77a1ba6"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3953dfa2629b70db4117da64e77a1ba6">stan::agrad::exp</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__EXP_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3953dfa2629b70db4117da64e77a1ba6">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2falling__factorial_8hpp_source.html">stan/math/functions/falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:afd34f7d31e0b8259abb0f61fac5e6fcd"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afd34f7d31e0b8259abb0f61fac5e6fcd"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">stan::agrad::falling_factorial</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:afd34f7d31e0b8259abb0f61fac5e6fcd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a22978d7897d2c1b62f9faa70b69969bb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a22978d7897d2c1b62f9faa70b69969bb"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a22978d7897d2c1b62f9faa70b69969bb">stan::agrad::falling_factorial</a> (const fvar&lt; T &gt; &amp;x, const double n)</td></tr>
+<tr class="separator:a22978d7897d2c1b62f9faa70b69969bb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a371442e647e39bf957ec3c9c58454d03"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a371442e647e39bf957ec3c9c58454d03"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a371442e647e39bf957ec3c9c58454d03">stan::agrad::falling_factorial</a> (const double x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:a371442e647e39bf957ec3c9c58454d03"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">falling_factorial.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2falling__factorial_8hpp.html">stan/math/functions/falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span> fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; n) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      T falling_fact(<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(falling_fact, falling_fact * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                     - falling_fact * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">inline</span> fvar&lt;T&gt;</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a22978d7897d2c1b62f9faa70b69969bb">   26</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x, <span class="keyword">const</span> <span class="keywordtype">double</span> n) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      T falling_fact(<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,n));</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(falling_fact, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                     falling_fact * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    <span class="keyword">inline</span> fvar&lt;T&gt;</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a371442e647e39bf957ec3c9c58454d03">   37</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; n) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      T falling_fact(<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(x, n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(falling_fact, </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;                     -falling_fact * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;}</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2fdim_8hpp_source.html">stan/math/functions/fdim.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a3602c7867931bfd2085509c75596ce09"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3602c7867931bfd2085509c75596ce09"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3602c7867931bfd2085509c75596ce09">stan::agrad::fdim</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a0be65ebed198f4ea8dbc5b7b1cd7126f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0be65ebed198f4ea8dbc5b7b1cd7126f">stan::agrad::fdim</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+<tr class="memitem:a1035a00ecb52c988bab0a77698c00f44"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1035a00ecb52c988bab0a77698c00f44">stan::agrad::fdim</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="agrad_2fwd_2functions_2fdim_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2fdim_8hpp.html">stan/math/functions/fdim.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3602c7867931bfd2085509c75596ce09">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3602c7867931bfd2085509c75596ce09">fdim</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6" title="The positive difference function (C99).">stan::math::fdim</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>;</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2fma_8hpp_source.html">stan/math/functions/fma.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2fma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="separator:a1116b96b95098db023b128fa810a3828"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">fma.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2fma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2fma_8hpp.html">stan/math/functions/fma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T1&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T3&gt;</a>&amp; x3) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96" title="The fused multiply-add operation (C99).">stan::math::fma</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                  <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T1,T2,T3&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                      x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a86c32e534514f635bf641508b30804bb">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(<span class="keyword">const</span> T1&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T3&gt;</a>&amp; x3) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96" title="The fused multiply-add operation (C99).">stan::math::fma</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                  <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T1,T2,T3&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                                                     x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x1 + x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab0b96f19fcab78ceea15a6c0a95f8d7d">   35</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T1&gt;</a>&amp; x1, <span class="keyword">const</span> T2&amp; x2, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T3&gt;</a>&amp; x3) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96" title="The fused multiply-add operation (C99).">stan::math::fma</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;                  <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T1,T2,T3&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2, x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;                                                     x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2 + x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a663c1cc77abf57686013dbb666bf1ed0">   45</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T1&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2, <span class="keyword">const</span> T3&amp; x3) {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96" title="The fused multiply-add operation (C99).">stan::math::fma</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                  <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T1,T2,T3&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x3),</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                            x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a48956c680d59182a8b63d9e52f2ee2d8">   55</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(<span class="keyword">const</span> T1&amp; x1, <span class="keyword">const</span> T2&amp; x2, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T3&gt;</a>&amp; x3) {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96" title="The fused multiply-add operation (C99).">stan::math::fma</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                  <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T1,T2,T3&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">fma</a>(x1, x2, x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                        x3.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    fvar&lt;typename stan::return_type&lt;T1,T2,T3&gt;::type&gt;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__p_8hpp_source.html">stan/math/functions/gamma_p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af866ffae5b244d1e6e93bd7ed85452c9"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af866ffae5b244d1e6e93bd7ed85452c9"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">stan::agrad::gamma_p</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:af866ffae5b244d1e6e93bd7ed85452c9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a8448454064a4337b6358d60e2d6820ff"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8448454064a4337b6358d60e2d6820ff">stan::agrad::gamma_p</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:a8448454064a4337b6358d60e2d6820ff"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0b6a1689e89d7de041e7bc4e57bcd1c7"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a0b6a1689e89d7de041e7bc4e57bcd1c7"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0b6a1689e89d7de041e7bc4e57bcd1c7">stan::agrad::gamma_p</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a0b6a1689e89d7de041e7bc4e57bcd1c7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">gamma_p.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2gamma__p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__GAMMA_P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__GAMMA_P_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__p_8hpp.html">stan/math/functions/gamma_p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan{</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2){</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math::gamma_p</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      T u = <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      T S = 0;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      T s = 1;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      T l = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      T g = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      T dig = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordtype">int</span> k = 0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      T delta = s / (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      </div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        S += delta;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        ++k;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        s *= -x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / k;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        delta = s / ((k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      T der1 = (u) * ( dig - l ) + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>( x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * l ) * S / g;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      T der2 = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - 1.0) / g;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(u,x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * -der1 + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * der2);</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8448454064a4337b6358d60e2d6820ff">   52</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2){</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math::gamma_p</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      T u = <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2);</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      T S = 0.0;</div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      T g = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      T dig = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordtype">int</span> k = 0;</div>
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+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        S += delta;</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        delta = s / ((k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      }</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      </div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
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+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math::gamma_p</a>;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__q_8hpp_source.html">stan/math/functions/gamma_q.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a11135a2ea60dac802a560b6d650df60f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a11135a2ea60dac802a560b6d650df60f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">stan::agrad::gamma_q</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a032ac91edd3d7ca00478b937353fd63f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a032ac91edd3d7ca00478b937353fd63f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a032ac91edd3d7ca00478b937353fd63f">stan::agrad::gamma_q</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:a032ac91edd3d7ca00478b937353fd63f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad8bb1c38eb8ba69d50c8ccb3452719e3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad8bb1c38eb8ba69d50c8ccb3452719e3"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad8bb1c38eb8ba69d50c8ccb3452719e3">stan::agrad::gamma_q</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<a href="agrad_2fwd_2functions_2gamma__q_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__q_8hpp.html">stan/math/functions/gamma_q.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan{</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      T dig = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        delta = s / ((k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (k + x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0830ba049b81bc98ea9fbcf1eb7b4bd6">stan::math::gamma_q</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
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+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2inv_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a08b011331905f0a026fa4270582fe5d5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a08b011331905f0a026fa4270582fe5d5"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">stan::agrad::inv</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2inv_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__INV_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">inv</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__cloglog_8hpp_source.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a14ec5b6590b42a6405fa06a34105ce84"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a14ec5b6590b42a6405fa06a34105ce84"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">stan::agrad::inv_cloglog</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2inv__cloglog_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__cloglog_8hpp.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">inv_cloglog</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a008bf0b6c2ab38d088b0aba5d7b10c8d" title="The inverse complementary log-log function.">stan::math::inv_cloglog</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">inv_cloglog</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ab812d33218848139b280e30cd8863ac2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab812d33218848139b280e30cd8863ac2"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">stan::agrad::inv_logit</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2inv__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;           x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (1 - <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a17ce517fb5ec226947603b3dfbbc235b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a17ce517fb5ec226947603b3dfbbc235b"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">stan::agrad::inv_sqrt</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2inv__sqrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__INV_SQRT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__INV_SQRT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">inv_sqrt</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      T sqrt_x(<a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(1 / sqrt_x, -0.5 * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * sqrt_x));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2inv__square_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ad0cd65a6699f1fa471523ecef19102b4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad0cd65a6699f1fa471523ecef19102b4"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad0cd65a6699f1fa471523ecef19102b4">stan::agrad::inv_square</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__INV_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad0cd65a6699f1fa471523ecef19102b4">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ad0cd65a6699f1fa471523ecef19102b4">inv_square</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(1 / square_x, -2 * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (square_x * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lbeta_8hpp_source.html">stan/math/functions/lbeta.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:ab7f20a5b3ac5abeef9b69b629c64f075"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab7f20a5b3ac5abeef9b69b629c64f075"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">stan::agrad::lbeta</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:ab7f20a5b3ac5abeef9b69b629c64f075"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae4c9ce80559602ab8d0ec6f5ae3e7d3b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae4c9ce80559602ab8d0ec6f5ae3e7d3b"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae4c9ce80559602ab8d0ec6f5ae3e7d3b">stan::agrad::lbeta</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:ae4c9ce80559602ab8d0ec6f5ae3e7d3b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2f095ba758cbca01594b6b7be1513ce4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2f095ba758cbca01594b6b7be1513ce4"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2f095ba758cbca01594b6b7be1513ce4">stan::agrad::lbeta</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+<div class="title">lbeta.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2lbeta_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LBETA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LBETA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2lbeta_8hpp.html">stan/math/functions/lbeta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6" title="Return the log of the beta function applied to the specified arguments.">stan::math::lbeta</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                     x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                     + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                     - (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ae4c9ce80559602ab8d0ec6f5ae3e7d3b">   28</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6" title="Return the log of the beta function applied to the specified arguments.">stan::math::lbeta</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                     x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1 + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2f095ba758cbca01594b6b7be1513ce4">   38</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6" title="Return the log of the beta function applied to the specified arguments.">stan::math::lbeta</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2), </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                     x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + x2));</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:acb8b7366b1ecbe633d2c96f1c8dc62b8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:acb8b7366b1ecbe633d2c96f1c8dc62b8"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">stan::agrad::lgamma</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2lgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LGAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2digamma_8hpp_source.html">stan/math/functions/digamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lmgamma_8hpp_source.html">stan/math/functions/lmgamma.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:abcf5c1dacc44b491a46040004177e1ad"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:abcf5c1dacc44b491a46040004177e1ad"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; typename <br class="typebreak"/>
+<a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt; T, int &gt;<br class="typebreak"/>
+::type &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">stan::agrad::lmgamma</a> (int x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="agrad_2fwd_2functions_2lmgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LMGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LMGAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2digamma_8hpp.html">stan/math/functions/digamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2lmgamma_8hpp.html">stan/math/functions/lmgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;typename stan::return_type&lt;T,int&gt;::type&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">lmgamma</a>(<span class="keywordtype">int</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0ee0706b2cb6d2e1da2c3b6041c06a56" title="Return the natural logarithm of the multivariate gamma function with the speciifed dimensions and arg...">stan::math::lmgamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5eb54ce92709046c6d168e851d2481c7">stan::math::digamma</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      T deriv = 0;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> count = 1; count &lt; x1 + 1; count++)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        deriv += x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + (1.0 - count) / 2.0);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt;T,int&gt;::type</a>&gt;(<a class="code" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">lmgamma</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), deriv);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af4be9cece7a9094512941604d195fafc"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af4be9cece7a9094512941604d195fafc"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">stan::agrad::log1m</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log1m_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">if</span>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &gt; 1.0)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), -x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 - x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">stan/math/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/expm1.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a501a03587bc86f5ec3745e9fbee6636a"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a501a03587bc86f5ec3745e9fbee6636a"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">stan::agrad::log1m_exp</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log1m__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m__exp_8hpp.html">stan/math/functions/log1m_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/expm1.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">log1m_exp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5" title="Calculates the log of 1 minus the exponential of the specified value without overflow log1m_exp(x) = ...">stan::math::log1m_exp</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">boost::math::expm1</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &gt;= 0)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">log1m_exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / -<a class="code" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">expm1</a>(-x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__inv__logit_8hpp_source.html">stan/math/functions/log1m_inv_logit.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a4ef1d069b2a0b0e79e6a96096ced05a5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4ef1d069b2a0b0e79e6a96096ced05a5"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4ef1d069b2a0b0e79e6a96096ced05a5">stan::agrad::log1m_inv_logit</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log1m__inv__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG1M_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m__inv__logit_8hpp.html">stan/math/functions/log1m_inv_logit.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4ef1d069b2a0b0e79e6a96096ced05a5">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4ef1d069b2a0b0e79e6a96096ced05a5">log1m_inv_logit</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac7f71c696a5e0da4daab30e5f3704842" title="Returns the natural logarithm of 1 minus the inverse logit of the specified argument.">stan::math::log1m_inv_logit</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a4ef1d069b2a0b0e79e6a96096ced05a5">log1m_inv_logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                     -x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a3e8efd5110369daca4516294e61113cc"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3e8efd5110369daca4516294e61113cc"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">stan::agrad::log1p</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log1p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">stan::math::log1p</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">if</span>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; -1.0)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 + x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p__exp_8hpp_source.html">stan/math/functions/log1p_exp.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a1ff177e7dc2559a9f0e11b60aa024aac"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1ff177e7dc2559a9f0e11b60aa024aac"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">stan::agrad::log1p_exp</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log1p__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p__exp_8hpp.html">stan/math/functions/log1p_exp.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091" title="Calculates the log of 1 plus the exponential of the specified value without overflow.">stan::math::log1p_exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log2_8hpp_source.html">stan/math/functions/log2.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:adc1fbe8f169e3dbaf05dce2399b87177"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:adc1fbe8f169e3dbaf05dce2399b87177"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">stan::agrad::log2</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="agrad_2fwd_2functions_2log2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log2_8hpp.html">stan/math/functions/log2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">log2</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d" title="Returns the base 2 logarithm of the argument (C99).">stan::math::log2</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; 0.0)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">log2</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * <a class="code" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149" title="The natural logarithm of 2, .">stan::math::LOG_2</a>));</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a43089bcc90b7c1aaff44406aaa426e85"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a43089bcc90b7c1aaff44406aaa426e85"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a43089bcc90b7c1aaff44406aaa426e85">stan::agrad::log</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a43089bcc90b7c1aaff44406aaa426e85">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">if</span>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; 0.0)</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__diff__exp_8hpp_source.html">stan/math/functions/log_diff_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a8b63a8fd1ac87815107c75c405e810dd"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8b63a8fd1ac87815107c75c405e810dd"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">stan::agrad::log_diff_exp</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a8b63a8fd1ac87815107c75c405e810dd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5d5141fbaefe30307b79611c1391ca5c"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a5d5141fbaefe30307b79611c1391ca5c"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5d5141fbaefe30307b79611c1391ca5c">stan::agrad::log_diff_exp</a> (const T1 &amp;x1, const fvar&lt; T2 &gt; &amp;x2)</td></tr>
+<tr class="separator:a5d5141fbaefe30307b79611c1391ca5c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a24844c12cad61f5e2ee54fe198347a98"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a24844c12cad61f5e2ee54fe198347a98"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a24844c12cad61f5e2ee54fe198347a98">stan::agrad::log_diff_exp</a> (const fvar&lt; T1 &gt; &amp;x1, const T2 &amp;x2)</td></tr>
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+<div class="title">log_diff_exp.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2fwd_2functions_2log__diff__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__diff__exp_8hpp.html">stan/math/functions/log_diff_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan{</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt; <span class="keyword">inline</span> fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">log_diff_exp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;       <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aac1dbafd4c2a129415e86f868fc0979a" title="The natural logarithm of the difference of the natural exponentiation of x1 and the natural exponenti...">stan::math::log_diff_exp</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;       <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;       <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;       <span class="keywordflow">if</span> (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt;= x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) ) + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) ) );</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt; <span class="keyword">inline</span> fvar&lt;T2&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a5d5141fbaefe30307b79611c1391ca5c">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">log_diff_exp</a>(<span class="keyword">const</span> T1&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aac1dbafd4c2a129415e86f868fc0979a" title="The natural logarithm of the difference of the natural exponentiation of x1 and the natural exponenti...">stan::math::log_diff_exp</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">if</span> (x1 &lt;= x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>(<a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">log_diff_exp</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                     x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x1 - x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;}</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0ffd034a1939c647aead3fdafae32afa"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a0ffd034a1939c647aead3fdafae32afa"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">stan::agrad::log_falling_factorial</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:a0ffd034a1939c647aead3fdafae32afa"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a21f6f947d6415c306ad111ef43981b90"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a21f6f947d6415c306ad111ef43981b90">stan::agrad::log_falling_factorial</a> (const double x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:a21f6f947d6415c306ad111ef43981b90"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab039c4e5fecc51d8772b632c3a9acb53"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab039c4e5fecc51d8772b632c3a9acb53"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab039c4e5fecc51d8772b632c3a9acb53">stan::agrad::log_falling_factorial</a> (const fvar&lt; T &gt; &amp;x, const double n)</td></tr>
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+<a href="agrad_2fwd_2functions_2log__falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__falling__factorial_8hpp.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span> fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; n) {</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                     -<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">inline</span> fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa9cb2f3f6c73b2005d9e9fadbad415bf">stan::math::log_falling_factorial</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, n), </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                     <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + 1) * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;  }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;}</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/agrad_2fwd_2functions_2log__inv__logit_8hpp.html b/doc/api/html/agrad_2fwd_2functions_2log__inv__logit_8hpp.html
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+<div class="title">log_inv_logit.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__inv__logit_8hpp_source.html">stan/math/functions/log_inv_logit.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a25aaaf2eca128514fc4cf52b59872658"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a25aaaf2eca128514fc4cf52b59872658"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a25aaaf2eca128514fc4cf52b59872658">stan::agrad::log_inv_logit</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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diff --git a/doc/api/html/agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html b/doc/api/html/agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html
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index 00000000000..208749763a7
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+++ b/doc/api/html/agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html
@@ -0,0 +1,130 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__inv__logit_8hpp.html">stan/math/functions/log_inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a25aaaf2eca128514fc4cf52b59872658">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a25aaaf2eca128514fc4cf52b59872658">log_inv_logit</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad5be889d1ef4284654a04e400f5371a7" title="Returns the natural logarithm of the inverse logit of the specified argument.">stan::math::log_inv_logit</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a25aaaf2eca128514fc4cf52b59872658">log_inv_logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                        x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>  / (1 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>))); </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">log_rising_factorial.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__rising__factorial_8hpp_source.html">stan/math/functions/log_rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3782da231c6c02f7ce65cf7b8a0d0b28"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3782da231c6c02f7ce65cf7b8a0d0b28"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">stan::agrad::log_rising_factorial</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:a3782da231c6c02f7ce65cf7b8a0d0b28"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af00e8b62f7721b68f450588b1842d005"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af00e8b62f7721b68f450588b1842d005"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af00e8b62f7721b68f450588b1842d005">stan::agrad::log_rising_factorial</a> (const fvar&lt; T &gt; &amp;x, const double n)</td></tr>
+<tr class="separator:af00e8b62f7721b68f450588b1842d005"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a58c0933b722f43bed32a6dd069716698"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a58c0933b722f43bed32a6dd069716698"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a58c0933b722f43bed32a6dd069716698">stan::agrad::log_rising_factorial</a> (const double x, const fvar&lt; T &gt; &amp;n)</td></tr>
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+<div class="title">log_rising_factorial.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2log__rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__rising__factorial_8hpp.html">stan/math/functions/log_rising_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; n) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aaf23285d755661c14ca29c3ba935b77d">stan::math::log_rising_factorial</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                     (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> + n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>));</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af00e8b62f7721b68f450588b1842d005">   27</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x, <span class="keyword">const</span> <span class="keywordtype">double</span> n) {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aaf23285d755661c14ca29c3ba935b77d">stan::math::log_rising_factorial</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,n),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                     (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + n) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)) * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                      </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a58c0933b722f43bed32a6dd069716698">   39</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; n) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aaf23285d755661c14ca29c3ba935b77d">stan::math::log_rising_factorial</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">log_rising_factorial</a>(x,n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;                     (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x + n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>));</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;}</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/agrad_2fwd_2functions_2log__sum__exp_8hpp.html b/doc/api/html/agrad_2fwd_2functions_2log__sum__exp_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a6cd9f7f4203d0dd299489be37445b5e1"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a6cd9f7f4203d0dd299489be37445b5e1"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">stan::agrad::log_sum_exp</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a6cd9f7f4203d0dd299489be37445b5e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a65accd2105cd3b00e370ba7ba2de38e4"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a65accd2105cd3b00e370ba7ba2de38e4">stan::agrad::log_sum_exp</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a65accd2105cd3b00e370ba7ba2de38e4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ac8761a5b8672071d99b5c7cc8dea3276"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac8761a5b8672071d99b5c7cc8dea3276">stan::agrad::log_sum_exp</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:ac8761a5b8672071d99b5c7cc8dea3276"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a3d1039fe876efe94f6a8d40f9d1c96cd"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3d1039fe876efe94f6a8d40f9d1c96cd">stan::agrad::log_sum_exp</a> (const std::vector&lt; fvar&lt; T &gt; &gt; &amp;v)</td></tr>
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+<a href="agrad_2fwd_2functions_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__sum__exp_8hpp.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    }</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    </div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2logit_8hpp_source.html">stan/math/functions/logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2logit_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:ab43cf2fb570203a8492c272da3d2922f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab43cf2fb570203a8492c272da3d2922f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">stan::agrad::logit</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="contents">
+<a href="agrad_2fwd_2functions_2logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__LOGIT_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">logit</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__first__kind_8hpp_source.html">stan/math/functions/modified_bessel_first_kind.hpp</a>&gt;</code><br/>
+</div>
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+Functions</h2></td></tr>
+<tr class="memitem:af1e6f0609bef81a1832bd4c624350e6e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af1e6f0609bef81a1832bd4c624350e6e"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">stan::agrad::modified_bessel_first_kind</a> (int v, const fvar&lt; T &gt; &amp;z)</td></tr>
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diff --git a/doc/api/html/agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp_source.html b/doc/api/html/agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp_source.html
new file mode 100644
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_fb5291ba38e4a736e77d8ba78c86369a.html">fwd</a></li><li class="navelem"><a class="el" href="dir_6b822de55cde49ee6f3a9b01e44fb566.html">functions</a></li>  </ul>
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+<div class="title">modified_bessel_first_kind.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2modified__bessel__first__kind_8hpp.html">stan/math/functions/modified_bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">modified_bessel_first_kind</a>(<span class="keywordtype">int</span> v, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; z) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#acafecf14b103c7c17da33368d07b1565">stan::math::modified_bessel_first_kind</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      T modified_bessel_first_kind_z(<a class="code" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">modified_bessel_first_kind</a>(v, z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(modified_bessel_first_kind_z,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                     -v * z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * modified_bessel_first_kind_z / z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                     + z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">modified_bessel_first_kind</a>(v - 1,z.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__second__kind_8hpp_source.html">stan/math/functions/modified_bessel_second_kind.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a2af4019aee25cb289b88d3dc946eea77"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2af4019aee25cb289b88d3dc946eea77"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2af4019aee25cb289b88d3dc946eea77">stan::agrad::modified_bessel_second_kind</a> (int v, const fvar&lt; T &gt; &amp;z)</td></tr>
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+<a href="agrad_2fwd_2functions_2modified__bessel__second__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__MODIFIED_BESSEL_SECOND_KIND_HPP__</span></div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3d696a83dc04e19d84ea2fb6a0cfa61a"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3d696a83dc04e19d84ea2fb6a0cfa61a"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">stan::agrad::multiply_log</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a3d696a83dc04e19d84ea2fb6a0cfa61a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ad21e093d0619e2099f38902925cc292d"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad21e093d0619e2099f38902925cc292d">stan::agrad::multiply_log</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:ad21e093d0619e2099f38902925cc292d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a60b90b0dce0a75a73c63673f189ff9aa"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a60b90b0dce0a75a73c63673f189ff9aa"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a60b90b0dce0a75a73c63673f189ff9aa">stan::agrad::multiply_log</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+  <div class="headertitle">
+<div class="title">multiply_log.hpp</div>  </div>
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+<a href="agrad_2fwd_2functions_2multiply__log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">owens_t.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2owens__t_8hpp_source.html">stan/math/functions/owens_t.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2owens__t_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6a34e8ac9ab34d8bd7309b914670f77f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a6a34e8ac9ab34d8bd7309b914670f77f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">stan::agrad::owens_t</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a6a34e8ac9ab34d8bd7309b914670f77f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad7c9ae7ec1a20f802579797c3951846d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad7c9ae7ec1a20f802579797c3951846d"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad7c9ae7ec1a20f802579797c3951846d">stan::agrad::owens_t</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:ad7c9ae7ec1a20f802579797c3951846d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9888ef51a909a957ca30b306cfd90beb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a9888ef51a909a957ca30b306cfd90beb"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9888ef51a909a957ca30b306cfd90beb">stan::agrad::owens_t</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:a9888ef51a909a957ca30b306cfd90beb"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">owens_t.hpp</div>  </div>
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+<div class="contents">
+<a href="agrad_2fwd_2functions_2owens__t_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__OWENS_T_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__OWENS_T_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2owens__t_8hpp.html">stan/math/functions/owens_t.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">boost::math::erf</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      T neg_x1_sq_div_2 = -x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / 2.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      T one_p_x2_sq = 1.0 + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                     - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                     * (<a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)) </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                        * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(neg_x1_sq_div_2) / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(8.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>())) </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                     + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(neg_x1_sq_div_2 * one_p_x2_sq) </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                     / (one_p_x2_sq * 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()));</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    fvar&lt;T&gt;    </div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad7c9ae7ec1a20f802579797c3951846d">   35</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">boost::math::erf</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      T neg_x1_sq_div_2 = -x1 * x1 / 2.0;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      T one_p_x2_sq = 1.0 + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(x1, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                     x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(neg_x1_sq_div_2 * one_p_x2_sq) </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                     / (one_p_x2_sq * 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()));</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    fvar&lt;T&gt;    </div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a9888ef51a909a957ca30b306cfd90beb">   52</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">boost::math::erf</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      T neg_x1_sq_div_2 = -x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> / 2.0;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2rising__factorial_8hpp_source.html">stan/math/functions/rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ae4c3b430f306e040a9179e658765b149"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae4c3b430f306e040a9179e658765b149"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">stan::agrad::rising_factorial</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;n)</td></tr>
+<tr class="separator:ae4c3b430f306e040a9179e658765b149"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad41059332ac855c615d8595f1ec2912d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memitem:af7f09d1c92ebab44b0765c7cbbece686"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af7f09d1c92ebab44b0765c7cbbece686"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af7f09d1c92ebab44b0765c7cbbece686">stan::agrad::rising_factorial</a> (const double x, const fvar&lt; T &gt; &amp;n)</td></tr>
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+<a href="agrad_2fwd_2functions_2rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2rising__factorial_8hpp.html">stan/math/functions/rising_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(rising_fact, rising_fact * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + n.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(rising_fact, </div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;  }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;}</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">square.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_2square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5de00b0d86ae64136a4952a28f9bd84f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5de00b0d86ae64136a4952a28f9bd84f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">stan::agrad::square</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
+<tr class="separator:a5de00b0d86ae64136a4952a28f9bd84f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2fwd_2functions_2square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__SQUARE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__SQUARE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                     x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * 2 * x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">functions.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2_phi_8hpp_source.html">stan/agrad/fwd/functions/Phi.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2abs_8hpp_source.html">stan/agrad/fwd/functions/abs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2acos_8hpp_source.html">stan/agrad/fwd/functions/acos.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2acosh_8hpp_source.html">stan/agrad/fwd/functions/acosh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2asin_8hpp_source.html">stan/agrad/fwd/functions/asin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2asinh_8hpp_source.html">stan/agrad/fwd/functions/asinh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2atan_8hpp_source.html">stan/agrad/fwd/functions/atan.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2atan2_8hpp_source.html">stan/agrad/fwd/functions/atan2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2atanh_8hpp_source.html">stan/agrad/fwd/functions/atanh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2bessel__first__kind_8hpp_source.html">stan/agrad/fwd/functions/bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2bessel__second__kind_8hpp_source.html">stan/agrad/fwd/functions/bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2binary__log__loss_8hpp_source.html">stan/agrad/fwd/functions/binary_log_loss.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html">stan/agrad/fwd/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2cbrt_8hpp_source.html">stan/agrad/fwd/functions/cbrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2ceil_8hpp_source.html">stan/agrad/fwd/functions/ceil.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2cos_8hpp_source.html">stan/agrad/fwd/functions/cos.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2cosh_8hpp_source.html">stan/agrad/fwd/functions/cosh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2digamma_8hpp_source.html">stan/agrad/fwd/functions/digamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2erf_8hpp_source.html">stan/agrad/fwd/functions/erf.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2erfc_8hpp_source.html">stan/agrad/fwd/functions/erfc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2exp_8hpp_source.html">stan/agrad/fwd/functions/exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2exp2_8hpp_source.html">stan/agrad/fwd/functions/exp2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2expm1_8hpp_source.html">stan/agrad/fwd/functions/expm1.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2fabs_8hpp_source.html">stan/agrad/fwd/functions/fabs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html">stan/agrad/fwd/functions/falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html">stan/agrad/fwd/functions/fdim.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2floor_8hpp_source.html">stan/agrad/fwd/functions/floor.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">stan/agrad/fwd/functions/fma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2fmax_8hpp_source.html">stan/agrad/fwd/functions/fmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2fmin_8hpp_source.html">stan/agrad/fwd/functions/fmin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2fmod_8hpp_source.html">stan/agrad/fwd/functions/fmod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html">stan/agrad/fwd/functions/gamma_p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html">stan/agrad/fwd/functions/gamma_q.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2hypot_8hpp_source.html">stan/agrad/fwd/functions/hypot.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv_8hpp_source.html">stan/agrad/fwd/functions/inv.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__cloglog_8hpp_source.html">stan/agrad/fwd/functions/inv_cloglog.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__logit_8hpp_source.html">stan/agrad/fwd/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__sqrt_8hpp_source.html">stan/agrad/fwd/functions/inv_sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__square_8hpp_source.html">stan/agrad/fwd/functions/inv_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html">stan/agrad/fwd/functions/lbeta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2lgamma_8hpp_source.html">stan/agrad/fwd/functions/lgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2lmgamma_8hpp_source.html">stan/agrad/fwd/functions/lmgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log_8hpp_source.html">stan/agrad/fwd/functions/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2log10_8hpp_source.html">stan/agrad/fwd/functions/log10.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log1m_8hpp_source.html">stan/agrad/fwd/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log1m__exp_8hpp_source.html">stan/agrad/fwd/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log1m__inv__logit_8hpp_source.html">stan/agrad/fwd/functions/log1m_inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log1p_8hpp_source.html">stan/agrad/fwd/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log1p__exp_8hpp_source.html">stan/agrad/fwd/functions/log1p_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log2_8hpp_source.html">stan/agrad/fwd/functions/log2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html">stan/agrad/fwd/functions/log_diff_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html">stan/agrad/fwd/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html">stan/agrad/fwd/functions/log_inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html">stan/agrad/fwd/functions/log_rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html">stan/agrad/fwd/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2logit_8hpp_source.html">stan/agrad/fwd/functions/logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp_source.html">stan/agrad/fwd/functions/modified_bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2modified__bessel__second__kind_8hpp_source.html">stan/agrad/fwd/functions/modified_bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html">stan/agrad/fwd/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html">stan/agrad/fwd/functions/owens_t.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2pow_8hpp_source.html">stan/agrad/fwd/functions/pow.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html">stan/agrad/fwd/functions/rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2round_8hpp_source.html">stan/agrad/fwd/functions/round.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2sin_8hpp_source.html">stan/agrad/fwd/functions/sin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2sinh_8hpp_source.html">stan/agrad/fwd/functions/sinh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2sqrt_8hpp_source.html">stan/agrad/fwd/functions/sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2square_8hpp_source.html">stan/agrad/fwd/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2tan_8hpp_source.html">stan/agrad/fwd/functions/tan.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2tanh_8hpp_source.html">stan/agrad/fwd/functions/tanh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2tgamma_8hpp_source.html">stan/agrad/fwd/functions/tgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2trunc_8hpp_source.html">stan/agrad/fwd/functions/trunc.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2functions_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="agrad_2fwd_2functions_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2_phi_8hpp.html">stan/agrad/fwd/functions/Phi.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2abs_8hpp.html">stan/agrad/fwd/functions/abs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2acos_8hpp.html">stan/agrad/fwd/functions/acos.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2acosh_8hpp.html">stan/agrad/fwd/functions/acosh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2asin_8hpp.html">stan/agrad/fwd/functions/asin.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2asinh_8hpp.html">stan/agrad/fwd/functions/asinh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2atan_8hpp.html">stan/agrad/fwd/functions/atan.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2atan2_8hpp.html">stan/agrad/fwd/functions/atan2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2atanh_8hpp.html">stan/agrad/fwd/functions/atanh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2bessel__first__kind_8hpp.html">stan/agrad/fwd/functions/bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2bessel__second__kind_8hpp.html">stan/agrad/fwd/functions/bessel_second_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2binary__log__loss_8hpp.html">stan/agrad/fwd/functions/binary_log_loss.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp.html">stan/agrad/fwd/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2cbrt_8hpp.html">stan/agrad/fwd/functions/cbrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2ceil_8hpp.html">stan/agrad/fwd/functions/ceil.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2cos_8hpp.html">stan/agrad/fwd/functions/cos.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2cosh_8hpp.html">stan/agrad/fwd/functions/cosh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2digamma_8hpp.html">stan/agrad/fwd/functions/digamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2erf_8hpp.html">stan/agrad/fwd/functions/erf.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2erfc_8hpp.html">stan/agrad/fwd/functions/erfc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2exp_8hpp.html">stan/agrad/fwd/functions/exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2exp2_8hpp.html">stan/agrad/fwd/functions/exp2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2expm1_8hpp.html">stan/agrad/fwd/functions/expm1.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2fabs_8hpp.html">stan/agrad/fwd/functions/fabs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2falling__factorial_8hpp.html">stan/agrad/fwd/functions/falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2fdim_8hpp.html">stan/agrad/fwd/functions/fdim.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2floor_8hpp.html">stan/agrad/fwd/functions/floor.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2fma_8hpp.html">stan/agrad/fwd/functions/fma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2fmax_8hpp.html">stan/agrad/fwd/functions/fmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2fmin_8hpp.html">stan/agrad/fwd/functions/fmin.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2fmod_8hpp.html">stan/agrad/fwd/functions/fmod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2gamma__p_8hpp.html">stan/agrad/fwd/functions/gamma_p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2gamma__q_8hpp.html">stan/agrad/fwd/functions/gamma_q.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2functions_2hypot_8hpp.html">stan/agrad/fwd/functions/hypot.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv_8hpp.html">stan/agrad/fwd/functions/inv.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__cloglog_8hpp.html">stan/agrad/fwd/functions/inv_cloglog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__logit_8hpp.html">stan/agrad/fwd/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__sqrt_8hpp.html">stan/agrad/fwd/functions/inv_sqrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__square_8hpp.html">stan/agrad/fwd/functions/inv_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2lbeta_8hpp.html">stan/agrad/fwd/functions/lbeta.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2columns__dot__product_8hpp.html b/doc/api/html/agrad_2fwd_2matrix_2columns__dot__product_8hpp.html
new file mode 100644
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+<div class="title">columns_dot_product.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4690cc81441d5be35328e09c11b6d0bb"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a4690cc81441d5be35328e09c11b6d0bb"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">stan::agrad::columns_dot_product</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:a4690cc81441d5be35328e09c11b6d0bb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad72bd7f6e164cb2341d055ace67c32af"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ad72bd7f6e164cb2341d055ace67c32af"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad72bd7f6e164cb2341d055ace67c32af">stan::agrad::columns_dot_product</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:ad72bd7f6e164cb2341d055ace67c32af"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad2c2338e972cab17e0f8cbcaa190d90b"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ad2c2338e972cab17e0f8cbcaa190d90b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad2c2338e972cab17e0f8cbcaa190d90b">stan::agrad::columns_dot_product</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:ad2c2338e972cab17e0f8cbcaa190d90b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html b/doc/api/html/agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html
new file mode 100644
index 00000000000..a12d3a38d64
--- /dev/null
+++ b/doc/api/html/agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html
@@ -0,0 +1,169 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">columns_dot_product.hpp</div>  </div>
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+<a href="agrad_2fwd_2matrix_2columns__dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__COLUMNS__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__COLUMNS__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2dot__product_8hpp.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">columns_dot_product</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R1, C1&gt;&amp; v1, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; v2) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a>(v1,v2,<span class="stringliteral">&quot;columns_dot_product&quot;</span>);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt; ret(1,v1.cols());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; v1.cols(); ++j) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R1,C1&gt; ccol1 = v1.col(j);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R2,C2&gt; ccol2 = v2.col(j);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        ret(0,j) = <a class="code" href="namespacestan_1_1agrad.html#a6ab5996a680002f996384f7f7cc2ba86">dot_product</a>(ccol1, ccol2);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> ret;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt;</div>
+<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad72bd7f6e164cb2341d055ace67c32af">   33</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">columns_dot_product</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R1, C1&gt;&amp; v1, </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;double, R2, C2&gt;&amp; v2) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a>(v1,v2,<span class="stringliteral">&quot;columns_dot_product&quot;</span>);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt; </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        ret(1,v1.cols());</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; v1.cols(); ++j) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R1,C1&gt; ccol1 = v1.col(j);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        Eigen::Matrix&lt;double,R2,C2&gt; ccol = v2.col(j);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        ret(0,j) = <a class="code" href="namespacestan_1_1agrad.html#a6ab5996a680002f996384f7f7cc2ba86">dot_product</a>(ccol1, ccol);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">return</span> ret;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt;</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad2c2338e972cab17e0f8cbcaa190d90b">   49</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">columns_dot_product</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double, R1, C1&gt;&amp; v1, </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; v2) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a>(v1,v2,<span class="stringliteral">&quot;columns_dot_product&quot;</span>);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;, 1, C1&gt; ret(1,v1.cols());</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; v1.cols(); ++j) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        Eigen::Matrix&lt;double,R1,C1&gt; ccol = v1.col(j);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R2,C2&gt; ccol2 = v2.col(j);</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        ret(0,j) = <a class="code" href="namespacestan_1_1agrad.html#a6ab5996a680002f996384f7f7cc2ba86">dot_product</a>(ccol, ccol2);</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">return</span> ret;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;}</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2columns__dot__self_8hpp.html b/doc/api/html/agrad_2fwd_2matrix_2columns__dot__self_8hpp.html
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html">stan/agrad/fwd/matrix/dot_self.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa4910329638fc8776c1568e9c41ae014"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aa4910329638fc8776c1568e9c41ae014"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa4910329638fc8776c1568e9c41ae014">stan::agrad::columns_dot_self</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__COLUMNS_DOT_SELF_HPP__</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2dot__self_8hpp.html">stan/agrad/fwd/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;fvar&lt;T&gt;,1,C&gt; </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa4910329638fc8776c1568e9c41ae014">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aa4910329638fc8776c1568e9c41ae014">columns_dot_self</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>,R,C&gt;&amp; x) {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R,1&gt; ccol = x.col(i);</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2crossprod_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
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+<tr class="memitem:a5091c4a9b716a75406b9cbee072a27c1"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, C, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5091c4a9b716a75406b9cbee072a27c1">stan::agrad::crossprod</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="math_2matrix_2inverse_8hpp_source.html">stan/math/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
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+<tr class="memitem:aa27b1abc14538bd9946ad1d6d1e8e60a"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa27b1abc14538bd9946ad1d6d1e8e60a">stan::agrad::determinant</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
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+<a href="agrad_2fwd_2matrix_2determinant_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2multiply_8hpp.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2inverse_8hpp.html">stan/math/matrix/inverse.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
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+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa27b1abc14538bd9946ad1d6d1e8e60a">   20</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aa27b1abc14538bd9946ad1d6d1e8e60a">determinant</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R, C&gt;&amp; m) {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      Eigen::Matrix&lt;T,R,C&gt; m_inv(m.rows(), m.cols());</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">for</span>(<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; m.rows(); i++) {</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          m_deriv(i,j) = m(i,j).<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;          m_val(i,j) = m(i,j).val_;</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      }</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      m_inv = <a class="code" href="namespacestan_1_1math.html#a461598c914f5634fa5057da7a817803d" title="Returns the inverse of the specified matrix.">stan::math::inverse</a>(m_val);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      m_deriv = <a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(m_inv, m_deriv);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      result.val_ = m_val.determinant();</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      result.d_ = result.val_ * m_deriv.trace();</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_8hpp_source.html">stan/agrad/fwd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__division_8hpp_source.html">stan/agrad/fwd/operators/operator_division.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a8834a2f7763f46dd14e765d6c3287d23"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a8834a2f7763f46dd14e765d6c3287d23"><td class="memTemplItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8834a2f7763f46dd14e765d6c3287d23">stan::agrad::divide</a> (const T1 &amp;v, const T2 &amp;c)</td></tr>
+<tr class="separator:a8834a2f7763f46dd14e765d6c3287d23"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8bfe03ac15191df9f6777217e8d698b8"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a8bfe03ac15191df9f6777217e8d698b8"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8bfe03ac15191df9f6777217e8d698b8">stan::agrad::divide</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v, const fvar&lt; T &gt; &amp;c)</td></tr>
+<tr class="separator:a8bfe03ac15191df9f6777217e8d698b8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1897f84d86b89b5485b10f20e30a2613"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a1897f84d86b89b5485b10f20e30a2613"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1897f84d86b89b5485b10f20e30a2613">stan::agrad::divide</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v, const double c)</td></tr>
+<tr class="separator:a1897f84d86b89b5485b10f20e30a2613"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9e95e534e22aad48cd9a29584958f7a2"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a9e95e534e22aad48cd9a29584958f7a2"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9e95e534e22aad48cd9a29584958f7a2">stan::agrad::divide</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;v, const fvar&lt; T &gt; &amp;c)</td></tr>
+<tr class="separator:a9e95e534e22aad48cd9a29584958f7a2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af4268a75b7456526175bcf5db4210ef4"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:af4268a75b7456526175bcf5db4210ef4"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af4268a75b7456526175bcf5db4210ef4">stan::agrad::operator/</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v, const fvar&lt; T &gt; &amp;c)</td></tr>
+<tr class="separator:af4268a75b7456526175bcf5db4210ef4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a18ac8b46664850a5703fd3caa9c68c08"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a18ac8b46664850a5703fd3caa9c68c08"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a18ac8b46664850a5703fd3caa9c68c08">stan::agrad::operator/</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v, const double c)</td></tr>
+<tr class="separator:a18ac8b46664850a5703fd3caa9c68c08"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abc825eb3bf95f70a94e073eaaddff374"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:abc825eb3bf95f70a94e073eaaddff374"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abc825eb3bf95f70a94e073eaaddff374">stan::agrad::operator/</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;v, const fvar&lt; T &gt; &amp;c)</td></tr>
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+<a href="agrad_2fwd_2matrix_2divide_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__DIVIDE_HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_8hpp.html">stan/agrad/fwd.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
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+<div class="title">dot_product.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_8hpp_source.html">stan/agrad/fwd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
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+<a href="agrad_2fwd_2matrix_2dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__DOT_PRODUCT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="title">dot_self.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a4c1836521010bd6f18b5a58061cc3198"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a4c1836521010bd6f18b5a58061cc3198"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4c1836521010bd6f18b5a58061cc3198">stan::agrad::dot_self</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v)</td></tr>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/fwd/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2inverse_8hpp_source.html">stan/math/matrix/inverse.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:ad04d66a7b2f44ae630c904534a43687a"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:ad04d66a7b2f44ae630c904534a43687a"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad04d66a7b2f44ae630c904534a43687a">stan::agrad::inverse</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:ad04d66a7b2f44ae630c904534a43687a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2determinant_8hpp_source.html">stan/agrad/fwd/matrix/determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2functions_2fabs_8hpp_source.html">stan/agrad/fwd/functions/fabs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2log_8hpp_source.html">stan/agrad/fwd/functions/log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2log__determinant_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a8a1d37f736333bd2c5e22f0ccb645e5c"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a8a1d37f736333bd2c5e22f0ccb645e5c"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8a1d37f736333bd2c5e22f0ccb645e5c">stan::agrad::log_determinant</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a8a1d37f736333bd2c5e22f0ccb645e5c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="math_2matrix_2softmax_8hpp_source.html">stan/math/matrix/softmax.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
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+<tr class="memitem:a1669a67b8247ae502926890376c2b68b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;<br class="typebreak"/>
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+<a href="agrad_2fwd_2matrix_2log__softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__LOG_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__LOG_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2softmax_8hpp.html">stan/agrad/fwd/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__softmax_8hpp.html">stan/math/matrix/log_softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2softmax_8hpp.html">stan/math/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    Eigen::Matrix&lt;fvar&lt;T&gt;,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">log_softmax</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>,Eigen::Dynamic,1&gt;&amp; alpha) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6" title="Return the softmax of the specified vector.">stan::math::softmax</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5" title="Return the natural logarithm of the softmax of the specified vector.">stan::math::log_softmax</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      Matrix&lt;T,Dynamic,1&gt; alpha_t(alpha.size());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        alpha_t(k) = alpha(k).val_;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      Matrix&lt;T,Dynamic,1&gt; softmax_alpha_t = <a class="code" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">softmax</a>(alpha_t);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      Matrix&lt;T,Dynamic,1&gt; log_softmax_alpha_t = <a class="code" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">log_softmax</a>(alpha_t);</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      Matrix&lt;fvar&lt;T&gt;,Dynamic,1&gt; log_softmax_alpha(alpha.size());</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        log_softmax_alpha(k).val_ = log_softmax_alpha_t(k);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        log_softmax_alpha(k).d_ = 0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="comment">// for each input position</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; alpha.size(); ++m) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        T negative_alpha_m_d_times_softmax_alpha_t_m </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          = - alpha(m).d_ * softmax_alpha_t(m);</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="comment">// for each output position</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <span class="comment">// chain from input to output</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          <span class="keywordflow">if</span> (m == k)</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            log_softmax_alpha(k).d_ </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;              += alpha(m).d_  </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;              + negative_alpha_m_d_times_softmax_alpha_t_m;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            log_softmax_alpha(k).d_ </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;              += negative_alpha_m_d_times_softmax_alpha_t_m;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">return</span> log_softmax_alpha;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;}</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2log__sum__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5df6229f0b30f3b43f5c6b4744acc62c"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a5df6229f0b30f3b43f5c6b4744acc62c"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5df6229f0b30f3b43f5c6b4744acc62c">stan::agrad::log_sum_exp</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;v)</td></tr>
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+<div class="title">log_sum_exp.hpp</div>  </div>
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+<a href="agrad_2fwd_2matrix_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__sum__exp_8hpp.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan{</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// FIXME: cut-and-paste from fwd/log_sum_exp.hpp; should</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// be able to generalize</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      T denominator(0.0);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; v.size(); ++i) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        T exp_vi = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(vals[i]);</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        deriv += v[i].d_ * exp_vi;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(vals), deriv / denominator);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;}</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">mdivide_left.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2inverse_8hpp_source.html">stan/math/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left_8hpp_source.html">stan/math/matrix/mdivide_left.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a2b41bf2c8372fd934837bcab95ea6218"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
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+<tr class="memitem:aa1da8d6fb0170dddd868c37b4ae0e243"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa1da8d6fb0170dddd868c37b4ae0e243">stan::agrad::mdivide_left</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;b)</td></tr>
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+<tr class="memitem:a9c7cffeb1a3590e2bc9803e2b9b96e57"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a9c7cffeb1a3590e2bc9803e2b9b96e57"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9c7cffeb1a3590e2bc9803e2b9b96e57">stan::agrad::mdivide_left</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;b)</td></tr>
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+<div class="title">mdivide_left.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2fwd_2matrix_2mdivide__left_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__COLUMNS_MDIVIDE_LEFT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__COLUMNS_MDIVIDE_LEFT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2multiply_8hpp.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
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+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
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+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        }</div>
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+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      inv_A_mult_b = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, b);</div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; deriv(A.rows(), b.cols());</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      deriv = -<a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(inv_A_mult_deriv_A, inv_A_mult_b);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(inv_A_mult_b, deriv);</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    }</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;  }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;}</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp.html b/doc/api/html/agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp.html
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+<div class="title">mdivide_left_tri_low.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4976e3da1ade5b442fdf9a98ce657e1b"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a4976e3da1ade5b442fdf9a98ce657e1b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4976e3da1ade5b442fdf9a98ce657e1b">stan::agrad::mdivide_left_tri_low</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a4976e3da1ade5b442fdf9a98ce657e1b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4cae5cb645fe5bc960315f994d2cce24"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a4cae5cb645fe5bc960315f994d2cce24"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4cae5cb645fe5bc960315f994d2cce24">stan::agrad::mdivide_left_tri_low</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a4cae5cb645fe5bc960315f994d2cce24"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a88989bbd44ec90171c52d78cf99fa37f"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a88989bbd44ec90171c52d78cf99fa37f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a88989bbd44ec90171c52d78cf99fa37f">stan::agrad::mdivide_left_tri_low</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;b)</td></tr>
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+<div class="title">mdivide_left_tri_low.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__MDIVIDE_LEFT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__MDIVIDE_LEFT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="to__fvar_8hpp.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2multiply_8hpp.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2inverse_8hpp.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    </div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; b) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418" title="Returns the solution of the system Ax=b.">stan::math::mdivide_left</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(A,<span class="stringliteral">&quot;mdivide_left&quot;</span>);</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          val_b(i,j) = b(i,j).val_;</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      inv_A_mult_deriv_b = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, deriv_b);</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      inv_A_mult_deriv_A = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, deriv_A);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; deriv(A.rows(), b.cols());</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      deriv = inv_A_mult_deriv_b - <a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(inv_A_mult_deriv_A, inv_A_mult_b);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(inv_A_mult_b, deriv);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00065"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4cae5cb645fe5bc960315f994d2cce24">   65</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4976e3da1ade5b442fdf9a98ce657e1b">mdivide_left_tri_low</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double, R1, C1&gt;&amp; A, </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; b) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;      </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418" title="Returns the solution of the system Ax=b.">stan::math::mdivide_left</a>;</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      Eigen::Matrix&lt;double,R1,C1&gt; val_A(A.rows(),A.cols()); </div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">for</span>(<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = j; i &lt; A.rows(); i++) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          val_A(i,j) = A(i,j);</div>
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+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; b.cols(); j++) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">for</span>(<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; b.rows(); i++) {</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;          val_b(i,j) = b(i,j).val_;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          deriv_b(i,j) = b(i,j).d_;</div>
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+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      }</div>
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+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      inv_A_mult_b = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, val_b);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      inv_A_mult_deriv_b = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, deriv_b);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; deriv(A.rows(), b.cols());</div>
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+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418" title="Returns the solution of the system Ax=b.">stan::math::mdivide_left</a>;</div>
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+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a>(A,b,<span class="stringliteral">&quot;mdivide_left&quot;</span>);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        inv_A_mult_b(A.rows(),b.cols());</div>
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+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      Eigen::Matrix&lt;T,R1,C1&gt; deriv_A(A.rows(),A.cols()); </div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
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+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          val_A(i,j) = A(i,j).val_;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          deriv_A(i,j) = A(i,j).d_;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        }</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      }</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      inv_A_mult_b = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, b);</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      inv_A_mult_deriv_A = <a class="code" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">mdivide_left</a>(val_A, deriv_A);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; deriv(A.rows(), b.cols());</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      deriv = -<a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(inv_A_mult_deriv_A, inv_A_mult_b);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(inv_A_mult_b, deriv);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;  }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;}</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">mdivide_right.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
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+<div class="title">mdivide_right.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2fwd_2matrix_2mdivide__right_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__COLUMNS_MDIVIDE_RIGHT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__COLUMNS_MDIVIDE_RIGHT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2inverse_8hpp.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2multiply_8hpp.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> </div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f" title="Returns the solution of the system Ax=b.">stan::math::mdivide_right</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(b,<span class="stringliteral">&quot;mdivide_right&quot;</span>);</div>
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+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab1bf56872a19067bf76e9e0ae0319ff3">   63</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">mdivide_right</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>,R1,C1&gt; &amp;A,</div>
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+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      deriv_b_mult_inv_b = <a class="code" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">mdivide_right</a>(deriv_b, val_b);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; </div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(A_mult_inv_b, deriv);</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;}</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp.html b/doc/api/html/agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp.html
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+<div class="title">mdivide_right_tri_low.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad91af5d6f2192ec14360aa9f9e70bfc0"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ad91af5d6f2192ec14360aa9f9e70bfc0"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad91af5d6f2192ec14360aa9f9e70bfc0">stan::agrad::mdivide_right_tri_low</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:ad91af5d6f2192ec14360aa9f9e70bfc0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2dc33743ae5cee446bca0e9f0c18c1fa"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a2dc33743ae5cee446bca0e9f0c18c1fa"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2dc33743ae5cee446bca0e9f0c18c1fa">stan::agrad::mdivide_right_tri_low</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a2dc33743ae5cee446bca0e9f0c18c1fa"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6f2d6e5dd89d2094f04d9a81cb8a6191"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a6f2d6e5dd89d2094f04d9a81cb8a6191"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6f2d6e5dd89d2094f04d9a81cb8a6191">stan::agrad::mdivide_right_tri_low</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;b)</td></tr>
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+<div class="title">mdivide_right_tri_low.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__MDIVIDE_RIGHT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__MDIVIDE_RIGHT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="to__fvar_8hpp.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2multiply_8hpp.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2inverse_8hpp.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad91af5d6f2192ec14360aa9f9e70bfc0">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ad91af5d6f2192ec14360aa9f9e70bfc0">mdivide_right_tri_low</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R1, C1&gt;&amp; A, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; b) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f" title="Returns the solution of the system Ax=b.">stan::math::mdivide_right</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(b,<span class="stringliteral">&quot;mdivide_right&quot;</span>);</div>
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+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      deriv_b_mult_inv_b = <a class="code" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">mdivide_right</a>(deriv_b, val_b);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; deriv(A.rows(), b.cols());</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      deriv = deriv_A_mult_inv_b - <a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(A_mult_inv_b, deriv_b_mult_inv_b);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(A_mult_inv_b, deriv);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f" title="Returns the solution of the system Ax=b.">stan::math::mdivide_right</a>;</div>
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+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      deriv_b_mult_inv_b = <a class="code" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">mdivide_right</a>(deriv_b, val_b);</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      Eigen::Matrix&lt;T,R1,C2&gt; </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        deriv(A.rows(), b.cols());</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      deriv = -<a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(A_mult_inv_b, deriv_b_mult_inv_b);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">stan::agrad::to_fvar</a>(A_mult_inv_b, deriv);</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    }  </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;  }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;}</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">multiply.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/fwd/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af5dfb2569a8f7f2f95830d0f0bb5bd40"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1&gt; </td></tr>
+<tr class="memitem:af5dfb2569a8f7f2f95830d0f0bb5bd40"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">stan::agrad::multiply</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;m, const fvar&lt; T &gt; &amp;c)</td></tr>
+<tr class="separator:af5dfb2569a8f7f2f95830d0f0bb5bd40"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2fwd_2matrix_2multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__MULTIPLY_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a6635a0f0dfb1767a1930f1ff1984098a"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a6635a0f0dfb1767a1930f1ff1984098a"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, R &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">stan::agrad::multiply_lower_tri_self_transpose</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
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+<a href="agrad_2fwd_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__MULTIPLY_LOWER_TRI_SELF_TRANSPOSE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__MULTIPLY_LOWER_TRI_SELF_TRANSPOSE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="title">rows_dot_product.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad53bb44b66e3b1129e5454cda93c700c"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ad53bb44b66e3b1129e5454cda93c700c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad53bb44b66e3b1129e5454cda93c700c">stan::agrad::rows_dot_product</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;v2)</td></tr>
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+<tr class="separator:a78dcc991d879df3adf65cd1869015317"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa6efe02004903faea4953ea2b0a6c02c"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:aa6efe02004903faea4953ea2b0a6c02c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R1, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa6efe02004903faea4953ea2b0a6c02c">stan::agrad::rows_dot_product</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:aa6efe02004903faea4953ea2b0a6c02c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html b/doc/api/html/agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_fb5291ba38e4a736e77d8ba78c86369a.html">fwd</a></li><li class="navelem"><a class="el" href="dir_54e1f17c1ac5ea0adfc355c0b89ee8b2.html">matrix</a></li>  </ul>
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+<div class="title">rows_dot_product.hpp</div>  </div>
+</div><!--header-->
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+<a href="agrad_2fwd_2matrix_2rows__dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__ROWS__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__ROWS__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2dot__product_8hpp.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad53bb44b66e3b1129e5454cda93c700c">   19</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ad53bb44b66e3b1129e5454cda93c700c">rows_dot_product</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R1, C1&gt;&amp; v1, </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R2, C2&gt;&amp; v2) {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;, R1, 1&gt; ret(v1.rows(),1);</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;double, R2, C2&gt;&amp; v2) {</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;, R1, 1&gt; </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        ret(v1.rows(),1);</div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        Eigen::Matrix&lt;fvar&lt;T&gt;,R1,C1&gt; crow1 = v1.row(j);</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        Eigen::Matrix&lt;double,R2,C2&gt; crow = v2.row(j);</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      }</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">rows_dot_self.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html">stan/agrad/fwd/matrix/dot_self.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2rows__dot__self_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aba5acba7161f7e4080052f1bd6063e9a"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aba5acba7161f7e4080052f1bd6063e9a"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aba5acba7161f7e4080052f1bd6063e9a">stan::agrad::rows_dot_self</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2softmax_8hpp_source.html">stan/math/matrix/softmax.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:afb1b8b97d1a6b36f59618a80a9c3778d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afb1b8b97d1a6b36f59618a80a9c3778d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;<br class="typebreak"/>
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+  Stan Development Team.
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+<a href="agrad_2fwd_2matrix_2softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2softmax_8hpp.html">stan/math/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    Eigen::Matrix&lt;fvar&lt;T&gt;,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">softmax</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>,Eigen::Dynamic,1&gt;&amp; alpha) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6" title="Return the softmax of the specified vector.">stan::math::softmax</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      Matrix&lt;T,Dynamic,1&gt; alpha_t(alpha.size());</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k)</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        alpha_t(k) = alpha(k).val_;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      Matrix&lt;T,Dynamic,1&gt; softmax_alpha_t = <a class="code" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">softmax</a>(alpha_t);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      Matrix&lt;fvar&lt;T&gt;,Dynamic,1&gt; softmax_alpha(alpha.size());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        softmax_alpha(k).val_ = softmax_alpha_t(k);</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        softmax_alpha(k).d_ = 0;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="comment">// for each input position</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; alpha.size(); ++m) {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="comment">// for each output position</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        T negative_alpha_m_d_times_softmax_alpha_t_m</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          = - alpha(m).d_ * softmax_alpha_t(m);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.size(); ++k) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="comment">// chain from input to output</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          <span class="keywordflow">if</span> (m == k) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            softmax_alpha(k).d_ </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;              += softmax_alpha_t(k) </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;              * (alpha(m).d_ </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                 + negative_alpha_m_d_times_softmax_alpha_t_m);</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;            softmax_alpha(k).d_ </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;              += negative_alpha_m_d_times_softmax_alpha_t_m</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;              * softmax_alpha_t(k);</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">return</span> softmax_alpha;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;  }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;}</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;functional&gt;</code><br/>
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+<tr class="separator:abcc2609354cc5a38ad45c3b0a656e63f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9ac1f0102b58f1e1a1dee468a383f27d"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a9ac1f0102b58f1e1a1dee468a383f27d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9ac1f0102b58f1e1a1dee468a383f27d">stan::agrad::sort_asc</a> (Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; xs)</td></tr>
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+<a href="agrad_2fwd_2matrix_2sort_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__SORT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span>    <span class="comment">// std::sort</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;  }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;}</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a8baa11534c7cfb1b5e6f96bd958dfd03"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a8baa11534c7cfb1b5e6f96bd958dfd03"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">stan::agrad::sum</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
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+<a href="agrad_2fwd_2matrix_2sum_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__SUM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__SUM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt; </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">if</span> (m.size() == 0)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">unsigned</span> i = 0; i &lt; m.rows(); i++) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">unsigned</span> j = 0; j &lt; m.cols(); j++)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          sum += m(i,j);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_2tcrossprod_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:afe68149651e5bbdab5c531bc82b0868e"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:afe68149651e5bbdab5c531bc82b0868e"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, R &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afe68149651e5bbdab5c531bc82b0868e">stan::agrad::tcrossprod</a> (const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;m)</td></tr>
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+<a href="agrad_2fwd_2matrix_2tcrossprod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__TCROSSPROD_HPP__</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afe68149651e5bbdab5c531bc82b0868e">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afe68149651e5bbdab5c531bc82b0868e">tcrossprod</a>(<span class="keyword">const</span> Eigen::Matrix&lt;<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>, R, C&gt;&amp; m) {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">typedefs.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2numeric__limits_8hpp_source.html">stan/agrad/fwd/numeric_limits.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="typedef-members"></a>
+Typedefs</h2></td></tr>
+<tr class="memitem:aeae9e6e94d5656d748136a7c4780856e"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
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+<tr class="memitem:a4a52427f4040846e15dca434ea633b7b"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; fvar<br class="typebreak"/>
+&lt; fvar&lt; var &gt;<br class="typebreak"/>
+ &gt;, 1, Eigen::Dynamic &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4a52427f4040846e15dca434ea633b7b">stan::agrad::row_vector_ffv</a></td></tr>
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+<a href="agrad_2fwd_2matrix_2typedefs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__TYPEDEFS_HPP__</span></div>
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+<div class="title">matrix.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html">stan/agrad/fwd/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2columns__dot__self_8hpp_source.html">stan/agrad/fwd/matrix/columns_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2crossprod_8hpp_source.html">stan/agrad/fwd/matrix/crossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2determinant_8hpp_source.html">stan/agrad/fwd/matrix/determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">stan/agrad/fwd/matrix/divide.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">stan/agrad/fwd/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html">stan/agrad/fwd/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">stan/agrad/fwd/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2log__determinant_8hpp_source.html">stan/agrad/fwd/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2log__softmax_8hpp_source.html">stan/agrad/fwd/matrix/log_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2log__sum__exp_8hpp_source.html">stan/agrad/fwd/matrix/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html">stan/agrad/fwd/matrix/mdivide_left.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/agrad/fwd/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html">stan/agrad/fwd/matrix/mdivide_right.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html">stan/agrad/fwd/matrix/mdivide_right_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">stan/agrad/fwd/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">stan/agrad/fwd/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html">stan/agrad/fwd/matrix/rows_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2rows__dot__self_8hpp_source.html">stan/agrad/fwd/matrix/rows_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2softmax_8hpp_source.html">stan/agrad/fwd/matrix/softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html">stan/agrad/fwd/matrix/sort.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2sum_8hpp_source.html">stan/agrad/fwd/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2tcrossprod_8hpp_source.html">stan/agrad/fwd/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__fvar_8hpp_source.html">stan/agrad/fwd/matrix/to_fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp.html">stan/agrad/fwd/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2columns__dot__self_8hpp.html">stan/agrad/fwd/matrix/columns_dot_self.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif </span></div>
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diff --git a/doc/api/html/agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp.html b/doc/api/html/agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp.html
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+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad99bbf0b29a582cc76394c30f23db536"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:ad99bbf0b29a582cc76394c30f23db536"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; contains_fvar&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::value, typename <br class="typebreak"/>
+return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ad99bbf0b29a582cc76394c30f23db536">stan::prob::normal_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="memdesc:ad99bbf0b29a582cc76394c30f23db536"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the normal density for the specified scalar(s) given the specified mean(s) and deviation(s).  <a href="#ad99bbf0b29a582cc76394c30f23db536"></a><br/></td></tr>
+<tr class="separator:ad99bbf0b29a582cc76394c30f23db536"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div>
diff --git a/doc/api/html/agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html b/doc/api/html/agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html
new file mode 100644
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+++ b/doc/api/html/agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_fb5291ba38e4a736e77d8ba78c86369a.html">fwd</a></li><li class="navelem"><a class="el" href="dir_2e546bda41fe40b59dc00b79d00b50ce.html">prob</a></li><li class="navelem"><a class="el" href="dir_139cce78ba5d92491da28703870a60b5.html">univariate</a></li><li class="navelem"><a class="el" href="dir_b5faa64c567d6f189426dea685de5e0f.html">continuous</a></li>  </ul>
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+<a href="agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__PROB__UNIVARIATE__CONTINUOUS__NORMAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__PROB__UNIVARIATE__CONTINUOUS__NORMAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_8hpp.html">stan/math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html">   16</a></span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">typename</span> boost::enable_if_c&lt;contains_fvar&lt;T_y,T_loc,T_scale&gt;::value,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a>&gt;::type</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad99bbf0b29a582cc76394c30f23db536">   22</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad99bbf0b29a582cc76394c30f23db536" title="The log of the normal density for the specified scalar(s) given the specified mean(s) and deviation(s...">normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="comment">// static const char* function = &quot;stan::prob::normal_log(%1%)&quot;;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="comment">// FIXME: add input checks</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a> logp(0); </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        logp += NEG_LOG_SQRT_TWO_PI;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        logp -= <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(sigma);</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a> z = (y - mu) / sigma;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        logp -= 0.5 * z * z;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;  }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;}</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp.html b/doc/api/html/agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a5f647d8ef1686ba2b85035726e395f40"><td class="memTemplParams" colspan="2">template&lt;typename T_result , class Policy &gt; </td></tr>
+<tr class="memitem:a5f647d8ef1686ba2b85035726e395f40"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5f647d8ef1686ba2b85035726e395f40">stan::agrad::check_pos_definite</a> (const char *function, const Eigen::Matrix&lt; var, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result, const Policy &amp;)</td></tr>
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diff --git a/doc/api/html/agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp_source.html b/doc/api/html/agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp_source.html
new file mode 100644
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+<a href="agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__ERROR_HANDLING__MATRIX__CHECK_POS_DEFINITE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__ERROR_HANDLING__MATRIX__CHECK_POS_DEFINITE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2numeric__limits_8hpp.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_result, <span class="keyword">class</span> Policy&gt;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                   <span class="keyword">const</span> Policy&amp;) {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;::size_type</a> </div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;}</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2_phi_8hpp_source.html">stan/math/functions/Phi.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<a href="agrad_2rev_2functions_2_phi_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__PHI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__PHI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2_phi_8hpp.html">stan/math/functions/Phi.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>Phi_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        Phi_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a310443649bed5c3a85c01ee0cb5a8499">Phi</a>(avi-&gt;val_), avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">double</span> NEG_HALF = -0.5;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;            * <a class="code" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">stan::math::INV_SQRT_TWO_PI</a> * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(NEG_HALF * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aab4d19226597a86f74257bde4f457521">   37</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a310443649bed5c3a85c01ee0cb5a8499">Phi</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> Phi_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="precomp__v__vari_8hpp_source.html">stan/agrad/rev/internal/precomp_v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2_phi__approx_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a8332749395cd428484eb176964e28052"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8332749395cd428484eb176964e28052">stan::agrad::Phi_approx</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a8332749395cd428484eb176964e28052"><td class="mdescLeft">&#160;</td><td class="mdescRight">Approximation of the unit normal CDF for variables (stan).  <a href="#a8332749395cd428484eb176964e28052"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2_phi__approx_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__PHI_APPROX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__PHI_APPROX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="precomp__v__vari_8hpp.html">stan/agrad/rev/internal/precomp_v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8332749395cd428484eb176964e28052">   19</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a8332749395cd428484eb176964e28052" title="Approximation of the unit normal CDF for variables (stan).">Phi_approx</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="comment">// return inv_logit(0.07056 * pow(a,3.0) + 1.5976 * a);</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordtype">double</span> av = a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordtype">double</span> av_squared = av * av;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordtype">double</span> av_cubed = av * av_squared;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordtype">double</span> f = <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>(0.07056 * av_cubed + 1.5976 * av);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordtype">double</span> da = f * (1 - f) * (3.0 * 0.07056 * av_squared + 1.5976);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html">precomp_v_vari</a>(f,a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,da));</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__first__kind_8hpp_source.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</code><br/>
+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_f2ec37f115c79ba754de20300359aed5.html">rev</a></li><li class="navelem"><a class="el" href="dir_f77850045c6d72da1ced64bfc8354271.html">functions</a></li>  </ul>
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+<div class="title">bessel_first_kind.hpp</div>  </div>
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+<div class="contents">
+<a href="agrad_2rev_2functions_2bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2bessel__first__kind_8hpp.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>bessel_first_kind_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        bessel_first_kind_dv_vari(<span class="keywordtype">int</span> a, vari* bvi) :</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afc6ca13242211e5b43d3fcfb3bc8f3a7">   27</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">bessel_first_kind</a>(<span class="keyword">const</span> <span class="keywordtype">int</span>&amp; v, </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                                 <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> bessel_first_kind_dv_vari(v, a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;}</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__second__kind_8hpp_source.html">stan/math/functions/bessel_second_kind.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a17fd5151af2e0e715f84fbdcdea202cd"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a17fd5151af2e0e715f84fbdcdea202cd">stan::agrad::bessel_second_kind</a> (const int &amp;v, const var &amp;a)</td></tr>
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diff --git a/doc/api/html/agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html
new file mode 100644
index 00000000000..e590553c0dc
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+++ b/doc/api/html/agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html
@@ -0,0 +1,141 @@
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2binary__log__loss_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:acbbcd95da81df518f28454f7d2cb8772"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acbbcd95da81df518f28454f7d2cb8772">stan::agrad::binary_log_loss</a> (const int y, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;y_hat)</td></tr>
+<tr class="memdesc:acbbcd95da81df518f28454f7d2cb8772"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log loss function for variables (stan).  <a href="#acbbcd95da81df518f28454f7d2cb8772"></a><br/></td></tr>
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+<div class="title">binary_log_loss.hpp</div>  </div>
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+<a href="agrad_2rev_2functions_2binary__log__loss_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__BINARY_LOG_LOSS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__BINARY_LOG_LOSS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>binary_log_loss_1_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        binary_log_loss_1_vari(vari* avi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_v_vari(-std::<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#acbbcd95da81df518f28454f7d2cb8772">   50</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#af5d9abde22a78da0378d464f1ce24544">binary_log_loss</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> y, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; y_hat) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (y == 0)</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> binary_log_loss_0_vari(y_hat.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> binary_log_loss_1_vari(y_hat.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;  }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;}</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">digamma.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/zeta.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="trigamma_8hpp_source.html">stan/math/functions/trigamma.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2digamma_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__DIGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;}</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a3c7b9522635566471bd40c9b994bd8b8"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3c7b9522635566471bd40c9b994bd8b8">stan::agrad::exp2</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a3c7b9522635566471bd40c9b994bd8b8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Exponentiation base 2 function for variables (C99).  <a href="#a3c7b9522635566471bd40c9b994bd8b8"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2exp2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__EXP2_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> exp2_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;}</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af8dbb5923cb5c5e94b80b21e1263e0e7"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7">stan::agrad::exp</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:af8dbb5923cb5c5e94b80b21e1263e0e7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the exponentiation of the specified variable (cmath).  <a href="#af8dbb5923cb5c5e94b80b21e1263e0e7"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__EXP_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>exp_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        exp_vari(vari* avi) :</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> exp_vari(a.vi_));</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;}</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2falling__factorial_8hpp_source.html">stan/math/functions/falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a3fe9336533c29b3f48381f31e5b2f34d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3fe9336533c29b3f48381f31e5b2f34d">stan::agrad::falling_factorial</a> (const var &amp;a, const double &amp;b)</td></tr>
+<tr class="separator:a3fe9336533c29b3f48381f31e5b2f34d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac91a3d31a2220937ca9052d66c12292b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac91a3d31a2220937ca9052d66c12292b">stan::agrad::falling_factorial</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:ac91a3d31a2220937ca9052d66c12292b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9dee7426dac152938bbdb79b70395106"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9dee7426dac152938bbdb79b70395106">stan::agrad::falling_factorial</a> (const double &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:a9dee7426dac152938bbdb79b70395106"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/agrad_2rev_2functions_2falling__factorial_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2falling__factorial_8hpp_source.html
new file mode 100644
index 00000000000..3528e66f11d
--- /dev/null
+++ b/doc/api/html/agrad_2rev_2functions_2falling__factorial_8hpp_source.html
@@ -0,0 +1,171 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">falling_factorial.hpp</div>  </div>
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+<a href="agrad_2rev_2functions_2falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2falling__factorial_8hpp.html">stan/math/functions/falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>falling_factorial_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        falling_factorial_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(avi-&gt;val_, bvi-&gt;val_), avi, bvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ * <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">class </span>falling_factorial_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        falling_factorial_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          op_vd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(avi-&gt;val_, b), avi, b) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">class </span>falling_factorial_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        falling_factorial_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(a, bvi-&gt;val_), a, bvi) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * -<a class="code" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      };</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3fe9336533c29b3f48381f31e5b2f34d">   48</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                 <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> falling_factorial_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b));</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ac91a3d31a2220937ca9052d66c12292b">   53</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                 <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> falling_factorial_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a9dee7426dac152938bbdb79b70395106">   58</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#afd34f7d31e0b8259abb0f61fac5e6fcd">falling_factorial</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; a, </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                 <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> falling_factorial_dv_vari(a, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a8b11e04370013c6df527524463f9ca74"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8b11e04370013c6df527524463f9ca74">stan::agrad::fdim</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a8b11e04370013c6df527524463f9ca74"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the positive difference between the first variable's the value and the second's (C99).  <a href="#a8b11e04370013c6df527524463f9ca74"></a><br/></td></tr>
+<tr class="separator:a8b11e04370013c6df527524463f9ca74"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3cbb5f05f4a177ad199188f3be030b3e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3cbb5f05f4a177ad199188f3be030b3e">stan::agrad::fdim</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a3cbb5f05f4a177ad199188f3be030b3e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the positive difference between the first value and the value of the second variable (C99).  <a href="#a3cbb5f05f4a177ad199188f3be030b3e"></a><br/></td></tr>
+<tr class="separator:a3cbb5f05f4a177ad199188f3be030b3e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ace71dd32d041a962cb481242ecacab0b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ace71dd32d041a962cb481242ecacab0b">stan::agrad::fdim</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:ace71dd32d041a962cb481242ecacab0b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the positive difference between the first variable's value and the second value (C99).  <a href="#ace71dd32d041a962cb481242ecacab0b"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2fdim_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>fdim_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        fdim_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_vv_vari(avi-&gt;val_ - bvi-&gt;val_, avi, bvi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">class </span>fdim_vd_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vvv__vari_8hpp_source.html">stan/agrad/rev/internal/vvv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vdv__vari_8hpp_source.html">stan/agrad/rev/internal/vdv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2fma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a236c6ba1684b8993ab0ca0d4319ebc15"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a236c6ba1684b8993ab0ca0d4319ebc15">stan::agrad::fma</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;c)</td></tr>
+<tr class="memdesc:a236c6ba1684b8993ab0ca0d4319ebc15"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for three variables (C99).  <a href="#a236c6ba1684b8993ab0ca0d4319ebc15"></a><br/></td></tr>
+<tr class="separator:a236c6ba1684b8993ab0ca0d4319ebc15"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a60d474fe443809433d909f153e326f63"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for two variables and a value (C99).  <a href="#a60d474fe443809433d909f153e326f63"></a><br/></td></tr>
+<tr class="separator:a60d474fe443809433d909f153e326f63"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4a8f1b59063836f79f91e61aa37e7f24"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4a8f1b59063836f79f91e61aa37e7f24">stan::agrad::fma</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;c)</td></tr>
+<tr class="memdesc:a4a8f1b59063836f79f91e61aa37e7f24"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for a variable, value, and variable (C99).  <a href="#a4a8f1b59063836f79f91e61aa37e7f24"></a><br/></td></tr>
+<tr class="separator:a4a8f1b59063836f79f91e61aa37e7f24"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afbff5da93a0ea4d23fc83faf70d866c0"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afbff5da93a0ea4d23fc83faf70d866c0">stan::agrad::fma</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b, const double &amp;c)</td></tr>
+<tr class="memdesc:afbff5da93a0ea4d23fc83faf70d866c0"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for a variable and two values (C99).  <a href="#afbff5da93a0ea4d23fc83faf70d866c0"></a><br/></td></tr>
+<tr class="separator:afbff5da93a0ea4d23fc83faf70d866c0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a114089c3582069352ec3055927da54b3"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for a value, variable, and value (C99).  <a href="#a114089c3582069352ec3055927da54b3"></a><br/></td></tr>
+<tr class="separator:a114089c3582069352ec3055927da54b3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2858845a5ac98800b708c7c42ccaac35"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2858845a5ac98800b708c7c42ccaac35">stan::agrad::fma</a> (const double &amp;a, const double &amp;b, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;c)</td></tr>
+<tr class="memdesc:a2858845a5ac98800b708c7c42ccaac35"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for two values and a variable, and value (C99).  <a href="#a2858845a5ac98800b708c7c42ccaac35"></a><br/></td></tr>
+<tr class="separator:a2858845a5ac98800b708c7c42ccaac35"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aba5953fcb09dca0142b23409bd6c2766"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aba5953fcb09dca0142b23409bd6c2766">stan::agrad::fma</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;c)</td></tr>
+<tr class="memdesc:aba5953fcb09dca0142b23409bd6c2766"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add function for a value and two variables (C99).  <a href="#aba5953fcb09dca0142b23409bd6c2766"></a><br/></td></tr>
+<tr class="separator:aba5953fcb09dca0142b23409bd6c2766"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2fma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__FMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vvv__vari_8hpp.html">stan/agrad/rev/internal/vvv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vdv__vari_8hpp.html">stan/agrad/rev/internal/vdv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keyword">class </span>fma_ddv_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;          op_v_vari(a * b + cvi-&gt;val_, </div>
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+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fma_ddv_vari(a,b,c.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;                   <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; b,</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;                   <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; c) {</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fma_vdv_vari(b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,a,c.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>)); <span class="comment">// a-b symmetry</span></div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    }</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;  }</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;}</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">gamma_p.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__p_8hpp_source.html">stan/math/functions/gamma_p.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2gamma__p_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a998c50e583b44604ded2c213ed565b72"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a998c50e583b44604ded2c213ed565b72">stan::agrad::gamma_p</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
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+<tr class="memitem:a27226e41e865a880d1d5628d7b7aeba5"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a27226e41e865a880d1d5628d7b7aeba5">stan::agrad::gamma_p</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="separator:a27226e41e865a880d1d5628d7b7aeba5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1be9111ad018e40e8388d628e527255d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1be9111ad018e40e8388d628e527255d">stan::agrad::gamma_p</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
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+<div class="title">gamma_p.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2functions_2gamma__p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__GAMMA_P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__GAMMA_P_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__p_8hpp.html">stan/math/functions/gamma_p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          <span class="keywordtype">double</span> u = <a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math::gamma_p</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>);</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> gamma_p_dv_vari(a,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
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+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;}</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__q_8hpp_source.html">stan/math/functions/gamma_q.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2gamma__q_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:abbfd6400f96010759da0a7f20a0e6991"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abbfd6400f96010759da0a7f20a0e6991">stan::agrad::gamma_q</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="separator:abbfd6400f96010759da0a7f20a0e6991"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af9f89bf49133aa1ef45e6b3257b84c63"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af9f89bf49133aa1ef45e6b3257b84c63">stan::agrad::gamma_q</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="separator:af9f89bf49133aa1ef45e6b3257b84c63"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5df71efbadd34735e269ce904160ceb9"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5df71efbadd34735e269ce904160ceb9">stan::agrad::gamma_q</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
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+<div class="title">gamma_q.hpp</div>  </div>
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+<a href="agrad_2rev_2functions_2gamma__q_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__q_8hpp.html">stan/math/functions/gamma_q.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">class </span>gamma_q_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        gamma_q_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(avi-&gt;val_,bvi-&gt;val_),</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                     avi,bvi) {</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;            * boost::math::gamma_p_derivative(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;                                          <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">class </span>gamma_q_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                     a,bvi) {</div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vvv__vari_8hpp_source.html">stan/agrad/rev/internal/vvv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vvd__vari_8hpp_source.html">stan/agrad/rev/internal/vvd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vdv__vari_8hpp_source.html">stan/agrad/rev/internal/vdv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vdd__vari_8hpp_source.html">stan/agrad/rev/internal/vdd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dvv__vari_8hpp_source.html">stan/agrad/rev/internal/dvv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dvd__vari_8hpp_source.html">stan/agrad/rev/internal/dvd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ddv__vari_8hpp_source.html">stan/agrad/rev/internal/ddv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2ibeta_8hpp_source.html">stan/math/functions/ibeta.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2ibeta_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a54d4bc3e46a75315a2c098c3d4e0b3f4"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4">stan::agrad::ibeta</a> (const var &amp;a, const var &amp;b, const var &amp;x)</td></tr>
+<tr class="memdesc:a54d4bc3e46a75315a2c098c3d4e0b3f4"><td class="mdescLeft">&#160;</td><td class="mdescRight">The normalized incomplete beta function of a, b, and x.  <a href="#a54d4bc3e46a75315a2c098c3d4e0b3f4"></a><br/></td></tr>
+<tr class="separator:a54d4bc3e46a75315a2c098c3d4e0b3f4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="agrad_2rev_2functions_2ibeta_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__IBETA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__IBETA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vvv__vari_8hpp.html">stan/agrad/rev/internal/vvv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vvd__vari_8hpp.html">stan/agrad/rev/internal/vvd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vdv__vari_8hpp.html">stan/agrad/rev/internal/vdv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vdd__vari_8hpp.html">stan/agrad/rev/internal/vdd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dvv__vari_8hpp.html">stan/agrad/rev/internal/dvv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dvd__vari_8hpp.html">stan/agrad/rev/internal/dvd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ddv__vari_8hpp.html">stan/agrad/rev/internal/ddv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2ibeta_8hpp.html">stan/math/functions/ibeta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordtype">double</span> ibeta_hypergeometric_helper(<span class="keywordtype">double</span> a, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> z, <span class="keywordtype">double</span> precision=1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-8, <span class="keywordtype">double</span> max_steps=1000) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordtype">double</span> val=0;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordtype">double</span> diff=1;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordtype">double</span> k=0;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordtype">double</span> a_2 = a*a;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordtype">double</span> bprod = 1;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordflow">while</span> (<a class="code" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">std::abs</a>(diff) &gt; precision &amp;&amp; (++k &lt; max_steps) &amp;&amp; !<a class="code" href="namespacestd.html#a197a4417fc07456e4f2d545e176dc97a" title="Checks if the given number is NaN.">std::isnan</a>(diff)) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;          val += diff;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          bprod *= b+k-1.0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          diff = a_2*<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>(a+k,-2)*bprod*<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>(z,k)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>(k+1);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> val;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">class </span>ibeta_vvv_vari : <span class="keyword">public</span> op_vvv_vari {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        ibeta_vvv_vari(vari* avi, vari* bvi, vari* xvi) :</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          op_vvv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(avi-&gt;val_,bvi-&gt;val_,xvi-&gt;val_),avi,bvi,xvi) {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          <span class="keywordtype">double</span> a = <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;          <span class="keyword">using</span> stan::agrad::ibeta_hypergeometric_helper;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ *</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;            (<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(c) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(a) + <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(a+b)) * val_ - </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;            <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a)*<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a+b)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b) * <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(c,a) / <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(1+a) / <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(1+a) * ibeta_hypergeometric_helper(a, 1-b, c);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;            (<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b)*<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a+b)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a)*<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(1-c,b) * ibeta_hypergeometric_helper(b,1-a,1-c)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b+1)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b+1)</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;             + <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(b, a, 1-c) * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(b) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(a+b) - <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(1-c)));</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>-&gt;adj_ += adj_ * </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;            boost::math::ibeta_derivative(a,b,c);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        }</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      };</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keyword">class </span>ibeta_vvd_vari : <span class="keyword">public</span> op_vvd_vari {</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        ibeta_vvd_vari(vari* avi, vari* bvi, <span class="keywordtype">double</span> x) :</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;          op_vvd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(avi-&gt;val_,bvi-&gt;val_,x),avi,bvi,x) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          <span class="keywordtype">double</span> a = <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">cd_</a>;</div>
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+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;          <span class="keyword">using</span> stan::agrad::ibeta_hypergeometric_helper;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ *</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;            (<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(c) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(a) + <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(a+b)) * val_ - </div>
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+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;            (<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b)*<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a+b)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(a)*<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(1-c,b) * ibeta_hypergeometric_helper(b,1-a,1-c)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b+1)/<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(b+1)</div>
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+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        ibeta_vdv_vari(vari* avi, <span class="keywordtype">double</span> b, vari* xvi) :</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          op_vdv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(avi-&gt;val_,b,xvi-&gt;val_),avi,b,xvi) {</div>
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+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          <span class="keyword">using</span> stan::agrad::ibeta_hypergeometric_helper;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ *</div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        ibeta_vdd_vari(vari* avi, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> x) :</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          op_vdd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(avi-&gt;val_,b,x),avi,b,x) {</div>
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+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          <span class="keywordtype">double</span> a = <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">cd_</a>;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;          <span class="keyword">using</span> stan::agrad::ibeta_hypergeometric_helper;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ *</div>
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+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keyword">class </span>ibeta_dvv_vari : <span class="keyword">public</span> op_dvv_vari {</div>
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+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        ibeta_dvv_vari(<span class="keywordtype">double</span> a, vari* bvi, vari* xvi) :</div>
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+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        }</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;          <span class="keywordtype">double</span> a = <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;          <span class="keyword">using</span> stan::agrad::ibeta_hypergeometric_helper;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * </div>
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+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>-&gt;adj_ += adj_ * </div>
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+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          op_dvd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(a,bvi-&gt;val_,x),a,bvi,x) {</div>
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+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;          <span class="keywordtype">double</span> a = <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;          <span class="keywordtype">double</span> b = <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;          <span class="keywordtype">double</span> c = <a class="code" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">cd_</a>;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">boost::math::constants::pi</a>;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
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+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+</div>
+<p><a href="agrad_2rev_2functions_2if__else_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2a018c9770257f38d93125db6c7eda5f"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2a018c9770257f38d93125db6c7eda5f">stan::agrad::if_else</a> (bool c, const var &amp;y_true, const var &amp;y_false)</td></tr>
+<tr class="memdesc:a2a018c9770257f38d93125db6c7eda5f"><td class="mdescLeft">&#160;</td><td class="mdescRight">If the specified condition is true, return the first variable, otherwise return the second variable.  <a href="#a2a018c9770257f38d93125db6c7eda5f"></a><br/></td></tr>
+<tr class="separator:a2a018c9770257f38d93125db6c7eda5f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2b19777661eada4e32b7d84b64c9f4db"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2b19777661eada4e32b7d84b64c9f4db">stan::agrad::if_else</a> (bool c, double y_true, const var &amp;y_false)</td></tr>
+<tr class="memdesc:a2b19777661eada4e32b7d84b64c9f4db"><td class="mdescLeft">&#160;</td><td class="mdescRight">If the specified condition is true, return a new variable constructed from the first scalar, otherwise return the second variable.  <a href="#a2b19777661eada4e32b7d84b64c9f4db"></a><br/></td></tr>
+<tr class="separator:a2b19777661eada4e32b7d84b64c9f4db"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a86ce2dc25f73176ea45b300a9cfd63eb"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a86ce2dc25f73176ea45b300a9cfd63eb">stan::agrad::if_else</a> (bool c, const var &amp;y_true, const double y_false)</td></tr>
+<tr class="memdesc:a86ce2dc25f73176ea45b300a9cfd63eb"><td class="mdescLeft">&#160;</td><td class="mdescRight">If the specified condition is true, return the first variable, otherwise return a new variable constructed from the second scalar.  <a href="#a86ce2dc25f73176ea45b300a9cfd63eb"></a><br/></td></tr>
+<tr class="separator:a86ce2dc25f73176ea45b300a9cfd63eb"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2if__else_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__IF_ELSE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__IF_ELSE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2a018c9770257f38d93125db6c7eda5f">   17</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a2a018c9770257f38d93125db6c7eda5f" title="If the specified condition is true, return the first variable, otherwise return the second variable...">if_else</a>(<span class="keywordtype">bool</span> c, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; y_true, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp;y_false) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> c ? y_true : y_false;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">if</span> (c) </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(y_true);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">return</span> y_false;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a86ce2dc25f73176ea45b300a9cfd63eb">   44</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a2a018c9770257f38d93125db6c7eda5f" title="If the specified condition is true, return the first variable, otherwise return the second variable...">if_else</a>(<span class="keywordtype">bool</span> c, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; y_true, <span class="keyword">const</span> <span class="keywordtype">double</span> y_false) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (c) </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> y_true;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(y_false);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;  }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;}</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">inv.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv_8hpp_source.html">stan/math/functions/inv.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2inv_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ab3034b6e4ac96bb83a5b6f40c310d64d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab3034b6e4ac96bb83a5b6f40c310d64d">stan::agrad::inv</a> (const var &amp;a)</td></tr>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>inv_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__cloglog_8hpp_source.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2inv__cloglog_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:afa07068a7659049c1404ff6e380176ef"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afa07068a7659049c1404ff6e380176ef">stan::agrad::inv_cloglog</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:afa07068a7659049c1404ff6e380176ef"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the inverse complementary log-log function applied specified variable (stan).  <a href="#afa07068a7659049c1404ff6e380176ef"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2inv__cloglog_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__cloglog_8hpp.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>inv_cloglog_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        inv_cloglog_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">inv_cloglog</a>(avi-&gt;val_), avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afa07068a7659049c1404ff6e380176ef">   37</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">inv_cloglog</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> inv_cloglog_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<p><a href="agrad_2rev_2functions_2inv__logit_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a015c1e0733bd9a3d7c26175d7072a759"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a015c1e0733bd9a3d7c26175d7072a759">stan::agrad::inv_logit</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a015c1e0733bd9a3d7c26175d7072a759"><td class="mdescLeft">&#160;</td><td class="mdescRight">The inverse logit function for variables (stan).  <a href="#a015c1e0733bd9a3d7c26175d7072a759"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2inv__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__INV_LOGIT_HPP__</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>inv_logit_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;}</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__sqrt_8hpp_source.html">stan/math/functions/inv_sqrt.hpp</a>&gt;</code><br/>
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+<p><a href="agrad_2rev_2functions_2inv__sqrt_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aac8f303b29b23f9952c2ad5ada543319"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aac8f303b29b23f9952c2ad5ada543319">stan::agrad::inv_sqrt</a> (const var &amp;a)</td></tr>
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+<a href="agrad_2rev_2functions_2inv__sqrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__INV_SQRT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__INV_SQRT_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__sqrt_8hpp.html">stan/math/functions/inv_sqrt.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>inv_sqrt_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> inv_sqrt_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__square_8hpp_source.html">stan/math/functions/inv_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2inv__square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ab283916863ab97eab6aed628480f8a8b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab283916863ab97eab6aed628480f8a8b">stan::agrad::inv_square</a> (const var &amp;a)</td></tr>
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+<a href="agrad_2rev_2functions_2inv__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__INV_SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">is_uninitialized.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__negative_8hpp_source.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2is__uninitialized_8hpp_source.html">stan/math/functions/is_uninitialized.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2is__uninitialized_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a72761c1c17a04122ee2dbb0c56cbb9c0"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a72761c1c17a04122ee2dbb0c56cbb9c0">stan::agrad::is_uninitialized</a> (var x)</td></tr>
+<tr class="memdesc:a72761c1c17a04122ee2dbb0c56cbb9c0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns <code>true</code> if the specified variable is uninitialized.  <a href="#a72761c1c17a04122ee2dbb0c56cbb9c0"></a><br/></td></tr>
+<tr class="separator:a72761c1c17a04122ee2dbb0c56cbb9c0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__IS_UNINITIALIZED_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2lgamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a9d1f65093166797ec93ec580abc77d15"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9d1f65093166797ec93ec580abc77d15">stan::agrad::lgamma</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a9d1f65093166797ec93ec580abc77d15"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log gamma function for variables (C99).  <a href="#a9d1f65093166797ec93ec580abc77d15"></a><br/></td></tr>
+<tr class="separator:a9d1f65093166797ec93ec580abc77d15"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/agrad_2rev_2functions_2lgamma_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2lgamma_8hpp_source.html
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+<a href="agrad_2rev_2functions_2lgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LGAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">class </span>lgamma_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        lgamma_vari(<span class="keywordtype">double</span> value, vari* avi) :</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          op_v_vari(value, avi) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lmgamma_8hpp_source.html">stan/math/functions/lmgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2digamma_8hpp_source.html">stan/math/functions/digamma.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2lmgamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af080723d19e8d4fa6dbe74cab69ee3f2"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af080723d19e8d4fa6dbe74cab69ee3f2">stan::agrad::lmgamma</a> (int a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
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+<a href="agrad_2rev_2functions_2lmgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LMGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LMGAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2lmgamma_8hpp.html">stan/math/functions/lmgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2digamma_8hpp.html">stan/math/functions/digamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">class </span>lmgamma_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        lmgamma_dv_vari(<span class="keywordtype">int</span> a, vari* bvi) :</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> lmgamma_dv_vari(a, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log1m_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a428e6958e002b027bdbfe4a844a267a4"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a428e6958e002b027bdbfe4a844a267a4">stan::agrad::log1m</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a428e6958e002b027bdbfe4a844a267a4"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log (1 - x) function for variables.  <a href="#a428e6958e002b027bdbfe4a844a267a4"></a><br/></td></tr>
+<tr class="separator:a428e6958e002b027bdbfe4a844a267a4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2log1m_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG1M_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG1M_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>log1m_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        log1m_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(-avi-&gt;val_),avi) {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">stan/math/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="calculate__chain_8hpp_source.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/expm1.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log1m__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab8a7bcd350916b80b3bd0e6633344861"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab8a7bcd350916b80b3bd0e6633344861">stan::agrad::log1m_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:ab8a7bcd350916b80b3bd0e6633344861"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of 1 minus the exponential of the specified variable.  <a href="#ab8a7bcd350916b80b3bd0e6633344861"></a><br/></td></tr>
+<tr class="separator:ab8a7bcd350916b80b3bd0e6633344861"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2log1m__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m__exp_8hpp.html">stan/math/functions/log1m_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="calculate__chain_8hpp.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/expm1.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>log1m_exp_v_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        log1m_exp_v_vari(vari* avi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">log1m_exp</a>(avi-&gt;val_),</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                    avi) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <span class="comment">//derivative of log(1-exp(x)) = -exp(x)/(1-exp(x)) = -1/(exp(-x)-1) = -1/expm1(-x)</span></div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log1p_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a668283bab0c6bc04b5b106d236a2377a"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a668283bab0c6bc04b5b106d236a2377a">stan::agrad::log1p</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a668283bab0c6bc04b5b106d236a2377a"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log (1 + x) function for variables (C99).  <a href="#a668283bab0c6bc04b5b106d236a2377a"></a><br/></td></tr>
+<tr class="separator:a668283bab0c6bc04b5b106d236a2377a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="agrad_2rev_2functions_2log1p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>log1p_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        log1p_vari(vari* avi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(avi-&gt;val_),avi) {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p__exp_8hpp_source.html">stan/math/functions/log1p_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="calculate__chain_8hpp_source.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log1p__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a10454c0b2b4185635d09ceb22bb1e8b0"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a10454c0b2b4185635d09ceb22bb1e8b0">stan::agrad::log1p_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a10454c0b2b4185635d09ceb22bb1e8b0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of 1 plus the exponential of the specified variable.  <a href="#a10454c0b2b4185635d09ceb22bb1e8b0"></a><br/></td></tr>
+<tr class="separator:a10454c0b2b4185635d09ceb22bb1e8b0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2log1p__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p__exp_8hpp.html">stan/math/functions/log1p_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="calculate__chain_8hpp.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>log1p_exp_v_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        log1p_exp_v_vari(vari* avi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(avi-&gt;val_),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                    avi) {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log2_8hpp_source.html">stan/math/functions/log2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log2_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aca9b147f7efd83ab91e1169324e42172"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aca9b147f7efd83ab91e1169324e42172">stan::agrad::log2</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:aca9b147f7efd83ab91e1169324e42172"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the base 2 logarithm of the specified variable (C99).  <a href="#aca9b147f7efd83ab91e1169324e42172"></a><br/></td></tr>
+<tr class="separator:aca9b147f7efd83ab91e1169324e42172"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2log2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log2_8hpp.html">stan/math/functions/log2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>log2_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        log2_vari(vari* avi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          op_v_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">log2</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ac98c1c298301701efe36438130bac705"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705">stan::agrad::log</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:ac98c1c298301701efe36438130bac705"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the natural log of the specified variable (cmath).  <a href="#ac98c1c298301701efe36438130bac705"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>log_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        log_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> log_vari(a.vi_));</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    </div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="calculate__chain_8hpp_source.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vector__vari_8hpp_source.html">stan/agrad/rev/internal/vector_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__diff__exp_8hpp_source.html">stan/math/functions/log_diff_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/expm1.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a119e409264dfab429ffaa814ba6133c0"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a119e409264dfab429ffaa814ba6133c0">stan::agrad::log_diff_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a119e409264dfab429ffaa814ba6133c0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a119e409264dfab429ffaa814ba6133c0"></a><br/></td></tr>
+<tr class="separator:a119e409264dfab429ffaa814ba6133c0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2475060db47484c7a076f404fbb2394d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2475060db47484c7a076f404fbb2394d">stan::agrad::log_diff_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:a2475060db47484c7a076f404fbb2394d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a2475060db47484c7a076f404fbb2394d"></a><br/></td></tr>
+<tr class="separator:a2475060db47484c7a076f404fbb2394d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9a895635ca7f66a6bf4372fe314f2d21"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9a895635ca7f66a6bf4372fe314f2d21">stan::agrad::log_diff_exp</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a9a895635ca7f66a6bf4372fe314f2d21"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a9a895635ca7f66a6bf4372fe314f2d21"></a><br/></td></tr>
+<tr class="separator:a9a895635ca7f66a6bf4372fe314f2d21"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/agrad_2rev_2functions_2log__diff__exp_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2log__diff__exp_8hpp_source.html
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+<a href="agrad_2rev_2functions_2log__diff__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="calculate__chain_8hpp.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vector__vari_8hpp.html">stan/agrad/rev/internal/vector_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__not__equal_8hpp.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__diff__exp_8hpp.html">stan/math/functions/log_diff_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/expm1.hpp&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">class </span>log_diff_exp_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        log_diff_exp_vv_vari(vari* avi, vari* bvi) :</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, val_);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ / <a class="code" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">boost::math::expm1</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ - <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                            <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                            <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; b) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_diff_exp_dv_vari(a, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;}</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">log_falling_factorial.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aa5f969e2991f83a5e66a3f8822486215"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa5f969e2991f83a5e66a3f8822486215">stan::agrad::log_falling_factorial</a> (const var &amp;a, const double &amp;b)</td></tr>
+<tr class="separator:aa5f969e2991f83a5e66a3f8822486215"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a08dde4140ae5a400855918f6cd91e17e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a08dde4140ae5a400855918f6cd91e17e">stan::agrad::log_falling_factorial</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:a08dde4140ae5a400855918f6cd91e17e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adebdfe1af8c92bcd3a142794c954316b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#adebdfe1af8c92bcd3a142794c954316b">stan::agrad::log_falling_factorial</a> (const double &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:adebdfe1af8c92bcd3a142794c954316b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">log_falling_factorial.hpp</div>  </div>
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+<div class="contents">
+<a href="agrad_2rev_2functions_2log__falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__falling__factorial_8hpp.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>log_falling_factorial_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        log_falling_factorial_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(avi-&gt;val_, bvi-&gt;val_), avi, bvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * -<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">class </span>log_falling_factorial_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        log_falling_factorial_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          op_vd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(avi-&gt;val_, b), avi, b) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">class </span>log_falling_factorial_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        log_falling_factorial_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(a, bvi-&gt;val_), a, bvi) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * -<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + 1);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      };</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa5f969e2991f83a5e66a3f8822486215">   48</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                     <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_falling_factorial_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b));</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a08dde4140ae5a400855918f6cd91e17e">   53</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                     <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_falling_factorial_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#adebdfe1af8c92bcd3a142794c954316b">   58</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">log_falling_factorial</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; a, </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                     <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_falling_factorial_dv_vari(a, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/agrad_2rev_2functions_2log__rising__factorial_8hpp.html b/doc/api/html/agrad_2rev_2functions_2log__rising__factorial_8hpp.html
new file mode 100644
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+++ b/doc/api/html/agrad_2rev_2functions_2log__rising__factorial_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__rising__factorial_8hpp_source.html">stan/math/functions/log_rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
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+<a href="agrad_2rev_2functions_2log__rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__rising__factorial_8hpp.html">stan/math/functions/log_rising_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>log_rising_factorial_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">class </span>log_rising_factorial_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
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+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/agrad_2rev_2functions_2log__sum__exp_8hpp.html b/doc/api/html/agrad_2rev_2functions_2log__sum__exp_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="calculate__chain_8hpp_source.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vector__vari_8hpp_source.html">stan/agrad/rev/internal/vector_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac64b74224b38e3bcff5e33c2ffdb673e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac64b74224b38e3bcff5e33c2ffdb673e">stan::agrad::log_sum_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:ac64b74224b38e3bcff5e33c2ffdb673e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#ac64b74224b38e3bcff5e33c2ffdb673e"></a><br/></td></tr>
+<tr class="separator:ac64b74224b38e3bcff5e33c2ffdb673e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af6960e01ec13ad3bffda2295e5f10c33"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af6960e01ec13ad3bffda2295e5f10c33">stan::agrad::log_sum_exp</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:af6960e01ec13ad3bffda2295e5f10c33"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#af6960e01ec13ad3bffda2295e5f10c33"></a><br/></td></tr>
+<tr class="separator:af6960e01ec13ad3bffda2295e5f10c33"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a845f5338275b390a8eeedb3e66f097f8"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a845f5338275b390a8eeedb3e66f097f8">stan::agrad::log_sum_exp</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a845f5338275b390a8eeedb3e66f097f8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a845f5338275b390a8eeedb3e66f097f8"></a><br/></td></tr>
+<tr class="separator:a845f5338275b390a8eeedb3e66f097f8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5706fda535b2473b48024f50ce69be18"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5706fda535b2473b48024f50ce69be18">stan::agrad::log_sum_exp</a> (const std::vector&lt; var &gt; &amp;x)</td></tr>
+<tr class="memdesc:a5706fda535b2473b48024f50ce69be18"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a5706fda535b2473b48024f50ce69be18"></a><br/></td></tr>
+<tr class="separator:a5706fda535b2473b48024f50ce69be18"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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diff --git a/doc/api/html/agrad_2rev_2functions_2log__sum__exp_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2log__sum__exp_8hpp_source.html
new file mode 100644
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+<div class="title">log_sum_exp.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2functions_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="calculate__chain_8hpp.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vector__vari_8hpp.html">stan/agrad/rev/internal/vector_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__not__equal_8hpp.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__sum__exp_8hpp.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordtype">double</span> log_sum_exp_as_double(<span class="keyword">const</span> std::vector&lt;var&gt;&amp; x) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keyword">using</span> std::numeric_limits;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a> = -numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i) </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;          <span class="keywordflow">if</span> (x[i] &gt; max) </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;            max = x[i].val();</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i) </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          <span class="keywordflow">if</span> (x[i] != -numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;            sum += <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x[i].val() - <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">return</span> max + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(sum);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">class </span>log_sum_exp_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        log_sum_exp_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(avi-&gt;val_, bvi-&gt;val_),</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                     avi, bvi) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, val_);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_, val_);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      };</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">class </span>log_sum_exp_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        log_sum_exp_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          op_vd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(avi-&gt;val_, b),</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                     avi, b) {</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, val_);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      };</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">class </span>log_sum_exp_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        log_sum_exp_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(a, bvi-&gt;val_),</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                     a, bvi) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_, val_);</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      };</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keyword">class </span>log_sum_exp_vector_vari : <span class="keyword">public</span> op_vector_vari {</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        log_sum_exp_vector_vari(<span class="keyword">const</span> std::vector&lt;var&gt;&amp; x) :</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;          op_vector_vari(log_sum_exp_as_double(x), x) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">size_</a>; ++i) {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;            vis_[i]-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(vis_[i]-&gt;val_, val_);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        }</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00081"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ac64b74224b38e3bcff5e33c2ffdb673e">   81</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                           <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; b) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_sum_exp_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af6960e01ec13ad3bffda2295e5f10c33">   88</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a,</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                           <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__first__kind_8hpp_source.html">stan/math/functions/modified_bessel_first_kind.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<tr class="memitem:a4667276304c443e9bde5fb7218c56778"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4667276304c443e9bde5fb7218c56778">stan::agrad::modified_bessel_first_kind</a> (const int &amp;v, const var &amp;a)</td></tr>
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+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2functions_2modified__bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2modified__bessel__first__kind_8hpp.html">stan/math/functions/modified_bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>modified_bessel_first_kind_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        modified_bessel_first_kind_dv_vari(<span class="keywordtype">int</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">modified_bessel_first_kind</a>(a, bvi-&gt;val_), a, bvi) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                                          <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> modified_bessel_first_kind_dv_vari(v, a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">modified_bessel_second_kind.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__second__kind_8hpp_source.html">stan/math/functions/modified_bessel_second_kind.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a4a949984f1a537a77db66f4d4f15cfeb"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4a949984f1a537a77db66f4d4f15cfeb">stan::agrad::modified_bessel_second_kind</a> (const int &amp;v, const var &amp;a)</td></tr>
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diff --git a/doc/api/html/agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html b/doc/api/html/agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html
new file mode 100644
index 00000000000..d4bcb4d9eb4
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+++ b/doc/api/html/agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html
@@ -0,0 +1,138 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">modified_bessel_second_kind.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2functions_2modified__bessel__second__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__MODIFIED_BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__MODIFIED_BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2modified__bessel__second__kind_8hpp.html">stan/math/functions/modified_bessel_second_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>modified_bessel_second_kind_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        modified_bessel_second_kind_dv_vari(<span class="keywordtype">int</span> a, vari* bvi) :</div>
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+<div class="textblock"><code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log_8hpp_source.html">stan/agrad/rev/functions/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2multiply__log_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a0e93c32718fc1d0762b3543a246f00ec"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0e93c32718fc1d0762b3543a246f00ec">stan::agrad::multiply_log</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a0e93c32718fc1d0762b3543a246f00ec"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of a*log(b).  <a href="#a0e93c32718fc1d0762b3543a246f00ec"></a><br/></td></tr>
+<tr class="separator:a0e93c32718fc1d0762b3543a246f00ec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a041ccf4847a3f896904c7baeaefddb34"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a041ccf4847a3f896904c7baeaefddb34">stan::agrad::multiply_log</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:a041ccf4847a3f896904c7baeaefddb34"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of a*log(b).  <a href="#a041ccf4847a3f896904c7baeaefddb34"></a><br/></td></tr>
+<tr class="separator:a041ccf4847a3f896904c7baeaefddb34"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aca18b1e8909315b63cc1a98f4505a0dd"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aca18b1e8909315b63cc1a98f4505a0dd">stan::agrad::multiply_log</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:aca18b1e8909315b63cc1a98f4505a0dd"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of a*log(b).  <a href="#aca18b1e8909315b63cc1a98f4505a0dd"></a><br/></td></tr>
+<tr class="separator:aca18b1e8909315b63cc1a98f4505a0dd"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="contents">
+<a href="agrad_2rev_2functions_2multiply__log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log_8hpp.html">stan/agrad/rev/functions/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>multiply_log_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        multiply_log_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(avi-&gt;val_,bvi-&gt;val_),avi,bvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ == 0.0 &amp;&amp; <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ == 0)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;            <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;            <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ / <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      };</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">class </span>multiply_log_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        multiply_log_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          op_vd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(avi-&gt;val_,b),avi,b) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      };</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">class </span>multiply_log_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        multiply_log_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(a,bvi-&gt;val_),a,bvi) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ == 0.0 &amp;&amp; <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a> == 0.0)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;            <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a> / <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      };</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0e93c32718fc1d0762b3543a246f00ec">   66</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> multiply_log_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    }</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a041ccf4847a3f896904c7baeaefddb34">   79</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> multiply_log_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b));</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    }</div>
+<div class="line"><a name="l00093"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aca18b1e8909315b63cc1a98f4505a0dd">   93</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">if</span> (a == 1.0)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(b);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> multiply_log_dv_vari(a,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;    }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;  }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;}</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/agrad_2rev_2functions_2owens__t_8hpp.html b/doc/api/html/agrad_2rev_2functions_2owens__t_8hpp.html
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+<div class="title">owens_t.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/owens_t.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2owens__t_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a4ffb11bd376c638b747a8be17548b021"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4ffb11bd376c638b747a8be17548b021">stan::agrad::owens_t</a> (const var &amp;h, const var &amp;a)</td></tr>
+<tr class="memdesc:a4ffb11bd376c638b747a8be17548b021"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Owen's T function of h and a.  <a href="#a4ffb11bd376c638b747a8be17548b021"></a><br/></td></tr>
+<tr class="separator:a4ffb11bd376c638b747a8be17548b021"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af68b3a37d8fede3f6ab613cf4278b86c"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af68b3a37d8fede3f6ab613cf4278b86c">stan::agrad::owens_t</a> (const var &amp;h, const double &amp;a)</td></tr>
+<tr class="memdesc:af68b3a37d8fede3f6ab613cf4278b86c"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Owen's T function of h and a.  <a href="#af68b3a37d8fede3f6ab613cf4278b86c"></a><br/></td></tr>
+<tr class="separator:af68b3a37d8fede3f6ab613cf4278b86c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0e87f87799c9d0290d5c972494e4caea"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0e87f87799c9d0290d5c972494e4caea">stan::agrad::owens_t</a> (const double &amp;h, const var &amp;a)</td></tr>
+<tr class="memdesc:a0e87f87799c9d0290d5c972494e4caea"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Owen's T function of h and a.  <a href="#a0e87f87799c9d0290d5c972494e4caea"></a><br/></td></tr>
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+<div class="title">owens_t.hpp</div>  </div>
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+<a href="agrad_2rev_2functions_2owens__t_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__OWENS__T_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__OWENS__T_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/owens_t.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">class </span>owens_t_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        owens_t_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          op_vv_vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(avi-&gt;val_, bvi-&gt;val_), avi, bvi) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      };</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">class </span>owens_t_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        owens_t_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2rising__factorial_8hpp_source.html">stan/math/functions/rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a2938f3b0f93ab4f19e3809fe4f69c94f"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2938f3b0f93ab4f19e3809fe4f69c94f">stan::agrad::rising_factorial</a> (const var &amp;a, const double &amp;b)</td></tr>
+<tr class="separator:a2938f3b0f93ab4f19e3809fe4f69c94f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a20247c229eb0eff045d4f8eb46754d2e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a20247c229eb0eff045d4f8eb46754d2e">stan::agrad::rising_factorial</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:a20247c229eb0eff045d4f8eb46754d2e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abe622a48fa2a2942b149fdba55f333e1"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abe622a48fa2a2942b149fdba55f333e1">stan::agrad::rising_factorial</a> (const double &amp;a, const var &amp;b)</td></tr>
+<tr class="separator:abe622a48fa2a2942b149fdba55f333e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2functions_2rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2rising__factorial_8hpp.html">stan/math/functions/rising_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">class </span>rising_factorial_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        rising_factorial_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          op_vv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(avi-&gt;val_, bvi-&gt;val_), avi, bvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">class </span>rising_factorial_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        rising_factorial_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          op_vd_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(avi-&gt;val_, b), avi, b) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_, <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>) * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ + <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>) - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">class </span>rising_factorial_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        rising_factorial_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          op_dv_vari(stan::math::<a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(a, bvi-&gt;val_), a, bvi) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>, <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_) * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>(<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ + <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      };</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2938f3b0f93ab4f19e3809fe4f69c94f">   48</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> rising_factorial_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b));</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a20247c229eb0eff045d4f8eb46754d2e">   53</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> rising_factorial_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#abe622a48fa2a2942b149fdba55f333e1">   58</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">rising_factorial</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; a, </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> rising_factorial_dv_vari(a, b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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diff --git a/doc/api/html/agrad_2rev_2functions_2square_8hpp.html b/doc/api/html/agrad_2rev_2functions_2square_8hpp.html
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@@ -0,0 +1,130 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a18783225f7d6895849af12dd12b305bf"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a18783225f7d6895849af12dd12b305bf">stan::agrad::square</a> (const var &amp;x)</td></tr>
+<tr class="memdesc:a18783225f7d6895849af12dd12b305bf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the square of the input variable.  <a href="#a18783225f7d6895849af12dd12b305bf"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__SQUARE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">class </span>square_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        square_vari(vari* avi) :</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;          op_v_vari(avi-&gt;val_ * avi-&gt;val_,avi) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * 2.0 * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      };</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a18783225f7d6895849af12dd12b305bf">   31</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; x) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> square_vari(x.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;}</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_2step_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:a40c71c5396dbbbbcee5a8ae890345060"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a40c71c5396dbbbbcee5a8ae890345060">stan::agrad::step</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a40c71c5396dbbbbcee5a8ae890345060"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the step, or heaviside, function applied to the specified variable (stan).  <a href="#a40c71c5396dbbbbcee5a8ae890345060"></a><br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__STEP_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a40c71c5396dbbbbcee5a8ae890345060">   25</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a40c71c5396dbbbbcee5a8ae890345060" title="Return the step, or heaviside, function applied to the specified variable (stan).">step</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a> &lt; 0.0 ? 0.0 : 1.0));</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<p><a href="agrad_2rev_2functions_2value__of_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:a8ce52917ab0cd91c9db4d615f1988e11"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11">stan::agrad::value_of</a> (const agrad::var &amp;v)</td></tr>
+<tr class="memdesc:a8ce52917ab0cd91c9db4d615f1988e11"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of the specified variable.  <a href="#a8ce52917ab0cd91c9db4d615f1988e11"></a><br/></td></tr>
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+<a href="agrad_2rev_2functions_2value__of_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__VALUE_OF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__VALUE_OF_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11">   22</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a>&amp; v) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">return</span> v.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
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+<div class="title">functions.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="agrad_2rev_2functions_2_phi_8hpp_source.html">stan/agrad/rev/functions/Phi.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2_phi__approx_8hpp_source.html">stan/agrad/rev/functions/Phi_approx.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2abs_8hpp_source.html">stan/agrad/rev/functions/abs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2acos_8hpp_source.html">stan/agrad/rev/functions/acos.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2acosh_8hpp_source.html">stan/agrad/rev/functions/acosh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2as__bool_8hpp_source.html">stan/agrad/rev/functions/as_bool.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2asin_8hpp_source.html">stan/agrad/rev/functions/asin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2asinh_8hpp_source.html">stan/agrad/rev/functions/asinh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2atan_8hpp_source.html">stan/agrad/rev/functions/atan.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2atan2_8hpp_source.html">stan/agrad/rev/functions/atan2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2atanh_8hpp_source.html">stan/agrad/rev/functions/atanh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2bessel__first__kind_8hpp_source.html">stan/agrad/rev/functions/bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html">stan/agrad/rev/functions/bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2binary__log__loss_8hpp_source.html">stan/agrad/rev/functions/binary_log_loss.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2cbrt_8hpp_source.html">stan/agrad/rev/functions/cbrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2ceil_8hpp_source.html">stan/agrad/rev/functions/ceil.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2cos_8hpp_source.html">stan/agrad/rev/functions/cos.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2cosh_8hpp_source.html">stan/agrad/rev/functions/cosh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2digamma_8hpp_source.html">stan/agrad/rev/functions/digamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2erf_8hpp_source.html">stan/agrad/rev/functions/erf.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2erfc_8hpp_source.html">stan/agrad/rev/functions/erfc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2exp_8hpp_source.html">stan/agrad/rev/functions/exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2exp2_8hpp_source.html">stan/agrad/rev/functions/exp2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2expm1_8hpp_source.html">stan/agrad/rev/functions/expm1.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2fabs_8hpp_source.html">stan/agrad/rev/functions/fabs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html">stan/agrad/rev/functions/falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html">stan/agrad/rev/functions/fdim.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2floor_8hpp_source.html">stan/agrad/rev/functions/floor.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">stan/agrad/rev/functions/fma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2fmax_8hpp_source.html">stan/agrad/rev/functions/fmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2fmin_8hpp_source.html">stan/agrad/rev/functions/fmin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2fmod_8hpp_source.html">stan/agrad/rev/functions/fmod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html">stan/agrad/rev/functions/gamma_p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html">stan/agrad/rev/functions/gamma_q.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2hypot_8hpp_source.html">stan/agrad/rev/functions/hypot.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2ibeta_8hpp_source.html">stan/agrad/rev/functions/ibeta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html">stan/agrad/rev/functions/if_else.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2inv_8hpp_source.html">stan/agrad/rev/functions/inv.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2inv__cloglog_8hpp_source.html">stan/agrad/rev/functions/inv_cloglog.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2inv__logit_8hpp_source.html">stan/agrad/rev/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2inv__sqrt_8hpp_source.html">stan/agrad/rev/functions/inv_sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2inv__square_8hpp_source.html">stan/agrad/rev/functions/inv_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2is__uninitialized_8hpp_source.html">stan/agrad/rev/functions/is_uninitialized.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2lgamma_8hpp_source.html">stan/agrad/rev/functions/lgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2lmgamma_8hpp_source.html">stan/agrad/rev/functions/lmgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log_8hpp_source.html">stan/agrad/rev/functions/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2log10_8hpp_source.html">stan/agrad/rev/functions/log10.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log1m_8hpp_source.html">stan/agrad/rev/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log1m__exp_8hpp_source.html">stan/agrad/rev/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log1p_8hpp_source.html">stan/agrad/rev/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log1p__exp_8hpp_source.html">stan/agrad/rev/functions/log1p_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log2_8hpp_source.html">stan/agrad/rev/functions/log2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html">stan/agrad/rev/functions/log_diff_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html">stan/agrad/rev/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html">stan/agrad/rev/functions/log_rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">stan/agrad/rev/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2modified__bessel__first__kind_8hpp_source.html">stan/agrad/rev/functions/modified_bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html">stan/agrad/rev/functions/modified_bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html">stan/agrad/rev/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html">stan/agrad/rev/functions/owens_t.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2pow_8hpp_source.html">stan/agrad/rev/functions/pow.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html">stan/agrad/rev/functions/rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2round_8hpp_source.html">stan/agrad/rev/functions/round.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2sin_8hpp_source.html">stan/agrad/rev/functions/sin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2sinh_8hpp_source.html">stan/agrad/rev/functions/sinh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2sqrt_8hpp_source.html">stan/agrad/rev/functions/sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2square_8hpp_source.html">stan/agrad/rev/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2step_8hpp_source.html">stan/agrad/rev/functions/step.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2tan_8hpp_source.html">stan/agrad/rev/functions/tan.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2tanh_8hpp_source.html">stan/agrad/rev/functions/tanh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2tgamma_8hpp_source.html">stan/agrad/rev/functions/tgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2trunc_8hpp_source.html">stan/agrad/rev/functions/trunc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2value__of_8hpp_source.html">stan/agrad/rev/functions/value_of.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2functions_8hpp_source.html">Go to the source code of this file.</a></p>
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+<div class="title">functions.hpp</div>  </div>
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+<a href="agrad_2rev_2functions_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2_phi_8hpp.html">stan/agrad/rev/functions/Phi.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2_phi__approx_8hpp.html">stan/agrad/rev/functions/Phi_approx.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2abs_8hpp.html">stan/agrad/rev/functions/abs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2acos_8hpp.html">stan/agrad/rev/functions/acos.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2acosh_8hpp.html">stan/agrad/rev/functions/acosh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2as__bool_8hpp.html">stan/agrad/rev/functions/as_bool.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2asin_8hpp.html">stan/agrad/rev/functions/asin.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2asinh_8hpp.html">stan/agrad/rev/functions/asinh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2atan_8hpp.html">stan/agrad/rev/functions/atan.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2atan2_8hpp.html">stan/agrad/rev/functions/atan2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2atanh_8hpp.html">stan/agrad/rev/functions/atanh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2bessel__first__kind_8hpp.html">stan/agrad/rev/functions/bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2bessel__second__kind_8hpp.html">stan/agrad/rev/functions/bessel_second_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2binary__log__loss_8hpp.html">stan/agrad/rev/functions/binary_log_loss.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2cbrt_8hpp.html">stan/agrad/rev/functions/cbrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2ceil_8hpp.html">stan/agrad/rev/functions/ceil.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2cos_8hpp.html">stan/agrad/rev/functions/cos.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2cosh_8hpp.html">stan/agrad/rev/functions/cosh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2digamma_8hpp.html">stan/agrad/rev/functions/digamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2erf_8hpp.html">stan/agrad/rev/functions/erf.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2erfc_8hpp.html">stan/agrad/rev/functions/erfc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2exp_8hpp.html">stan/agrad/rev/functions/exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2exp2_8hpp.html">stan/agrad/rev/functions/exp2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2expm1_8hpp.html">stan/agrad/rev/functions/expm1.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2fabs_8hpp.html">stan/agrad/rev/functions/fabs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2falling__factorial_8hpp.html">stan/agrad/rev/functions/falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2fdim_8hpp.html">stan/agrad/rev/functions/fdim.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2floor_8hpp.html">stan/agrad/rev/functions/floor.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2fma_8hpp.html">stan/agrad/rev/functions/fma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2fmax_8hpp.html">stan/agrad/rev/functions/fmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2fmin_8hpp.html">stan/agrad/rev/functions/fmin.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2gamma__p_8hpp.html">stan/agrad/rev/functions/gamma_p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2gamma__q_8hpp.html">stan/agrad/rev/functions/gamma_q.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2hypot_8hpp.html">stan/agrad/rev/functions/hypot.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2ibeta_8hpp.html">stan/agrad/rev/functions/ibeta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2if__else_8hpp.html">stan/agrad/rev/functions/if_else.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2inv_8hpp.html">stan/agrad/rev/functions/inv.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2inv__cloglog_8hpp.html">stan/agrad/rev/functions/inv_cloglog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2inv__logit_8hpp.html">stan/agrad/rev/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2inv__sqrt_8hpp.html">stan/agrad/rev/functions/inv_sqrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2inv__square_8hpp.html">stan/agrad/rev/functions/inv_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2is__uninitialized_8hpp.html">stan/agrad/rev/functions/is_uninitialized.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2lgamma_8hpp.html">stan/agrad/rev/functions/lgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2lmgamma_8hpp.html">stan/agrad/rev/functions/lmgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log_8hpp.html">stan/agrad/rev/functions/log.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log2_8hpp.html">stan/agrad/rev/functions/log2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log__diff__exp_8hpp.html">stan/agrad/rev/functions/log_diff_exp.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log__rising__factorial_8hpp.html">stan/agrad/rev/functions/log_rising_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2log__sum__exp_8hpp.html">stan/agrad/rev/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2modified__bessel__first__kind_8hpp.html">stan/agrad/rev/functions/modified_bessel_first_kind.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2owens__t_8hpp.html">stan/agrad/rev/functions/owens_t.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2pow_8hpp.html">stan/agrad/rev/functions/pow.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2sin_8hpp.html">stan/agrad/rev/functions/sin.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2sinh_8hpp.html">stan/agrad/rev/functions/sinh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2sqrt_8hpp.html">stan/agrad/rev/functions/sqrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2square_8hpp.html">stan/agrad/rev/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2step_8hpp.html">stan/agrad/rev/functions/step.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2tan_8hpp.html">stan/agrad/rev/functions/tan.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2tanh_8hpp.html">stan/agrad/rev/functions/tanh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2tgamma_8hpp.html">stan/agrad/rev/functions/tgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2functions_2trunc_8hpp.html">stan/agrad/rev/functions/trunc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2value__of_8hpp.html">stan/agrad/rev/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2tcrossprod_8hpp_source.html">stan/agrad/rev/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2crossprod_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a704fdafdbf6fd44b9b3a382bc23a026e"><td class="memItemLeft" align="right" valign="top">matrix_v&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a704fdafdbf6fd44b9b3a382bc23a026e">stan::agrad::crossprod</a> (const matrix_v &amp;M)</td></tr>
+<tr class="memdesc:a704fdafdbf6fd44b9b3a382bc23a026e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the result of pre-multiplying a matrix by its own transpose.  <a href="#a704fdafdbf6fd44b9b3a382bc23a026e"></a><br/></td></tr>
+<tr class="separator:a704fdafdbf6fd44b9b3a382bc23a026e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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new file mode 100644
index 00000000000..a78cbde1adc
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+++ b/doc/api/html/agrad_2rev_2matrix_2crossprod_8hpp_source.html
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#afe68149651e5bbdab5c531bc82b0868e">tcrossprod</a>(M.transpose());</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2determinant_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a6d1cf84909394145bb264afb9fee64ac"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a6d1cf84909394145bb264afb9fee64ac"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6d1cf84909394145bb264afb9fee64ac">stan::agrad::determinant</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a6d1cf84909394145bb264afb9fee64ac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="ac289fdc094f4376437157416320ac3bd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** _adjARef</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a9c07cb6acc3ea9dc957ef6874d075e7b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int _cols</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">int _rows</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
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+<a class="anchor" id="a11b6b3ab6459db606ab7f4bfd4ad2823"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">double* A_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html#l00023">23</a> of file <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
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+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">determinant.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2determinant_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment">// FIXME: use explicit files</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span> </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">class </span>determinant_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">   21</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">   22</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">   23</a></span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">   24</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        determinant_vari(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          : vari(determinant_vari_calc(A)), </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>(A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>()),</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                                                     * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                                                          * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()))</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>; j++) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>; i++) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>[pos] = A(i,j).val();</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>[pos++] = A(i,j).vi_;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keyword">static</span> </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordtype">double</span> determinant_vari_calc(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          Eigen::Matrix&lt;double,R,C&gt; Ad(A.rows(),A.cols());</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; A.rows(); j++)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; A.cols(); i++)</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;              Ad(i,j) = A(i,j).val();</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          <span class="keywordflow">return</span> Ad.determinant();</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keyword">virtual</span> <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          Matrix&lt;double,R,C&gt; adjA(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>,<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          adjA = (adj_ * val_) * </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            Map&lt;Matrix&lt;double,R,C&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>,<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>).inverse().transpose();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>; j++) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>; i++) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>[pos++]-&gt;adj_ += adjA(i,j);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;            }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      };</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    }</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00068"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6d1cf84909394145bb264afb9fee64ac">   68</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#aa27b1abc14538bd9946ad1d6d1e8e60a">determinant</a>(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(m,<span class="stringliteral">&quot;determinant&quot;</span>);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> determinant_vari&lt;R,C&gt;(m));</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__division_8hpp_source.html">stan/agrad/rev/operators/operator_division.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__var_8hpp_source.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af3abe6f014b50c5873fa84734cad4131"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af3abe6f014b50c5873fa84734cad4131">stan::agrad::divide</a> (double x, double y)</td></tr>
+<tr class="memdesc:af3abe6f014b50c5873fa84734cad4131"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the division of the first scalar by the second scalar.  <a href="#af3abe6f014b50c5873fa84734cad4131"></a><br/></td></tr>
+<tr class="separator:af3abe6f014b50c5873fa84734cad4131"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8834a2f7763f46dd14e765d6c3287d23"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a8834a2f7763f46dd14e765d6c3287d23"><td class="memTemplItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8834a2f7763f46dd14e765d6c3287d23">stan::agrad::divide</a> (const T1 &amp;v, const T2 &amp;c)</td></tr>
+<tr class="separator:a8834a2f7763f46dd14e765d6c3287d23"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6b7cb944896ee4923018198ea3946773"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a6b7cb944896ee4923018198ea3946773"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6b7cb944896ee4923018198ea3946773">stan::agrad::divide</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;v, const T2 &amp;c)</td></tr>
+<tr class="memdesc:a6b7cb944896ee4923018198ea3946773"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the division of the specified column vector by the specified scalar.  <a href="#a6b7cb944896ee4923018198ea3946773"></a><br/></td></tr>
+<tr class="separator:a6b7cb944896ee4923018198ea3946773"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2divide_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__DIVIDE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__DIVIDE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <div class="headertitle">
+<div class="title">dot_product.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_2value__of_8hpp_source.html">stan/agrad/rev/functions/value_of.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structdot__product__store__type.html">dot_product_store_type&lt; T &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<tr class="separator:ad390f00556d047ae51e5a6a8dd5842a5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a349c89cb994774063fd7fb561d130ad5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product.  <a href="#a349c89cb994774063fd7fb561d130ad5"></a><br/></td></tr>
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+<tr class="separator:a3d6da62972dd8c1d717b7e99838c84bc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a515860810335a99d111cda0614bc00e1"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a515860810335a99d111cda0614bc00e1"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_same&lt; T1, var &gt;<br class="typebreak"/>
+::value||boost::is_same&lt; T2, <br class="typebreak"/>
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+<tr class="separator:a515860810335a99d111cda0614bc00e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="af0c9b7dcc98dce1d0edf7cb6ce49103b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t length_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00039">39</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c886c0e0b0df10a90267645bac46674"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structdot__product__store__type.html">dot_product_store_type</a>&lt;T1&gt;::type v1_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00037">37</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a27e3d8b375e8f1fb1cb0078d150879ea"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structdot__product__store__type.html">dot_product_store_type</a>&lt;T2&gt;::type v2_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00038">38</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_f2ec37f115c79ba754de20300359aed5.html">rev</a></li><li class="navelem"><a class="el" href="dir_52470340ee5541bea78123d62b747bfc.html">matrix</a></li>  </ul>
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+<div class="title">dot_product.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__DOT_PRODUCT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__vector_8hpp.html">stan/math/matrix/validate_vector.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2functions_2value__of_8hpp.html">stan/agrad/rev/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">namespace </span>{      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="structdot__product__store__type.html">   22</a></span>&#160;      <span class="keyword">struct </span><a class="code" href="structdot__product__store__type.html">dot_product_store_type</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">template</span>&lt;&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">struct </span><a class="code" href="structdot__product__store__type.html">dot_product_store_type</a>&lt;var&gt; {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keyword">typedef</span> vari** type;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      };</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">template</span>&lt;&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">struct </span><a class="code" href="structdot__product__store__type.html">dot_product_store_type</a>&lt;double&gt; {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keyword">typedef</span> <span class="keywordtype">double</span>* type;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      };</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">class </span>dot_product_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">   37</a></span>&#160;        <span class="keyword">typename</span> <a class="code" href="structdot__product__store__type.html">dot_product_store_type&lt;T1&gt;::type</a> <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">   38</a></span>&#160;        <span class="keyword">typename</span> <a class="code" href="structdot__product__store__type.html">dot_product_store_type&lt;T2&gt;::type</a> <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">v2_</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">   39</a></span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">double</span> var_dot(vari** v1, vari** v2,</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                                     <span class="keywordtype">size_t</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>) {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          Eigen::VectorXd vd1(length), vd2(length);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>; i++) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;            vd1[i] = v1[i]-&gt;val_;</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          <span class="keywordflow">return</span> vd1.dot(vd2);</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">double</span> var_dot(<span class="keyword">const</span> T1* v1, <span class="keyword">const</span> T2* v2,</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                                     <span class="keywordtype">size_t</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          Eigen::VectorXd vd1(length), vd2(length);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>; i++) {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            vd1[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(v1[i]);</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;            vd2[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(v2[i]);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;          <span class="keywordflow">return</span> vd1.dot(vd2);</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        </div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">double</span> var_dot(<span class="keyword">const</span> Eigen::DenseBase&lt;Derived1&gt; &amp;v1,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                                     <span class="keyword">const</span> Eigen::DenseBase&lt;Derived2&gt; &amp;v2) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">stan::agrad::value_of</a>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;          Eigen::VectorXd vd1(v1.size()), vd2(v1.size());</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;            vd1[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(v1[i]);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;            vd2[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(v2[i]);</div>
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+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++) {</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;            v1[i]-&gt;adj_ += adj_ * <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">v2_</a>[i]-&gt;val_;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;            v2[i]-&gt;adj_ += adj_ * <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a>[i]-&gt;val_;</div>
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+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++) {</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;            v2[i]-&gt;adj_ += adj_ * <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">v1_</a>[i];</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;          }</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        }</div>
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+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++) {</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;            v1[i]-&gt;adj_ += adj_ * <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">v2_</a>[i];</div>
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+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">dot_self.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a88446fe7bdc500d280a66cd8b58bf475"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a88446fe7bdc500d280a66cd8b58bf475"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a88446fe7bdc500d280a66cd8b58bf475">stan::agrad::dot_self</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;v)</td></tr>
+<tr class="memdesc:a88446fe7bdc500d280a66cd8b58bf475"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of a vector with itself.  <a href="#a88446fe7bdc500d280a66cd8b58bf475"></a><br/></td></tr>
+<tr class="separator:a88446fe7bdc500d280a66cd8b58bf475"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6b316428660dff0e79e67e804ad1cbce"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a6b316428660dff0e79e67e804ad1cbce"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, 1, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6b316428660dff0e79e67e804ad1cbce">stan::agrad::columns_dot_self</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;x)</td></tr>
+<tr class="memdesc:a6b316428660dff0e79e67e804ad1cbce"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of each column of a matrix with itself.  <a href="#a6b316428660dff0e79e67e804ad1cbce"></a><br/></td></tr>
+<tr class="separator:a6b316428660dff0e79e67e804ad1cbce"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="a5f31775800bbb46b35b5791def1f3acc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t size_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
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+<a class="anchor" id="ad96f2a078f01703996f5677e20cc34cd"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** v_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
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+<div class="title">dot_self.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2dot__self_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__DOT_SELF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__DOT_SELF_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__vector_8hpp.html">stan/math/matrix/validate_vector.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="title">ldlt.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a836b4fbc18e46a0b211c77362ee5ea7f"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a836b4fbc18e46a0b211c77362ee5ea7f"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">stan::agrad::log_determinant_ldlt</a> (stan::math::LDLT_factor&lt; var, R, C &gt; &amp;A)</td></tr>
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+<tr class="separator:aca6cefcad36a0a43763634d7e399192e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2ldlt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__LDLT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">class </span>LDLT_alloc : <span class="keyword">public</span> chainable_alloc {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        LDLT_alloc() : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(0) {}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        LDLT_alloc(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A) : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(0) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          compute(A);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        }</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          Eigen::Matrix&lt;double,R,C&gt; Ad(A.rows(),A.cols());</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">_variA</a>.resize(A.rows(),A.cols());</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>; j++) {</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;              Ad(i,j) = A(i,j).val();</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">_variA</a>(i,j) = A(i,j).vi_;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;            }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">_ldlt</a>.compute(Ad);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keyword">inline</span> <span class="keywordtype">double</span> log_abs_det()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">_ldlt</a>.vectorD().array().log().sum();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        </div>
+<div class="line"><a name="l00045"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">   45</a></span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">   46</a></span>&#160;        Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">_ldlt</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">   47</a></span>&#160;        Eigen::Matrix&lt;vari*,R,C&gt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">_variA</a>;</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00054"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html">   54</a></span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">   56</a></span>&#160;    <span class="keyword">class </span><a class="code" href="class_l_d_l_t__factor.html">LDLT_factor</a>&lt;stan::<a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a>,R,C&gt; {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#abdc7a01f87ac33c781d58a2d5ed2fd26">   58</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#abdc7a01f87ac33c781d58a2d5ed2fd26">LDLT_factor</a>() : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac8fd1d052b1749cdac48e692c69b01e4">_alloc</a>(new stan::agrad::LDLT_alloc&lt;R,C&gt;()) {}</div>
+<div class="line"><a name="l00059"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a86525804bc537ac3a74297484626d45a">   59</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a86525804bc537ac3a74297484626d45a">LDLT_factor</a>(<span class="keyword">const</span> Eigen::Matrix&lt;stan::agrad::var,R,C&gt; &amp;A) : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac8fd1d052b1749cdac48e692c69b01e4">_alloc</a>(new stan::agrad::LDLT_alloc&lt;R,C&gt;(A)) { }</div>
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+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        mdivide_left_ldlt_dv_vari(<span class="keyword">const</span> stan::math::LDLT_factor&lt;double,R1,C1&gt; &amp;A,</div>
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+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          Eigen::Matrix&lt;double,R2,C2&gt; adjB(M_,N_);</div>
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+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; adjB.cols(); j++)</div>
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+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a987a42c964cf999f61943d6811843964"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a987a42c964cf999f61943d6811843964"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a987a42c964cf999f61943d6811843964">stan::agrad::log_determinant</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a987a42c964cf999f61943d6811843964"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="ac289fdc094f4376437157416320ac3bd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** _adjARef</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9c07cb6acc3ea9dc957ef6874d075e7b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int _cols</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3e8959363f536b448785cdfdb1dd461a"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int _rows</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
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+          <td class="memname">double* A_</td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html#l00023">23</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
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+<a href="agrad_2rev_2matrix_2log__determinant_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__LOG_DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__LOG_DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment">// FIXME: use explicit files</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span> </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">class </span>log_determinant_vari : <span class="keyword">public</span> vari {</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordtype">double</span> log_determinant_vari_calc(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A)</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          Eigen::Matrix&lt;double,R,C&gt; Ad(A.rows(),A.cols());</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keyword">virtual</span> <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          Matrix&lt;double,R,C&gt; adjA(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>,<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>);</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:acb47e4ac872b94a58defa619ba0b96e3"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:acb47e4ac872b94a58defa619ba0b96e3"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acb47e4ac872b94a58defa619ba0b96e3">stan::agrad::log_determinant_spd</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:acb47e4ac872b94a58defa619ba0b96e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a class="anchor" id="ac289fdc094f4376437157416320ac3bd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">vari** _adjARef</td>
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+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00034">34</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+          <td class="memname">log_determinant_spd_alloc&lt;R,C&gt;* _alloc</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00031">31</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
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+<div class="memitem">
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+        <tr>
+          <td class="memname">int _cols</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
+
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+          <td class="memname">Eigen::Matrix&lt;double,R,C&gt; _invA</td>
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+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
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+          <td class="memname">int _rows</td>
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+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00032">32</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
+
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diff --git a/doc/api/html/agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html b/doc/api/html/agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html
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+<div class="contents">
+<a href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__LOG_DETERMINANT_SPD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__LOG_DETERMINANT_SPD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment">// FIXME: use explicit files</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span> </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">class </span>log_determinant_spd_alloc : <span class="keyword">public</span> chainable_alloc {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keyword">virtual</span> ~log_determinant_spd_alloc() {}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac62e1300d96ac0909e7fe11f8d8166ef">   25</a></span>&#160;        Eigen::Matrix&lt;double,R,C&gt; <a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac62e1300d96ac0909e7fe11f8d8166ef">_invA</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      };</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">class </span>log_determinant_spd_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a6a66022aa2c567d6be6ecc6a4818e36d">   31</a></span>&#160;        log_determinant_spd_alloc&lt;R,C&gt; *<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac8fd1d052b1749cdac48e692c69b01e4">_alloc</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">   32</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">   33</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac289fdc094f4376437157416320ac3bd">   34</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        log_determinant_spd_vari(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A)</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          : vari(log_determinant_spd_vari_calc(A,&amp;<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac8fd1d052b1749cdac48e692c69b01e4">_alloc</a>)), </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>(A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>()),</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>(A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()),</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;                                                          * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()))</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">_cols</a>; j++) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">_rows</a>; i++) {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">_adjARef</a>[pos++] = A(i,j).vi_;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keyword">static</span> </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordtype">double</span> log_determinant_spd_vari_calc(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt; &amp;A,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                             log_determinant_spd_alloc&lt;R,C&gt; **alloc)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          <span class="comment">// allocate space for information needed in chain</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          *alloc = <span class="keyword">new</span> log_determinant_spd_alloc&lt;R,C&gt;();</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;          <span class="comment">// compute cholesky decomposition of A</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;          (*alloc)-&gt;_invA.resize(A.rows(),A.cols());</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; A.cols(); j++)</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; A.rows(); i++)</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;              (*alloc)-&gt;_invA(i,j) = A(i,j).val();</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;          Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt; ldlt((*alloc)-&gt;_invA);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          <span class="keywordflow">if</span> (ldlt.info() != Eigen::Success) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;            <span class="comment">// Handle this better.</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;            (*alloc)-&gt;_invA.setZero(A.rows(),A.cols());</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;            <span class="keywordtype">double</span> y = 0;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;            <span class="keywordtype">double</span> result = -std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;            <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="stringliteral">&quot;log_determinant_spd(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                           y,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                           <span class="stringliteral">&quot;matrix argument&quot;</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                           <span class="stringliteral">&quot;failed LDLT factorization&quot;</span>,<span class="stringliteral">&quot;&quot;</span>,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                           &amp;result);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          <span class="comment">// compute the inverse of A (needed for the derivative)</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;          (*alloc)-&gt;_invA.setIdentity(A.rows(),A.cols());</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          ldlt.solveInPlace((*alloc)-&gt;_invA);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;          <span class="keywordflow">if</span> (ldlt.isNegative() || (ldlt.vectorD().array() &lt;= 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-16).any()) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;            <span class="keywordtype">double</span> y = 0;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;            <span class="keywordtype">double</span> result = -std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;            <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="stringliteral">&quot;log_determinant_spd(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                           y,</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                           <span class="stringliteral">&quot;matrix argument&quot;</span>,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                           <span class="stringliteral">&quot;matrix is negative definite&quot;</span>,<span class="stringliteral">&quot;&quot;</span>,</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                           &amp;result);</div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709" title="Checks if the given number has finite value.">boost::math::isfinite</a>(ret)) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;            <span class="keywordtype">double</span> y = 0;</div>
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+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;            <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="stringliteral">&quot;log_determinant_spd(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                           y,</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                           <span class="stringliteral">&quot;matrix argument&quot;</span>,</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                           <span class="stringliteral">&quot;log determininant is infinite&quot;</span>,<span class="stringliteral">&quot;&quot;</span>,</div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          }</div>
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+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;            }</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          }</div>
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+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__softmax_8hpp_source.html">stan/math/matrix/log_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2softmax_8hpp_source.html">stan/math/matrix/softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:adcaa1e54a0acf38f7a8f10a1bc33e8df"><td class="memItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, <br class="typebreak"/>
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+<tr class="memdesc:adcaa1e54a0acf38f7a8f10a1bc33e8df"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the softmax of the specified <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector.  <a href="#adcaa1e54a0acf38f7a8f10a1bc33e8df"></a><br/></td></tr>
+<tr class="separator:adcaa1e54a0acf38f7a8f10a1bc33e8df"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** alpha_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html#l00019">19</a> of file <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int idx_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a50218915641ec8f39877c2565e95a604"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int size_</td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
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+      <table class="memname">
+        <tr>
+          <td class="memname">const double* softmax_alpha_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
+
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+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__softmax_8hpp.html">stan/math/matrix/log_softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2softmax_8hpp.html">stan/math/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">class </span>log_softmax_elt_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">   19</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">alpha_</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">   20</a></span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax_alpha_</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a50218915641ec8f39877c2565e95a604">   21</a></span>&#160;        <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">size_</a>;  <span class="comment">// array sizes</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">   22</a></span>&#160;        <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">idx_</a>;   <span class="comment">// in in softmax output</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        log_softmax_elt_vari(<span class="keywordtype">double</span> val, </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                             vari** alpha,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                             <span class="keyword">const</span> <span class="keywordtype">double</span>* softmax_alpha,</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                             <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                             <span class="keywordtype">int</span> idx)</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          : vari(val),</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">alpha_</a>(alpha),</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax_alpha_</a>(softmax_alpha),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">size_</a>(size),</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">idx_</a>(idx) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; <a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">size_</a>; ++m) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;            <span class="keywordflow">if</span> (m == <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">idx_</a>)</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">alpha_</a>[m]-&gt;adj_ +=  adj_ * (1 - <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax_alpha_</a>[m]);</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">alpha_</a>[m]-&gt;adj_ -= adj_ * <a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax_alpha_</a>[m];</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      };</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;var,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l00059"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#adcaa1e54a0acf38f7a8f10a1bc33e8df">   59</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">log_softmax</a>(<span class="keyword">const</span> Eigen::Matrix&lt;var,Eigen::Dynamic,1&gt;&amp; alpha) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(alpha,<span class="stringliteral">&quot;vector argument to var log_softmax&quot;</span>);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span> (alpha.size() == 0) </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;arg vector to log_softmax() must have size &gt; 0&quot;</span>);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (alpha.size() == 0) </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;arg vector to log_softmax() must have size &gt; 0&quot;</span>);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (alpha.size() == 0) </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;arg vector to log_softmax() must have size &gt; 0&quot;</span>);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>** alpha_vi_array </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        = (<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>**) <span class="keyword">operator</span> <span class="keyword">new</span>(<span class="keyword">sizeof</span>(<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>*) * alpha.size());</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha.size(); ++i)</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        alpha_vi_array[i] = alpha(i).vi_;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      Matrix&lt;double,Dynamic,1&gt; alpha_d(alpha.size());</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha_d.size(); ++i)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        alpha_d(i) = alpha(i).val();</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="comment">// fold logic of math::softmax() and math::log_softmax() to save computations</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      Matrix&lt;double,Dynamic,1&gt; softmax_alpha_d(alpha_d.size());</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      Matrix&lt;double,Dynamic,1&gt; log_softmax_alpha_d(alpha_d.size());</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordtype">double</span> max_v = alpha_d.maxCoeff();</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha_d.size(); ++i) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        softmax_alpha_d(i) = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(alpha_d(i) - max_v);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        sum += softmax_alpha_d(i);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      }</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha_d.size(); ++i)</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        softmax_alpha_d(i) /= <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keywordtype">double</span> log_sum = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(sum);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha_d.size(); ++i)</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        log_softmax_alpha_d(i) = (alpha_d(i) - max_v) - log_sum;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="comment">// end fold</span></div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordtype">double</span>* softmax_alpha_d_array </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        = (<span class="keywordtype">double</span>*) <span class="keyword">operator</span> <span class="keyword">new</span>(<span class="keyword">sizeof</span>(<span class="keywordtype">double</span>) * alpha_d.size());</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; alpha_d.size(); ++i)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        softmax_alpha_d_array[i] = softmax_alpha_d(i);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      Matrix&lt;var,Dynamic,1&gt; log_softmax_alpha(alpha.size());</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; log_softmax_alpha.size(); ++k)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        log_softmax_alpha(k) = <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> log_softmax_elt_vari(log_softmax_alpha_d[k],</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                                                            alpha_vi_array,</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                                                            softmax_alpha_d_array,</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;                                                            alpha.size(),</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;                                                            k));</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">return</span> log_softmax_alpha;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    </div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;  }</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;}</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="calculate__chain_8hpp_source.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__vari_8hpp_source.html">stan/agrad/rev/internal/matrix_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2log__sum__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a902892cf9092c81ee4d26c54ba672c38"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a902892cf9092c81ee4d26c54ba672c38"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a902892cf9092c81ee4d26c54ba672c38">stan::agrad::log_sum_exp</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;x)</td></tr>
+<tr class="memdesc:a902892cf9092c81ee4d26c54ba672c38"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log sum of exponentials.  <a href="#a902892cf9092c81ee4d26c54ba672c38"></a><br/></td></tr>
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+<a href="agrad_2rev_2matrix_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="calculate__chain_8hpp.html">stan/agrad/rev/calculate_chain.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__vari_8hpp.html">stan/agrad/rev/internal/matrix_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__not__equal_8hpp.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__sum__exp_8hpp.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="comment">// these function and the following class just translate</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="comment">// log_sum_exp for std::vector for Eigen::Matrix</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordtype">double</span> log_sum_exp_as_double(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt;&amp; x) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keyword">using</span> std::numeric_limits;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a> = -numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          <span class="keywordflow">if</span> (x(i) &gt; <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>) </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;            max = x(i).val();</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) </div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> max + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(sum);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">class </span>log_sum_exp_matrix_vari : <span class="keyword">public</span> op_matrix_vari {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="title">mdivide_left.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a290e23ab6f9674cb1400b32a1cadd61b"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
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+<tr class="separator:a35f1d7800586ac5f5c1930627c2ed408"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+  </span>
+</div>
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+<div class="title">mdivide_left.hpp</div>  </div>
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+<a href="agrad_2rev_2matrix_2mdivide__left_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__COLUMNS_MDIVIDE_LEFT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__COLUMNS_MDIVIDE_LEFT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">class </span>mdivide_left_vv_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ac7022caeebffc39337bdfd893db75983">   19</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; <span class="comment">// A.rows() = A.cols() = B.rows()</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a733553beee6dadc63ea8c537055a9e04">   20</a></span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>; <span class="comment">// B.cols()</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">   21</a></span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a03e9f8989e0f5a0117b426e2b204933a">   22</a></span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">   23</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">   24</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">   25</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        mdivide_left_vv_vari(<span class="keyword">const</span> Eigen::Matrix&lt;var,R1,C1&gt; &amp;A,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                             <span class="keyword">const</span> Eigen::Matrix&lt;var,R2,C2&gt; &amp;B)</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          : vari(0.0),</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>(A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>()),</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                                                     * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                                                     * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                                                           * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;                                                           * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;                                                           * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()))</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; j++) {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>[pos] = A(i,j).vi_;</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;            }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          }</div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>[pos] = B(i,j).vi_;</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          Matrix&lt;double,R1,C2&gt; C(M_,N_);</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C2&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;            .colPivHouseholderQr().solve(C);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;          pos = 0;</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
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+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;          Eigen::Matrix&lt;double,R1,C2&gt; adjC(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>);</div>
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+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; adjC.cols(); j++)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjC.rows(); i++)</div>
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+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          adjB = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;            .<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>().colPivHouseholderQr().solve(adjC);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          adjA.noalias() = -adjB</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;            * Map&lt;Matrix&lt;double,R1,C2&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>).<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>();</div>
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+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjA.rows(); i++)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>[pos++]-&gt;adj_ += adjA(i,j);</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjB.rows(); i++)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>[pos++]-&gt;adj_ += adjB(i,j);</div>
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+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      };</div>
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+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>; <span class="comment">// B.cols()</span></div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        mdivide_left_dv_vari(<span class="keyword">const</span> Eigen::Matrix&lt;double,R1,C1&gt; &amp;A,</div>
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+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
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+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
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+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C2&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>);</div>
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+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
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+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          Eigen::Matrix&lt;double,R2,C2&gt; adjB(M_,N_);</div>
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+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div>
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+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjC.rows(); i++)</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;              adjC(i,j) = <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>[pos++]-&gt;adj_;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;          adjB = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;            .<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>().colPivHouseholderQr().solve(adjC);</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;          pos = 0;</div>
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+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjB.rows(); i++)</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>[pos++]-&gt;adj_ += adjB(i,j);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        }</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      };</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    </div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keyword">class </span>mdivide_left_vd_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; <span class="comment">// A.rows() = A.cols() = B.rows()</span></div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>; <span class="comment">// B.cols()</span></div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>;</div>
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+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      </div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;        mdivide_left_vd_vari(<span class="keyword">const</span> Eigen::Matrix&lt;var,R1,C1&gt; &amp;A,</div>
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+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;            M_(A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>()),</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;            N_(B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()),</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;            A_((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;                                                     * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;            C_((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;                                                     * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
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+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;                                                           * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;                                                           * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()))</div>
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+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; j++) {</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>[pos] = A(i,j).vi_;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;              A_[pos++] = A(i,j).val();</div>
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+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          }</div>
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+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          Matrix&lt;double,R1,C2&gt; C(M_,N_);</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;            .colPivHouseholderQr().solve(B);</div>
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+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;            }</div>
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+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          Eigen::Matrix&lt;double,R1,C1&gt; adjA(M_,M_);</div>
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+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;          <span class="comment">// FIXME: add .noalias() to LHS</span></div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          adjA = -Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
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+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;            .solve(adjC*Map&lt;Matrix&lt;double,R1,C2&gt; &gt;(C_,M_,N_).<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>());</div>
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+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="comment">// NOTE: this is not a memory leak, this vari is used in the </span></div>
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+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordtype">size_t</span> pos = 0;</div>
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+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      <span class="comment">// expression graph to evaluate the adjoint, but is not needed</span></div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="comment">// for the returned matrix.  Memory will be cleaned up with the arena allocator.</span></div>
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+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keywordtype">size_t</span> pos = 0;</div>
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+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; res.rows(); i++)</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          res(i,j).vi_ = baseVari-&gt;_variRefC[pos++];</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keywordflow">return</span> res;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;    }</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    </div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;  }</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;}</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">mdivide_left_spd.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a20ea5c1fbce1ed4ad4d54fc8f2c558c2"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a20ea5c1fbce1ed4ad4d54fc8f2c558c2"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a20ea5c1fbce1ed4ad4d54fc8f2c558c2">stan::agrad::mdivide_left_spd</a> (const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a20ea5c1fbce1ed4ad4d54fc8f2c558c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a03fc1f8557646c3d1b11483a1f14c6de"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a03fc1f8557646c3d1b11483a1f14c6de"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a03fc1f8557646c3d1b11483a1f14c6de">stan::agrad::mdivide_left_spd</a> (const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a03fc1f8557646c3d1b11483a1f14c6de"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00032">32</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+<div class="title">mdivide_left_spd.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__MDIVIDE_LEFT_SPD_HPP__</span></div>
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+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    }</div>
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+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a>(A,b,<span class="stringliteral">&quot;mdivide_left_spd&quot;</span>);</div>
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+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="comment">// expression graph to evaluate the adjoint, but is not needed</span></div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="comment">// for the returned matrix.  Memory will be cleaned up with the arena allocator.</span></div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      mdivide_left_spd_dv_vari&lt;R1,C1,R2,C2&gt; *baseVari = <span class="keyword">new</span> mdivide_left_spd_dv_vari&lt;R1,C1,R2,C2&gt;(A,b);</div>
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+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;          res(i,j).vi_ = baseVari-&gt;_variRefC[pos++];</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      </div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keywordflow">return</span> res;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;    }</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;    </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;  }</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;}</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">mdivide_left_tri.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a4cc1b5631c20f7a48b973d5ca0418c34"><td class="memTemplParams" colspan="2">template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a4cc1b5631c20f7a48b973d5ca0418c34"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4cc1b5631c20f7a48b973d5ca0418c34">stan::agrad::mdivide_left_tri</a> (const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;b)</td></tr>
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+<tr class="memitem:a97be1bb5da2a12a36c9d32235d59bd5f"><td class="memTemplParams" colspan="2">template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a97be1bb5da2a12a36c9d32235d59bd5f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a97be1bb5da2a12a36c9d32235d59bd5f">stan::agrad::mdivide_left_tri</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a97be1bb5da2a12a36c9d32235d59bd5f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aac856c62d730cb5880add59627d59d5a"><td class="memTemplParams" colspan="2">template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </td></tr>
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+<tr class="separator:aac856c62d730cb5880add59627d59d5a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
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+<div class="title">mdivide_left_tri.hpp</div>  </div>
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+<a href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__MDIVIDE_LEFT_TRI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                <a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">_variRefA</a>[pos++]-&gt;adj_ += adjA(i,j);</div>
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+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;              <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>[pos++]-&gt;adj_ += adjB(i,j);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      };</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> TriView,<span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <span class="keyword">class </span>mdivide_left_tri_dv_vari : <span class="keyword">public</span> vari {</div>
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+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; <span class="comment">// A.rows() = A.cols() = B.rows()</span></div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>; <span class="comment">// B.cols()</span></div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">_variRefB</a>;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        mdivide_left_tri_dv_vari(<span class="keyword">const</span> Eigen::Matrix&lt;double,R1,C1&gt; &amp;A,</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                                 <span class="keyword">const</span> Eigen::Matrix&lt;var,R2,C2&gt; &amp;B)</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;          : vari(0.0),</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;            M_(A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>()),</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()),</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;            A_((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                                                     * A.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * A.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;            C_((double*)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(double) </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;                                                     * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
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+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;                                                           * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>())),</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>((vari**)stan::agrad::<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.alloc(sizeof(vari*) </div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;                                                           * B.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>() * B.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()))</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        {</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;          <span class="keywordtype">size_t</span> pos = 0;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> j = 0; j &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; j++) {</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;              A_[pos++] = A(i,j);</div>
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+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>; i++) {</div>
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+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;              C_[pos++] = B(i,j).val();</div>
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+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;          }</div>
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+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;          Matrix&lt;double,R1,C2&gt; C(M_,N_);</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C2&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>);</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;  </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;          C = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;            .<span class="keyword">template</span> triangularView&lt;TriView&gt;().solve(C);</div>
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+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;          <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;          <span class="keyword">using</span> Eigen::Map;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          Matrix&lt;double,R2,C2&gt; adjB(M_,N_);</div>
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+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;            <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> i = 0; i &lt; adjC.rows(); i++)</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;              adjC(i,j) = <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">_variRefC</a>[pos++]-&gt;adj_;</div>
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+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;          adjB = Map&lt;Matrix&lt;double,R1,C1&gt; &gt;(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>,<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">M_</a>)</div>
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+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      };</div>
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+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;}</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">multiply.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__var_8hpp_source.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/rev/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2multiply_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a57ea43d861a571f86937062eda4fa5af"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a57ea43d861a571f86937062eda4fa5af"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; (boost::is_scalar&lt; T1 &gt;<br class="typebreak"/>
+::value||boost::is_same&lt; T1, <br class="typebreak"/>
+var &gt;::value)&amp;&amp;(boost::is_scalar<br class="typebreak"/>
+&lt; T2 &gt;::value||boost::is_same<br class="typebreak"/>
+&lt; T2, var &gt;::value), typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a57ea43d861a571f86937062eda4fa5af">stan::agrad::multiply</a> (const T1 &amp;v, const T2 &amp;c)</td></tr>
+<tr class="memdesc:a57ea43d861a571f86937062eda4fa5af"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the product of two scalars.  <a href="#a57ea43d861a571f86937062eda4fa5af"></a><br/></td></tr>
+<tr class="separator:a57ea43d861a571f86937062eda4fa5af"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a26ac66272ba16ad14daa9f4952a16454"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a26ac66272ba16ad14daa9f4952a16454"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R2, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a26ac66272ba16ad14daa9f4952a16454">stan::agrad::multiply</a> (const T1 &amp;c, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;m)</td></tr>
+<tr class="memdesc:a26ac66272ba16ad14daa9f4952a16454"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the product of scalar and matrix.  <a href="#a26ac66272ba16ad14daa9f4952a16454"></a><br/></td></tr>
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+<tr class="memitem:af029b6f77d642a6278df7fced3a1ec12"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:af029b6f77d642a6278df7fced3a1ec12"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_same&lt; T1, var &gt;<br class="typebreak"/>
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+<tr class="memdesc:af029b6f77d642a6278df7fced3a1ec12"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the product of the specified matrices.  <a href="#af029b6f77d642a6278df7fced3a1ec12"></a><br/></td></tr>
+<tr class="separator:af029b6f77d642a6278df7fced3a1ec12"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a746363e825961a19e0edb846c0d420cc"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int C1, typename T2 , int R2&gt; </td></tr>
+<tr class="memitem:a746363e825961a19e0edb846c0d420cc"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_same&lt; T1, var &gt;<br class="typebreak"/>
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+<tr class="memdesc:a746363e825961a19e0edb846c0d420cc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the scalar product of the specified row vector and specified column vector.  <a href="#a746363e825961a19e0edb846c0d420cc"></a><br/></td></tr>
+<tr class="separator:a746363e825961a19e0edb846c0d420cc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__MULTIPLY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__MULTIPLY_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="title">multiply_lower_tri_self_transpose.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">stan/agrad/rev/matrix/dot_self.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a0e6a55fe5d7057ad569ec10edfe8187a"><td class="memItemLeft" align="right" valign="top">matrix_v&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0e6a55fe5d7057ad569ec10edfe8187a">stan::agrad::multiply_lower_tri_self_transpose</a> (const matrix_v &amp;L)</td></tr>
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+<div class="title">multiply_lower_tri_self_transpose.hpp</div>  </div>
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+<a href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__MULTIPLY_LOWER_TRI_SELF_TRANSPOSE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__MULTIPLY_LOWER_TRI_SELF_TRANSPOSE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2numeric__limits_8hpp.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html">stan/agrad/rev/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a> </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0e6a55fe5d7057ad569ec10edfe8187a">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a>&amp; L) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="comment">//      stan::math::validate_square(L,&quot;multiply_lower_tri_self_transpose&quot;);</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a> LLt(K,K);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">if</span> (K == 0) <span class="keywordflow">return</span> LLt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="comment">// if (K == 1) {</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="comment">//   LLt(0,0) = L(0,0) * L(0,0);</span></div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="comment">// }</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordtype">int</span> Knz;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>** vs = (<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>**)<a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>( Knz * <span class="keyword">sizeof</span>(<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>*) );</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; K; ++m)</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          vs[pos++] = L(m,n).vi_;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0, mpos=0; m &lt; K; ++m, mpos += (J &lt; m)?J:m) {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        LLt(m,m) = <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> dot_self_vari(vs + mpos, (J &lt; (m+1))?J:(m+1)));</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0, npos = 0; n &lt; m; ++n, npos += (J &lt; n)?J:n) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          LLt(m,n) = LLt(n,m) = <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> dot_product_vari&lt;var,var&gt;(vs + mpos, vs + npos, (J &lt; (n+1))?J:(n+1)));</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">return</span> LLt;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;  }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;}</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">quad_form.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2quad__form_8hpp_source.html">stan/math/matrix/quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a0065419b6716e2e9bd2b046209eeb29d"><td class="memTemplParams" colspan="2">template&lt;typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </td></tr>
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+<tr class="separator:a0065419b6716e2e9bd2b046209eeb29d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a18283c753845a6ff14c457500314171c"><td class="memTemplParams" colspan="2">template&lt;typename TA , int RA, int CA, typename TB , int RB&gt; </td></tr>
+<tr class="memitem:a18283c753845a6ff14c457500314171c"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
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+<tr class="separator:a18283c753845a6ff14c457500314171c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a class="anchor" id="aba5296c623c71f7372cb23517d7a9cfa"></a>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00118">118</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00051">51</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
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+          <td class="memname">Eigen::Matrix&lt;TA,RA,CA&gt; A_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00048">48</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
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+          <td class="memname">Eigen::Matrix&lt;TB,RB,CB&gt; B_</td>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00049">49</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
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+          <td class="memname">Eigen::Matrix&lt;var,CB,CB&gt; C_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
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+<a href="agrad_2rev_2matrix_2quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__QUAD_FORM_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
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+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">   49</a></span>&#160;        Eigen::Matrix&lt;TB,RB,CB&gt;  <a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">B_</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a55687fe74d2b370950b50b750657c48e">   50</a></span>&#160;        Eigen::Matrix&lt;var,CB,CB&gt; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">C_</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a0f0c3a82aa9cb1ecd7d97fce67fea63d">   51</a></span>&#160;        <span class="keywordtype">bool</span>                     <a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a0f0c3a82aa9cb1ecd7d97fce67fea63d">_sym</a>;</div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mean_8hpp_source.html">stan/math/matrix/mean.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stored__gradient__vari_8hpp_source.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2sd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a0d4edc50e38fa85f989dd2bc6a0b35b2"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2">stan::agrad::sd</a> (const std::vector&lt; var &gt; &amp;v)</td></tr>
+<tr class="memdesc:a0d4edc50e38fa85f989dd2bc6a0b35b2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sample standard deviation of the specified standard vector.  <a href="#a0d4edc50e38fa85f989dd2bc6a0b35b2"></a><br/></td></tr>
+<tr class="separator:a0d4edc50e38fa85f989dd2bc6a0b35b2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab13ef786c424299f0312dc5372c97ee1"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:ab13ef786c424299f0312dc5372c97ee1"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab13ef786c424299f0312dc5372c97ee1">stan::agrad::sd</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:ab13ef786c424299f0312dc5372c97ee1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_52c3c3fe3bff0ba6815d4f34971ed7d3.html">agrad</a></li><li class="navelem"><a class="el" href="dir_f2ec37f115c79ba754de20300359aed5.html">rev</a></li><li class="navelem"><a class="el" href="dir_52470340ee5541bea78123d62b747bfc.html">matrix</a></li>  </ul>
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+<div class="title">sd.hpp</div>  </div>
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+<a href="agrad_2rev_2matrix_2sd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mean_8hpp.html">stan/math/matrix/mean.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stored__gradient__vari_8hpp.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">namespace </span>{  <span class="comment">// anonymous</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="comment">// if x.size() = N, and x[i] = x[j] = </span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="comment">// then lim sd(x) -&gt; 0 [ d/dx[n] sd(x) ] = sqrt(N) / N</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      var calc_sd(<span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                  <span class="keyword">const</span> var* dtrs) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        vari** varis = (vari**) <a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(size * <span class="keyword">sizeof</span>(vari*));</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          varis[i] = dtrs[i].vi_;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          sum += dtrs[i].vi_-&gt;val_;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a> = sum / size;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">double</span> sum_of_squares = 0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        for (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          <span class="keywordtype">double</span> diff = dtrs[i].vi_-&gt;val_ - <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          sum_of_squares += diff * diff;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">variance</a> = sum_of_squares / (size - 1);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2" title="Return the sample standard deviation of the specified standard vector.">sd</a> = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(variance);</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordtype">double</span>* partials = (<span class="keywordtype">double</span>*) <a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(size * <span class="keyword">sizeof</span>(<span class="keywordtype">double</span>));</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">if</span> (sum_of_squares &lt; 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-20) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <span class="keywordtype">double</span> grad_limit = 1 / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(size);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            partials[i] = grad_limit;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          <span class="keywordtype">double</span> multiplier = 1 / (sd * (size - 1));</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            partials[i] = multiplier * (dtrs[i].vi_-&gt;val_ - <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>);</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> var(<span class="keyword">new</span> stored_gradient_vari(sd, size,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                                            varis, partials));</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2">   62</a></span>&#160;    <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2" title="Return the sample standard deviation of the specified standard vector.">sd</a>(<span class="keyword">const</span> std::vector&lt;var&gt;&amp; v) {</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(v,<span class="stringliteral">&quot;sd&quot;</span>);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">if</span> (v.size() == 1) <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">return</span> calc_sd(v.size(), &amp;v[0]);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    <span class="comment">/*</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="comment">     * Return the sample standard deviation of the specified vector,</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<span class="comment">     * row vector, or matrix.  Raise domain error if size is not</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="comment">     * greater than zero.</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="comment">     *</span></div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="comment">     * @tparam R number of rows</span></div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;<span class="comment">     * @tparam C number of columns</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="comment">     * @param[in] m input matrix</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="comment">     * @return sample standard deviation of specified matrix</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;<span class="comment">     */</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab13ef786c424299f0312dc5372c97ee1">   79</a></span>&#160;    <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2" title="Return the sample standard deviation of the specified standard vector.">sd</a>(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(m,<span class="stringliteral">&quot;sd&quot;</span>);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (m.size() == 1) <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">return</span> calc_sd(m.size(), &amp;m(0));</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    }</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  }</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;}</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2softmax_8hpp_source.html">stan/math/matrix/softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a611391662c0928a68fa23be96188a49d"><td class="memItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a611391662c0928a68fa23be96188a49d">stan::agrad::softmax</a> (const Eigen::Matrix&lt; var, Eigen::Dynamic, 1 &gt; &amp;alpha)</td></tr>
+<tr class="memdesc:a611391662c0928a68fa23be96188a49d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the softmax of the specified <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector.  <a href="#a611391662c0928a68fa23be96188a49d"></a><br/></td></tr>
+<tr class="separator:a611391662c0928a68fa23be96188a49d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="acd28daa1fad3aaa17c91e2ca90526175"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** alpha_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
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+<a class="anchor" id="a48e1ddf96b6a9b19ecead9aca544bb31"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int idx_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a50218915641ec8f39877c2565e95a604"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int size_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a1e7fc23c4da87820ad49b66444825c34"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double* softmax_alpha_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
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+<a href="agrad_2rev_2matrix_2softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__SOFTMAX_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2softmax_8hpp.html">stan/math/matrix/softmax.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html">stan/agrad/rev/operators/operator_less_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;functional&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2sort_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a9eb00d0b49af47ecd65373ef59ae1640"><td class="memItemLeft" align="right" valign="top">std::vector&lt; var &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9eb00d0b49af47ecd65373ef59ae1640">stan::agrad::sort_asc</a> (std::vector&lt; var &gt; xs)</td></tr>
+<tr class="memdesc:a9eb00d0b49af47ecd65373ef59ae1640"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified standard vector in ascending order with gradients kept.  <a href="#a9eb00d0b49af47ecd65373ef59ae1640"></a><br/></td></tr>
+<tr class="separator:a9eb00d0b49af47ecd65373ef59ae1640"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acdf543712f8bac6eb1b7dff1eae7c3c6"><td class="memItemLeft" align="right" valign="top">std::vector&lt; var &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acdf543712f8bac6eb1b7dff1eae7c3c6">stan::agrad::sort_desc</a> (std::vector&lt; var &gt; xs)</td></tr>
+<tr class="memdesc:acdf543712f8bac6eb1b7dff1eae7c3c6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified standard vector in descending order with gradients kept.  <a href="#acdf543712f8bac6eb1b7dff1eae7c3c6"></a><br/></td></tr>
+<tr class="separator:acdf543712f8bac6eb1b7dff1eae7c3c6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a64d1e2a0f135d1ce0a1e1f4e768bc8e5"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a64d1e2a0f135d1ce0a1e1f4e768bc8e5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a64d1e2a0f135d1ce0a1e1f4e768bc8e5">stan::agrad::sort_asc</a> (Eigen::Matrix&lt; var, R, C &gt; xs)</td></tr>
+<tr class="memdesc:a64d1e2a0f135d1ce0a1e1f4e768bc8e5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified eigen vector in ascending order with gradients kept.  <a href="#a64d1e2a0f135d1ce0a1e1f4e768bc8e5"></a><br/></td></tr>
+<tr class="separator:a64d1e2a0f135d1ce0a1e1f4e768bc8e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a41cc77adf1c2cb5df2034d8d94da39da"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a41cc77adf1c2cb5df2034d8d94da39da"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; var, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a41cc77adf1c2cb5df2034d8d94da39da">stan::agrad::sort_desc</a> (Eigen::Matrix&lt; var, R, C &gt; xs)</td></tr>
+<tr class="memdesc:a41cc77adf1c2cb5df2034d8d94da39da"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified eigen vector in descending order with gradients kept.  <a href="#a41cc77adf1c2cb5df2034d8d94da39da"></a><br/></td></tr>
+<tr class="separator:a41cc77adf1c2cb5df2034d8d94da39da"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2sort_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__SORT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span>    <span class="comment">// std::sort</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;functional&gt;</span>   <span class="comment">// std::greater</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2functions_2sqrt_8hpp_source.html">stan/agrad/rev/functions/sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
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+<p><a href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a910dc759393c71753e4f9461ef002959"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a910dc759393c71753e4f9461ef002959"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a910dc759393c71753e4f9461ef002959">stan::agrad::squared_dist</a> (const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:a910dc759393c71753e4f9461ef002959"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5f43e23662d36a6779a584428de7ccf2"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a5f43e23662d36a6779a584428de7ccf2"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5f43e23662d36a6779a584428de7ccf2">stan::agrad::squared_dist</a> (const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:a5f43e23662d36a6779a584428de7ccf2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a94d44dbc0e316489fb9af8f90ca2e283"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a94d44dbc0e316489fb9af8f90ca2e283"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a94d44dbc0e316489fb9af8f90ca2e283">stan::agrad::squared_dist</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="separator:a94d44dbc0e316489fb9af8f90ca2e283"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="af0c9b7dcc98dce1d0edf7cb6ce49103b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t length_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a83c5c6dc5ed503252611e6e50af3557a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** v1_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00019">19</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2157c9243530cdafcfb1665c9e682ed7"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double* v2_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
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+<a href="agrad_2rev_2matrix_2squared__dist_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__SQUARED_DIST_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__SQUARED_DIST_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">stan::math::validate_matching_sizes</a>(v1,v2,<span class="stringliteral">&quot;squared_dist&quot;</span>);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> squared_dist_vd_vari(v2,v1));</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;}</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad6c767cb7dcb4963f468cc5a2aa494ac"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:ad6c767cb7dcb4963f468cc5a2aa494ac"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad6c767cb7dcb4963f468cc5a2aa494ac">stan::agrad::sum</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ad6c767cb7dcb4963f468cc5a2aa494ac"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sum of the coefficients of the specified matrix, column vector or row vector.  <a href="#ad6c767cb7dcb4963f468cc5a2aa494ac"></a><br/></td></tr>
+<tr class="separator:ad6c767cb7dcb4963f468cc5a2aa494ac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="af0c9b7dcc98dce1d0edf7cb6ce49103b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t length_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
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+<a class="anchor" id="ad96f2a078f01703996f5677e20cc34cd"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">vari** v_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
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+<a href="agrad_2rev_2matrix_2sum_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__SUM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__SUM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">class </span>sum_v_vari : <span class="keyword">public</span> vari{</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2sum_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">   17</a></span>&#160;        vari** <a class="code" href="agrad_2rev_2matrix_2sum_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">v_</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2sum_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">   18</a></span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>;</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++)</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        sum_v_vari(<span class="keyword">const</span> var *v, <span class="keywordtype">size_t</span> len) :</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          vari(var_sum(v,len)), length_(len) {</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">length_</a>; i++)</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;            <a class="code" href="agrad_2rev_2matrix_2sum_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">v_</a>[i] = v[i].vi_;</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keyword">virtual</span> <span class="keywordtype">void</span> chain() {</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">stan/agrad/rev/matrix/Eigen_NumTraits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">stan/agrad/rev/matrix/dot_self.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2tcrossprod_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a756be37f5934ada1e12abec937e3d13b"><td class="memItemLeft" align="right" valign="top">matrix_v&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a756be37f5934ada1e12abec937e3d13b">stan::agrad::tcrossprod</a> (const matrix_v &amp;M)</td></tr>
+<tr class="memdesc:a756be37f5934ada1e12abec937e3d13b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the result of post-multiplying a matrix by its own transpose.  <a href="#a756be37f5934ada1e12abec937e3d13b"></a><br/></td></tr>
+<tr class="separator:a756be37f5934ada1e12abec937e3d13b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2tcrossprod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__TCROSSPROD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__TCROSSPROD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n &lt; m; ++n) {</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                                                       M.cols()));</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;  }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;}</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="title">trace_gen_quad_form.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__gen__quad__form_8hpp_source.html">stan/math/matrix/trace_gen_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad63e47021cd7aa676fe91db80092997e"><td class="memTemplParams" colspan="2">template&lt;typename TD , int RD, int CD, typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </td></tr>
+<tr class="memitem:ad63e47021cd7aa676fe91db80092997e"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_same&lt; TD, var &gt;<br class="typebreak"/>
+::value||boost::is_same&lt; TA, <br class="typebreak"/>
+var &gt;::value||boost::is_same<br class="typebreak"/>
+&lt; TB, var &gt;::value, var &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad63e47021cd7aa676fe91db80092997e">stan::agrad::trace_gen_quad_form</a> (const Eigen::Matrix&lt; TD, RD, CD &gt; &amp;D, const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;B)</td></tr>
+<tr class="separator:ad63e47021cd7aa676fe91db80092997e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="afd17a8260936f41e3700b767282501fa"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">trace_gen_quad_form_vari_alloc&lt;TD,RD,CD,TA,RA,CA,TB,RB,CB&gt;* _impl</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html#l00099">99</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a74fc8e511e9ed21b74f2b3e281ff4c72"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;TA,RA,CA&gt; A_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html#l00037">37</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e12a47e6a37454b96cc03670779ebf0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;TB,RB,CB&gt; B_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html#l00038">38</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8b790d54b5b04c9c5dd60e063ed40bc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;TD,RD,CD&gt; D_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+  </span>
+</div>
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+<div class="title">trace_gen_quad_form.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__TRACE_GEN_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__TRACE_GEN_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2value__of_8hpp.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__gen__quad__form_8hpp.html">stan/math/matrix/trace_gen_quad_form.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">   37</a></span>&#160;        Eigen::Matrix&lt;TA,RA,CA&gt;  <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>;</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">class </span>trace_gen_quad_form_vari : <span class="keyword">public</span> vari {</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> computeAdjoints(<span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adj,</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                                           Eigen::Matrix&lt;var,RA,CA&gt; *varA,</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                                           Eigen::Matrix&lt;var,RB,CB&gt; *varB)</div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordflow">if</span> (varB || varD)</div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      trace_gen_quad_form_vari_alloc&lt;TD,RD,CD,TA,RA,CA,TB,RB,CB&gt; *baseVari = <span class="keyword">new</span> trace_gen_quad_form_vari_alloc&lt;TD,RD,CD,TA,RA,CA,TB,RB,CB&gt;(D,A,B);</div>
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+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="title">trace_quad_form.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a0d688dadede814a9e3f2a3b6af6601c5"><td class="memTemplParams" colspan="2">template&lt;typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </td></tr>
+<tr class="memitem:a0d688dadede814a9e3f2a3b6af6601c5"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_same&lt; TA, var &gt;<br class="typebreak"/>
+::value||boost::is_same&lt; TB, <br class="typebreak"/>
+var &gt;::value, var &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0d688dadede814a9e3f2a3b6af6601c5">stan::agrad::trace_quad_form</a> (const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;B)</td></tr>
+<tr class="separator:a0d688dadede814a9e3f2a3b6af6601c5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="a0b5bde925768070ceaa12322cd5da836"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">trace_quad_form_vari_alloc&lt;TA,RA,CA,TB,RB,CB&gt;* _impl</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html#l00088">88</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">trace_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a74fc8e511e9ed21b74f2b3e281ff4c72"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;TA,RA,CA&gt; A_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html#l00032">32</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">trace_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e12a47e6a37454b96cc03670779ebf0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;TB,RB,CB&gt; B_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">trace_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+  </span>
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+<div class="title">trace_quad_form.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__TRACE_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__TRACE_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2value__of_8hpp.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__quad__form_8hpp.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">class </span>trace_quad_form_vari_alloc : <span class="keyword">public</span> chainable_alloc {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        trace_quad_form_vari_alloc(<span class="keyword">const</span> Eigen::Matrix&lt;TA,RA,CA&gt; &amp;A,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                                   <span class="keyword">const</span> Eigen::Matrix&lt;TB,RB,CB&gt; &amp;B)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        : <a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>(A), <a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">B_</a>(B)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        { }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordtype">double</span> compute() {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5" title="Compute trace(B^T A B).">stan::math::trace_quad_form</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">A_</a>),</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                                             <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(<a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">B_</a>));</div>
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+<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">   33</a></span>&#160;        Eigen::Matrix&lt;TB,RB,CB&gt;  <a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">B_</a>;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">class </span>trace_quad_form_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> chainA(Eigen::Matrix&lt;double,RA,CA&gt; &amp;A, </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;Bd,</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adjC) {}</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> chainB(Eigen::Matrix&lt;double,RB,CB&gt; &amp;B, </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RA,CA&gt; &amp;Ad,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;Bd,</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adjC) {}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> chainA(Eigen::Matrix&lt;var,RA,CA&gt; &amp;A, </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;Bd,</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adjC)</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        {</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          Eigen::Matrix&lt;double,RA,CA&gt;     adjA(adjC*Bd*Bd.transpose());</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;              A(i,j).vi_-&gt;adj_ += adjA(i,j);</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> chainB(Eigen::Matrix&lt;var,RB,CB&gt; &amp;B, </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RA,CA&gt; &amp;Ad,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;Bd,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adjC)</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        {</div>
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+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                            <span class="keyword">const</span> <span class="keywordtype">double</span> &amp;adjC)</div>
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+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        : vari(impl-&gt;compute()), <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab89158b8e67137e7d7693f9d285e6a6b">_impl</a>(impl) { }</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="typedef-members"></a>
+Typedefs</h2></td></tr>
+<tr class="memitem:a31a0e0ac129c0a7d965b1fb17301c942"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; var, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">stan::agrad::matrix_v</a></td></tr>
+<tr class="memdesc:a31a0e0ac129c0a7d965b1fb17301c942"><td class="mdescLeft">&#160;</td><td class="mdescRight">The type of a matrix holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values.  <a href="#a31a0e0ac129c0a7d965b1fb17301c942"></a><br/></td></tr>
+<tr class="separator:a31a0e0ac129c0a7d965b1fb17301c942"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acf0241b312ef1f17733c24766df1f49f"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; var, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f">stan::agrad::vector_v</a></td></tr>
+<tr class="memdesc:acf0241b312ef1f17733c24766df1f49f"><td class="mdescLeft">&#160;</td><td class="mdescRight">The type of a (column) vector holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values.  <a href="#acf0241b312ef1f17733c24766df1f49f"></a><br/></td></tr>
+<tr class="separator:acf0241b312ef1f17733c24766df1f49f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac3832e2dace4d1299a812cdcc53ab091"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; var, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">stan::agrad::row_vector_v</a></td></tr>
+<tr class="memdesc:ac3832e2dace4d1299a812cdcc53ab091"><td class="mdescLeft">&#160;</td><td class="mdescRight">The type of a row vector holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values.  <a href="#ac3832e2dace4d1299a812cdcc53ab091"></a><br/></td></tr>
+<tr class="separator:ac3832e2dace4d1299a812cdcc53ab091"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a241ff687791a297532aeed5955d6b137"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a241ff687791a297532aeed5955d6b137"><td class="memTemplItemLeft" align="right" valign="top">const Eigen::Matrix&lt; double, R, <br class="typebreak"/>
+C &gt; &amp;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a241ff687791a297532aeed5955d6b137">stan::agrad::value_of</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;M)</td></tr>
+<tr class="memdesc:a241ff687791a297532aeed5955d6b137"><td class="mdescLeft">&#160;</td><td class="mdescRight">Convert a matrix to a matrix of doubles.  <a href="#a241ff687791a297532aeed5955d6b137"></a><br/></td></tr>
+<tr class="separator:a241ff687791a297532aeed5955d6b137"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:aef1424bdc8ef1058ec2cef4584bb6d5f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aef1424bdc8ef1058ec2cef4584bb6d5f">stan::agrad::value_of</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;M)</td></tr>
+<tr class="memdesc:aef1424bdc8ef1058ec2cef4584bb6d5f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Convert a matrix to a matrix of doubles.  <a href="#aef1424bdc8ef1058ec2cef4584bb6d5f"></a><br/></td></tr>
+<tr class="separator:aef1424bdc8ef1058ec2cef4584bb6d5f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mean_8hpp_source.html">stan/math/matrix/mean.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stored__gradient__vari_8hpp_source.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</code><br/>
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+<p><a href="agrad_2rev_2matrix_2variance_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4cb2a39469233dedb86b1000789a9595"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595">stan::agrad::variance</a> (const std::vector&lt; var &gt; &amp;v)</td></tr>
+<tr class="memdesc:a4cb2a39469233dedb86b1000789a9595"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sample variance of the specified standard vector.  <a href="#a4cb2a39469233dedb86b1000789a9595"></a><br/></td></tr>
+<tr class="separator:a4cb2a39469233dedb86b1000789a9595"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7ef648c386bf96d4cdc8b688f8de02af"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a7ef648c386bf96d4cdc8b688f8de02af"><td class="memTemplItemLeft" align="right" valign="top">var&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7ef648c386bf96d4cdc8b688f8de02af">stan::agrad::variance</a> (const Eigen::Matrix&lt; var, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a7ef648c386bf96d4cdc8b688f8de02af"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="agrad_2rev_2matrix_2variance_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mean_8hpp.html">stan/math/matrix/mean.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stored__gradient__vari_8hpp.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{  <span class="comment">// anonymous</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      var calc_variance(<span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                        <span class="keyword">const</span> var* dtrs) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        vari** varis = (vari**) <a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(size * <span class="keyword">sizeof</span>(vari*));</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          varis[i] = dtrs[i].vi_;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          sum += dtrs[i].vi_-&gt;val_;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a> = sum / size;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordtype">double</span> sum_of_squares = 0;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        for (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          <span class="keywordtype">double</span> diff = dtrs[i].vi_-&gt;val_ - <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          sum_of_squares += diff * diff;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">variance</a> = sum_of_squares / (size - 1);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordtype">double</span>* partials = (<span class="keywordtype">double</span>*) <a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(size * <span class="keyword">sizeof</span>(<span class="keywordtype">double</span>));</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordtype">double</span> two_over_size_m1 = 2 / (size - 1);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          partials[i] = two_over_size_m1 * (dtrs[i].vi_-&gt;val_ - <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> var(<span class="keyword">new</span> stored_gradient_vari(variance, size,</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;                                            varis, partials));</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595">   50</a></span>&#160;    <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">variance</a>(<span class="keyword">const</span> std::vector&lt;var&gt;&amp; v) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(v,<span class="stringliteral">&quot;variance&quot;</span>);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (v.size() == 1) <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">return</span> calc_variance(v.size(), &amp;v[0]);</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <span class="comment">/*</span></div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="comment">     * Return the sample variance of the specified vector, row vector,</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="comment">     * or matrix.  Raise domain error if size is not greater than</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="comment">     * zero.</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="comment">     *</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="comment">     * @tparam R number of rows</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="comment">     * @tparam C number of columns</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="comment">     * @param[in] m input matrix</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="comment">     * @return sample variance of specified matrix</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="comment">     */</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00067"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a7ef648c386bf96d4cdc8b688f8de02af">   67</a></span>&#160;    <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">variance</a>(<span class="keyword">const</span> Eigen::Matrix&lt;var,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(m,<span class="stringliteral">&quot;variance&quot;</span>);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">if</span> (m.size() == 1) <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">return</span> calc_variance(m.size(), &amp;m(0));</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">stan/agrad/rev/matrix/Eigen_NumTraits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2crossprod_8hpp_source.html">stan/agrad/rev/matrix/crossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">stan/agrad/rev/matrix/determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2divide_8hpp_source.html">stan/agrad/rev/matrix/divide.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">stan/agrad/rev/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="grad_8hpp_source.html">stan/agrad/rev/matrix/grad.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="initialize__variable_8hpp_source.html">stan/agrad/rev/matrix/initialize_variable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">stan/agrad/rev/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">stan/agrad/rev/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">stan/agrad/rev/matrix/log_determinant_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">stan/agrad/rev/matrix/log_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2log__sum__exp_8hpp_source.html">stan/agrad/rev/matrix/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html">stan/agrad/rev/matrix/mdivide_left.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">stan/agrad/rev/matrix/mdivide_left_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">stan/agrad/rev/matrix/mdivide_left_tri.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">stan/agrad/rev/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">stan/agrad/rev/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">stan/agrad/rev/matrix/quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2sd_8hpp_source.html">stan/agrad/rev/matrix/sd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">stan/agrad/rev/matrix/softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html">stan/agrad/rev/matrix/sort.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">stan/agrad/rev/matrix/squared_dist.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2stan__print_8hpp_source.html">stan/agrad/rev/matrix/stan_print.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stored__gradient__vari_8hpp_source.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html">stan/agrad/rev/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2tcrossprod_8hpp_source.html">stan/agrad/rev/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__var_8hpp_source.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">stan/agrad/rev/matrix/trace_gen_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">stan/agrad/rev/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2variance_8hpp_source.html">stan/agrad/rev/matrix/variance.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2error__handling_2matrix_8hpp_source.html">stan/agrad/rev/error_handling/matrix.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="agrad_2rev_2matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
+<hr/>
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+<div class="title">matrix.hpp</div>  </div>
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+<a href="agrad_2rev_2matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen___num_traits_8hpp.html">stan/agrad/rev/matrix/Eigen_NumTraits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2crossprod_8hpp.html">stan/agrad/rev/matrix/crossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2determinant_8hpp.html">stan/agrad/rev/matrix/determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2divide_8hpp.html">stan/agrad/rev/matrix/divide.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2dot__product_8hpp.html">stan/agrad/rev/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2dot__self_8hpp.html">stan/agrad/rev/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="grad_8hpp.html">stan/agrad/rev/matrix/grad.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="initialize__variable_8hpp.html">stan/agrad/rev/matrix/initialize_variable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html">stan/agrad/rev/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2log__determinant_8hpp.html">stan/agrad/rev/matrix/log_determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html">stan/agrad/rev/matrix/log_determinant_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2log__softmax_8hpp.html">stan/agrad/rev/matrix/log_softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2log__sum__exp_8hpp.html">stan/agrad/rev/matrix/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html">stan/agrad/rev/matrix/mdivide_left.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html">stan/agrad/rev/matrix/mdivide_left_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html">stan/agrad/rev/matrix/mdivide_left_tri.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2multiply_8hpp.html">stan/agrad/rev/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">stan/agrad/rev/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2quad__form_8hpp.html">stan/agrad/rev/matrix/quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2sd_8hpp.html">stan/agrad/rev/matrix/sd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2softmax_8hpp.html">stan/agrad/rev/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2sort_8hpp.html">stan/agrad/rev/matrix/sort.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2squared__dist_8hpp.html">stan/agrad/rev/matrix/squared_dist.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2stan__print_8hpp.html">stan/agrad/rev/matrix/stan_print.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stored__gradient__vari_8hpp.html">stan/agrad/rev/matrix/stored_gradient_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2sum_8hpp.html">stan/agrad/rev/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2tcrossprod_8hpp.html">stan/agrad/rev/matrix/tcrossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="to__var_8hpp.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html">stan/agrad/rev/matrix/trace_gen_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html">stan/agrad/rev/matrix/trace_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2value__of_8hpp.html">stan/agrad/rev/matrix/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2variance_8hpp.html">stan/agrad/rev/matrix/variance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2error__handling_2matrix_8hpp.html">stan/agrad/rev/error_handling/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="agrad_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment">//     #include &lt;stan/agrad/rev.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment">//     #include &lt;stan/agrad/rev/matrix.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment">// For forward mode autodiff, include:</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment">//     #include &lt;stan/agrad/fwd.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment">//     #include &lt;stan/agrad/fwd/matrix.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;stdio.h&gt;</code><br/>
+<code>#include &lt;stdlib.h&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &quot;<a class="el" href="stack__alloc_8hpp_source.html">stan/memory/stack_alloc.hpp</a>&quot;</code><br/>
+</div>
+<p><a href="agrad__thread__safe_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">The variable implementation base class.  <a href="classstan_1_1agrad_1_1vari.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Independent (input) and dependent (output) variables for gradients.  <a href="classstan_1_1agrad_1_1var.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="separator:a2d5337cd9cddc3807cb3b3740221ace1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a class="anchor" id="a7e82ab18118812301f1d7f89468aab1f"></a>
+<div class="memitem">
+<div class="memproto">
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00189">189</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">vari* avi_</td>
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+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00155">155</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td class="memname">double bd_</td>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00178">178</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+</div>
+<a class="anchor" id="adf2a9af952f9152b9565cce4349b3dbc"></a>
+<div class="memitem">
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+          <td class="memname">vari* bvi_</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00166">166</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td class="memname">double cd_</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00217">217</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+<a class="anchor" id="a85cb3e45be84a247edd670178d7585b1"></a>
+<div class="memitem">
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+          <td class="memname">vari* cvi_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00203">203</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="ad5fa8da685c6b471f471d6ed4fc99ebd"></a>
+<div class="memitem">
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+        <tr>
+          <td class="memname">const double exp_val_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00457">457</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td class="memname">std::vector&lt;vari*&gt; var_stack_</td>
+        </tr>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+</div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<a href="agrad__thread__safe_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__AGRAD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__AGRAD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdio.h&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdlib.h&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="stack__alloc_8hpp.html">stan/memory/stack_alloc.hpp</a>&quot;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment">// FIXME:  Should include common defs, not this huge cut-and-paste!</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="namespacestan.html">   13</a></span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l01558"></a><span class="lineno"> 1558</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> temp(a);</div>
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+<div class="line"><a name="l01713"></a><span class="lineno"> 1713</span>&#160;</div>
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+<div class="line"><a name="l01726"></a><span class="lineno"> 1726</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> acos_vari(a.vi_));</div>
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+<div class="line"><a name="l01728"></a><span class="lineno"> 1728</span>&#160;</div>
+<div class="line"><a name="l01740"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5"> 1740</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5" title="Return the principal value of the arc sine, in radians, of the specified variable (cmath)...">asin</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01741"></a><span class="lineno"> 1741</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> asin_vari(a.vi_));</div>
+<div class="line"><a name="l01742"></a><span class="lineno"> 1742</span>&#160;    }</div>
+<div class="line"><a name="l01743"></a><span class="lineno"> 1743</span>&#160;</div>
+<div class="line"><a name="l01755"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742"> 1755</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01756"></a><span class="lineno"> 1756</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan_vari(a.vi_));</div>
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+<div class="line"><a name="l01758"></a><span class="lineno"> 1758</span>&#160;</div>
+<div class="line"><a name="l01774"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a"> 1774</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l01775"></a><span class="lineno"> 1775</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan2_vv_vari(a.vi_,b.vi_));</div>
+<div class="line"><a name="l01776"></a><span class="lineno"> 1776</span>&#160;    }</div>
+<div class="line"><a name="l01777"></a><span class="lineno"> 1777</span>&#160;</div>
+<div class="line"><a name="l01790"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8d5bc116190d363cc639326df5e04aea"> 1790</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
+<div class="line"><a name="l01791"></a><span class="lineno"> 1791</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan2_vd_vari(a.vi_,b));</div>
+<div class="line"><a name="l01792"></a><span class="lineno"> 1792</span>&#160;    }</div>
+<div class="line"><a name="l01793"></a><span class="lineno"> 1793</span>&#160;</div>
+<div class="line"><a name="l01806"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad1a44f881f4e456e06374ee511387769"> 1806</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l01807"></a><span class="lineno"> 1807</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan2_dv_vari(a,b.vi_));</div>
+<div class="line"><a name="l01808"></a><span class="lineno"> 1808</span>&#160;    }</div>
+<div class="line"><a name="l01809"></a><span class="lineno"> 1809</span>&#160;</div>
+<div class="line"><a name="l01810"></a><span class="lineno"> 1810</span>&#160;    <span class="comment">// HYPERBOLIC FUNCTIONS</span></div>
+<div class="line"><a name="l01811"></a><span class="lineno"> 1811</span>&#160;</div>
+<div class="line"><a name="l01822"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b"> 1822</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b" title="Return the hyperbolic cosine of the specified variable (cmath).">cosh</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01823"></a><span class="lineno"> 1823</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> cosh_vari(a.vi_));</div>
+<div class="line"><a name="l01824"></a><span class="lineno"> 1824</span>&#160;    }</div>
+<div class="line"><a name="l01825"></a><span class="lineno"> 1825</span>&#160;</div>
+<div class="line"><a name="l01836"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5"> 1836</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5" title="Return the hyperbolic sine of the specified variable (cmath).">sinh</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01837"></a><span class="lineno"> 1837</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> sinh_vari(a.vi_));</div>
+<div class="line"><a name="l01838"></a><span class="lineno"> 1838</span>&#160;    }</div>
+<div class="line"><a name="l01839"></a><span class="lineno"> 1839</span>&#160;</div>
+<div class="line"><a name="l01850"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d"> 1850</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d" title="Return the hyperbolic tangent of the specified variable (cmath).">tanh</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01851"></a><span class="lineno"> 1851</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> tanh_vari(a.vi_));</div>
+<div class="line"><a name="l01852"></a><span class="lineno"> 1852</span>&#160;    }</div>
+<div class="line"><a name="l01853"></a><span class="lineno"> 1853</span>&#160;  </div>
+<div class="line"><a name="l01854"></a><span class="lineno"> 1854</span>&#160;</div>
+<div class="line"><a name="l01855"></a><span class="lineno"> 1855</span>&#160;    <span class="comment">// ROUNDING FUNCTIONS</span></div>
+<div class="line"><a name="l01856"></a><span class="lineno"> 1856</span>&#160;</div>
+<div class="line"><a name="l01873"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce"> 1873</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01874"></a><span class="lineno"> 1874</span>&#160;      <span class="comment">// cut-and-paste from abs()</span></div>
+<div class="line"><a name="l01875"></a><span class="lineno"> 1875</span>&#160;      <span class="keywordflow">if</span> (a.val() &gt; 0.0)</div>
+<div class="line"><a name="l01876"></a><span class="lineno"> 1876</span>&#160;        <span class="keywordflow">return</span> a;</div>
+<div class="line"><a name="l01877"></a><span class="lineno"> 1877</span>&#160;      <span class="keywordflow">if</span> (a.val() &lt; 0.0)</div>
+<div class="line"><a name="l01878"></a><span class="lineno"> 1878</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> neg_vari(a.vi_));</div>
+<div class="line"><a name="l01879"></a><span class="lineno"> 1879</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(0.0));</div>
+<div class="line"><a name="l01880"></a><span class="lineno"> 1880</span>&#160;    }</div>
+<div class="line"><a name="l01881"></a><span class="lineno"> 1881</span>&#160;</div>
+<div class="line"><a name="l01900"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce"> 1900</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">floor</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01901"></a><span class="lineno"> 1901</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> floor_vari(a.vi_));</div>
+<div class="line"><a name="l01902"></a><span class="lineno"> 1902</span>&#160;    }</div>
+<div class="line"><a name="l01903"></a><span class="lineno"> 1903</span>&#160;</div>
+<div class="line"><a name="l01922"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158"> 1922</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158" title="Return the ceiling of the specified variable (cmath).">ceil</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {</div>
+<div class="line"><a name="l01923"></a><span class="lineno"> 1923</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> ceil_vari(a.vi_));</div>
+<div class="line"><a name="l01924"></a><span class="lineno"> 1924</span>&#160;    }</div>
+<div class="line"><a name="l01925"></a><span class="lineno"> 1925</span>&#160;</div>
+<div class="line"><a name="l01943"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6"> 1943</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l01944"></a><span class="lineno"> 1944</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fmod_vv_vari(a.vi_,b.vi_));</div>
+<div class="line"><a name="l01945"></a><span class="lineno"> 1945</span>&#160;    }</div>
+<div class="line"><a name="l01946"></a><span class="lineno"> 1946</span>&#160;  </div>
+<div class="line"><a name="l01960"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af96a5057c49216f1bda2be3a906b93f3"> 1960</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
+<div class="line"><a name="l01961"></a><span class="lineno"> 1961</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fmod_vd_vari(a.vi_,b));</div>
+<div class="line"><a name="l01962"></a><span class="lineno"> 1962</span>&#160;    }</div>
+<div class="line"><a name="l01963"></a><span class="lineno"> 1963</span>&#160;</div>
+<div class="line"><a name="l01977"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#adf82aceb2eca59a1fa422ea6dcfad435"> 1977</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l01978"></a><span class="lineno"> 1978</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fmod_dv_vari(a,b.vi_));</div>
+<div class="line"><a name="l01979"></a><span class="lineno"> 1979</span>&#160;    }</div>
+<div class="line"><a name="l01980"></a><span class="lineno"> 1980</span>&#160;</div>
+<div class="line"><a name="l01981"></a><span class="lineno"> 1981</span>&#160;</div>
+<div class="line"><a name="l01982"></a><span class="lineno"> 1982</span>&#160;    <span class="comment">// STD LIB FUNCTIONS</span></div>
+<div class="line"><a name="l01983"></a><span class="lineno"> 1983</span>&#160;</div>
+<div class="line"><a name="l01998"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1"> 1998</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a) {   </div>
+<div class="line"><a name="l01999"></a><span class="lineno"> 1999</span>&#160;      <span class="comment">// cut-and-paste from fabs()</span></div>
+<div class="line"><a name="l02000"></a><span class="lineno"> 2000</span>&#160;      <span class="keywordflow">if</span> (a.val() &gt; 0.0)</div>
+<div class="line"><a name="l02001"></a><span class="lineno"> 2001</span>&#160;        <span class="keywordflow">return</span> a;</div>
+<div class="line"><a name="l02002"></a><span class="lineno"> 2002</span>&#160;      <span class="keywordflow">if</span> (a.val() &lt; 0.0)</div>
+<div class="line"><a name="l02003"></a><span class="lineno"> 2003</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> neg_vari(a.vi_));</div>
+<div class="line"><a name="l02004"></a><span class="lineno"> 2004</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(0.0));</div>
+<div class="line"><a name="l02005"></a><span class="lineno"> 2005</span>&#160;    }</div>
+<div class="line"><a name="l02006"></a><span class="lineno"> 2006</span>&#160;</div>
+<div class="line"><a name="l02007"></a><span class="lineno"> 2007</span>&#160;  }</div>
+<div class="line"><a name="l02008"></a><span class="lineno"> 2008</span>&#160;</div>
+<div class="line"><a name="l02009"></a><span class="lineno"> 2009</span>&#160;}</div>
+<div class="line"><a name="l02010"></a><span class="lineno"> 2010</span>&#160;</div>
+<div class="line"><a name="l02011"></a><span class="lineno"> 2011</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">Class List</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock">Here are the classes, structs, unions and interfaces with brief descriptions:</div><div class="directory">
+<div class="levels">[detail level <span onclick="javascript:toggleLevel(1);">1</span><span onclick="javascript:toggleLevel(2);">2</span><span onclick="javascript:toggleLevel(3);">3</span><span onclick="javascript:toggleLevel(4);">4</span>]</div><table class="directory">
+<tr id="row_0_" class="even"><td class="entry"><img id="arr_0_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('0_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespaceboost.html" target="_self">boost</a></td><td class="desc">Reimplementing boost functionality</td></tr>
+<tr id="row_0_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespaceboost_1_1math.html" target="_self">math</a></td><td class="desc">Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types</td></tr>
+<tr id="row_1_" class="even"><td class="entry"><img id="arr_1_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('1_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespace_eigen.html" target="_self">Eigen</a></td><td class="desc">(Expert) Numerical traits for algorithmic differentiation variables</td></tr>
+<tr id="row_1_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_1_0_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('1_0_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespace_eigen_1_1internal.html" target="_self">internal</a></td><td class="desc">(Expert) Product traits for algorithmic differentiation variables</td></tr>
+<tr id="row_1_0_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html" target="_self">significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</a></td><td class="desc">Implemented this for printing to stream</td></tr>
+<tr id="row_1_0_1_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html" target="_self">scalar_product_traits&lt; stan::agrad::var, double &gt;</a></td><td class="desc">Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables</td></tr>
+<tr id="row_1_0_2_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html" target="_self">scalar_product_traits&lt; double, stan::agrad::var &gt;</a></td><td class="desc">Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables</td></tr>
+<tr id="row_1_0_3_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html" target="_self">general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="desc">Override matrix-vector and matrix-matrix products to use more efficient implementation</td></tr>
+<tr id="row_1_0_4_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html" target="_self">general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_1_0_5_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html" target="_self">general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_1_1_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html" target="_self">NumTraits&lt; stan::agrad::var &gt;</a></td><td class="desc">Numerical traits template override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables</td></tr>
+<tr id="row_2_"><td class="entry"><img id="arr_2_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan.html" target="_self">stan</a></td><td class="desc">Probability, optimization and sampling library</td></tr>
+<tr id="row_2_0_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_0_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_0_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1agrad.html" target="_self">agrad</a></td><td class="desc">Function gradients via reverse-mode automatic differentiation</td></tr>
+<tr id="row_2_0_0_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1vari.html" target="_self">vari</a></td><td class="desc">The variable implementation base class</td></tr>
+<tr id="row_2_0_1_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1var.html" target="_self">var</a></td><td class="desc">Independent (input) and dependent (output) variables for gradients</td></tr>
+<tr id="row_2_0_2_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1agrad_1_1fvar.html" target="_self">fvar</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_3_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1partials__vari.html" target="_self">partials_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_4_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html" target="_self">OperandsAndPartials</a></td><td class="desc">A variable implementation that stores operands and derivatives with respect to the variable</td></tr>
+<tr id="row_2_0_5_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1chainable.html" target="_self">chainable</a></td><td class="desc">Abstract base class for variable implementations that handles memory management and applying the chain rule</td></tr>
+<tr id="row_2_0_6_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html" target="_self">op_ddv_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_7_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html" target="_self">op_dv_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_8_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html" target="_self">op_dvd_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_9_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html" target="_self">op_dvv_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_10_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html" target="_self">op_matrix_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_11_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html" target="_self">precomp_v_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_12_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html" target="_self">op_v_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_13_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html" target="_self">op_vd_vari</a></td><td class="desc"></td></tr>
+<tr id="row_2_0_14_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html" target="_self">op_vdd_vari</a></td><td class="desc"></td></tr>
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+<tr id="row_2_1_176_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html" target="_self">result</a></td><td class="desc"></td></tr>
+<tr id="row_2_1_177_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html" target="_self">var_decls_grammar</a></td><td class="desc"></td></tr>
+<tr id="row_2_1_178_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html" target="_self">whitespace_grammar</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_2_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_2_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1io.html" target="_self">io</a></td><td class="desc">Input/output utilities</td></tr>
+<tr id="row_2_2_0_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1cmd__line.html" target="_self">cmd_line</a></td><td class="desc">Parses and stores command-line arguments</td></tr>
+<tr id="row_2_2_1_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1csv__writer.html" target="_self">csv_writer</a></td><td class="desc">Writes Stan variables in comma-separated-value format to an output stream</td></tr>
+<tr id="row_2_2_2_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1dump__writer.html" target="_self">dump_writer</a></td><td class="desc">Writes data into the S-plus dump format</td></tr>
+<tr id="row_2_2_3_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1dump__reader.html" target="_self">dump_reader</a></td><td class="desc">Reads data from S-plus dump format</td></tr>
+<tr id="row_2_2_4_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1dump.html" target="_self">dump</a></td><td class="desc">Represents named arrays with dimensions</td></tr>
+<tr id="row_2_2_5_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1mcmc__writer.html" target="_self">mcmc_writer</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_6_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1reader.html" target="_self">reader</a></td><td class="desc">A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calculations</td></tr>
+<tr id="row_2_2_7_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html" target="_self">stan_csv_metadata</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_8_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html" target="_self">stan_csv_adaptation</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_9_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1io_1_1stan__csv__timing.html" target="_self">stan_csv_timing</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_10_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1io_1_1stan__csv.html" target="_self">stan_csv</a></td><td class="desc"></td></tr>
+<tr id="row_2_2_11_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html" target="_self">stan_csv_reader</a></td><td class="desc">Reads from a Stan output csv file</td></tr>
+<tr id="row_2_2_12_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1var__context.html" target="_self">var_context</a></td><td class="desc">A <code>var_reader</code> reads array variables of integer and floating point type by name and dimension</td></tr>
+<tr id="row_2_2_13_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1writer.html" target="_self">writer</a></td><td class="desc">A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from constrained to a sequence of constrained variables</td></tr>
+<tr id="row_2_3_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_3_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_3_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1math.html" target="_self">math</a></td><td class="desc">Matrices and templated mathematical functions</td></tr>
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+<tr id="row_2_3_0_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html" target="_self">detail</a></td><td class="desc">Reimplementing boost::math::policies::detail::raise_domain_error</td></tr>
+<tr id="row_2_3_1_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html" target="_self">LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_2_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1math_1_1accumulator.html" target="_self">accumulator</a></td><td class="desc">Class to accumulate values and eventually return their sum</td></tr>
+<tr id="row_2_3_3_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1array__builder.html" target="_self">array_builder</a></td><td class="desc">Structure for building up arrays in an expression (rather than in statements) using an argumentchaining <a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">add()</a> method and a getter method <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">array()</a> to return the result</td></tr>
+<tr id="row_2_3_4_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1common__type.html" target="_self">common_type</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_5_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html" target="_self">common_type&lt; std::vector&lt; T1 &gt;, std::vector&lt; T2 &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_6_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html" target="_self">common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_7_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html" target="_self">LDLT_factor&lt; double, R, C &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_8_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter.html" target="_self">promoter</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_9_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html" target="_self">promoter&lt; T, T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_10_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html" target="_self">promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_11_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html" target="_self">promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_12_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html" target="_self">promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_13_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html" target="_self">promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_14_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1store__type.html" target="_self">store_type</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_15_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html" target="_self">store_type&lt; double &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_16_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1store__type_3_01int_01_4.html" target="_self">store_type&lt; int &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_17_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type.html" target="_self">pass_type</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_18_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html" target="_self">pass_type&lt; double &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_3_19_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html" target="_self">pass_type&lt; int &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_2_3_21_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html" target="_self">seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_4_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_4_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1mcmc.html" target="_self">mcmc</a></td><td class="desc">Markov chain Monte Carlo samplers</td></tr>
+<tr id="row_2_4_0_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1base__adaptation.html" target="_self">base_adaptation</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_2_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html" target="_self">base_mcmc</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_3_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1chains.html" target="_self">chains</a></td><td class="desc">An <code><a class="el" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">mcmc::chains</a></code> object stores parameter names and dimensionalities along with samples from multiple chains</td></tr>
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+<tr id="row_2_4_12_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html" target="_self">unit_e_metric</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_21_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html" target="_self">base_nuts</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_24_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html" target="_self">unit_e_nuts</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_25_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html" target="_self">adapt_dense_e_static_hmc</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_26_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html" target="_self">adapt_diag_e_static_hmc</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_28_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html" target="_self">base_static_hmc</a></td><td class="desc"></td></tr>
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+<tr id="row_2_4_31_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html" target="_self">unit_e_static_hmc</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_32_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1sample.html" target="_self">sample</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_33_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html" target="_self">stepsize_adaptation</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_34_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html" target="_self">stepsize_adapter</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_35_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html" target="_self">stepsize_covar_adapter</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_36_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html" target="_self">stepsize_var_adapter</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_37_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html" target="_self">var_adaptation</a></td><td class="desc"></td></tr>
+<tr id="row_2_4_38_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html" target="_self">windowed_adaptation</a></td><td class="desc"></td></tr>
+<tr id="row_2_5_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_5_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_5_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1memory.html" target="_self">memory</a></td><td class="desc">(Expert) Allocate, free, and manage underlying system memory</td></tr>
+<tr id="row_2_5_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html" target="_self">chunk_alloc</a></td><td class="desc"></td></tr>
+<tr id="row_2_5_1_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1memory_1_1stack__alloc.html" target="_self">stack_alloc</a></td><td class="desc">An instance of this class provides a memory pool through which blocks of raw memory may be allocated and then collected simultaneously</td></tr>
+<tr id="row_2_6_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_6_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_6_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1model.html" target="_self">model</a></td><td class="desc">For compiling models</td></tr>
+<tr id="row_2_6_0_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1model_1_1prob__grad.html" target="_self">prob_grad</a></td><td class="desc">The <code><a class="el" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a></code> class represents the basic parameter holders for a model</td></tr>
+<tr id="row_2_7_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_7_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_7_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1optimization.html" target="_self">optimization</a></td><td class="desc"></td></tr>
+<tr id="row_2_7_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_7_0_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_7_0_')"/><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html" target="_self">BFGSMinimizer</a></td><td class="desc"></td></tr>
+<tr id="row_2_7_0_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html" target="_self">BFGSOptions</a></td><td class="desc"></td></tr>
+<tr id="row_2_7_1_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html" target="_self">ModelAdaptor</a></td><td class="desc"></td></tr>
+<tr id="row_2_7_2_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html" target="_self">BFGSLineSearch</a></td><td class="desc"></td></tr>
+<tr id="row_2_7_3_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html" target="_self">NesterovGradient</a></td><td class="desc"></td></tr>
+<tr id="row_2_8_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_8_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_8_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1prob.html" target="_self">prob</a></td><td class="desc">Templated probability distributions</td></tr>
+<tr id="row_2_8_0_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1prob_1_1include__summand.html" target="_self">include_summand</a></td><td class="desc">Template metaprogram to calculate whether a summand needs to be included in a proportional (log) probability calculation</td></tr>
+<tr id="row_2_8_1_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html" target="_self">welford_covar_estimator</a></td><td class="desc"></td></tr>
+<tr id="row_2_8_2_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html" target="_self">welford_var_estimator</a></td><td class="desc"></td></tr>
+<tr id="row_2_9_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant.html" target="_self">is_constant</a></td><td class="desc">Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the C++ <code>const</code> sense)</td></tr>
+<tr id="row_2_10_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct.html" target="_self">is_constant_struct</a></td><td class="desc">Metaprogram to determine if a type has a base scalar type that can be assigned to type double</td></tr>
+<tr id="row_2_11_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html" target="_self">is_constant_struct&lt; std::vector&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_12_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html" target="_self">is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_13_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_block_3_01_t_01_4_01_4.html" target="_self">is_constant_struct&lt; Eigen::Block&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_14_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector.html" target="_self">is_vector</a></td><td class="desc"></td></tr>
+<tr id="row_2_15_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html" target="_self">is_vector&lt; const T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_16_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html" target="_self">is_vector&lt; std::vector&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_17_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html" target="_self">is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_18_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html" target="_self">is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_19_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1scalar__type.html" target="_self">scalar_type</a></td><td class="desc">Metaprogram structure to determine the base scalar type of a template argument</td></tr>
+<tr id="row_2_20_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1size__of__helper.html" target="_self">size_of_helper</a></td><td class="desc"></td></tr>
+<tr id="row_2_21_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4.html" target="_self">size_of_helper&lt; T, true &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_22_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html" target="_self">scalar_type&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_23_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1scalar__type_3_01_t_01_5_01_4.html" target="_self">scalar_type&lt; T * &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_24_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like.html" target="_self">is_vector_like</a></td><td class="desc"></td></tr>
+<tr id="row_2_25_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html" target="_self">is_vector_like&lt; T * &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_26_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01const_01_t_01_4.html" target="_self">is_vector_like&lt; const T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_27_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html" target="_self">is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_28_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_vector_view.html" target="_self">VectorView</a></td><td class="desc"><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> is a template metaprogram that takes its argument and allows it to be used like a vector</td></tr>
+<tr id="row_2_29_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html" target="_self">VectorView&lt; const T, is_array, throw_if_accessed &gt;</a></td><td class="desc"><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> that has const correctness</td></tr>
+<tr id="row_2_30_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html" target="_self">VectorView&lt; const double, false, false &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_31_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_double_vector_view.html" target="_self">DoubleVectorView</a></td><td class="desc"><a class="el" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView</a> allocates double values to be used as intermediate values</td></tr>
+<tr id="row_2_32_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html" target="_self">DoubleVectorView&lt; true, false &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_33_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html" target="_self">DoubleVectorView&lt; true, true &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_2_34_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1return__type.html" target="_self">return_type</a></td><td class="desc">Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters</td></tr>
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+<tr id="row_2_39_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1contains__fvar.html" target="_self">contains_fvar</a></td><td class="desc">Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters</td></tr>
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+<tr id="row_3_1_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html" target="_self">numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="desc">Specialization of numeric limits for var objects</td></tr>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__engaged_8hpp_source.html">stan/gm/arguments/arg_adapt_engaged.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__gamma_8hpp_source.html">stan/gm/arguments/arg_adapt_gamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__delta_8hpp_source.html">stan/gm/arguments/arg_adapt_delta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__kappa_8hpp_source.html">stan/gm/arguments/arg_adapt_kappa.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__t0_8hpp_source.html">stan/gm/arguments/arg_adapt_t0.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__init__buffer_8hpp_source.html">stan/gm/arguments/arg_adapt_init_buffer.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__term__buffer_8hpp_source.html">stan/gm/arguments/arg_adapt_term_buffer.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt__window_8hpp_source.html">stan/gm/arguments/arg_adapt_window.hpp</a>&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">arg_adapt.hpp</div>  </div>
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+<a href="arg__adapt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__engaged_8hpp.html">stan/gm/arguments/arg_adapt_engaged.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__gamma_8hpp.html">stan/gm/arguments/arg_adapt_gamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__delta_8hpp.html">stan/gm/arguments/arg_adapt_delta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__kappa_8hpp.html">stan/gm/arguments/arg_adapt_kappa.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__t0_8hpp.html">stan/gm/arguments/arg_adapt_t0.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__init__buffer_8hpp.html">stan/gm/arguments/arg_adapt_init_buffer.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__term__buffer_8hpp.html">stan/gm/arguments/arg_adapt_term_buffer.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt__window_8hpp.html">stan/gm/arguments/arg_adapt_window.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html">   17</a></span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt.html">   19</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt.html">arg_adapt</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt.html#a7db5d900f8ce94a610cbb2f129d02763">   23</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt.html#a7db5d900f8ce94a610cbb2f129d02763">arg_adapt</a>() {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;adapt&quot;</span>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Warmup Adaptation&quot;</span>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__engaged.html">arg_adapt_engaged</a>());</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html">arg_adapt_gamma</a>());</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html">arg_adapt_delta</a>());</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html">arg_adapt_kappa</a>());</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html">arg_adapt_t0</a>());</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html">arg_adapt_init_buffer</a>());</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html">arg_adapt_term_buffer</a>());</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__window.html">arg_adapt_window</a>());</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    };</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;  </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__adapt__delta_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__DELTA__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__DELTA__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html">arg_adapt_delta</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html#ab994caa2d7658bd6548f17b18cd5efaf">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html#ab994caa2d7658bd6548f17b18cd5efaf">arg_adapt_delta</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;delta&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Adaptation target acceptance statistic&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;0 &lt; delta &lt; 1&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;0.8&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 0.8;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 0.5;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html#a916005859f965aabc1d829a7062ec424">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__delta.html#a916005859f965aabc1d829a7062ec424">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> 0 &lt; value &amp;&amp; value &lt; 1; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="arg__adapt__engaged_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__ENGAGED__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__ENGAGED__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__engaged.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__engaged.html">arg_adapt_engaged</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;engaged&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Adaptation engaged?&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;[0, 1]&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;1&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 1;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
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+<div class="title">arg_adapt_gamma.hpp</div>  </div>
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+<a href="arg__adapt__gamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__GAMMA__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__GAMMA__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html">arg_adapt_gamma</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a1e89fd146d9a20e98c550321d03aa674">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a1e89fd146d9a20e98c550321d03aa674">arg_adapt_gamma</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;gamma&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Adaptation regularization scale&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;0 &lt; gamma&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;0.05&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 0.05;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 2.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a6fe8d59b8c1315ee5c6dc6b466698e19">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a6fe8d59b8c1315ee5c6dc6b466698e19">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<a href="arg__adapt__init__buffer_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__INIT__BUFFER__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__INIT__BUFFER__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html">arg_adapt_init_buffer</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html#a458117f29f2665be1b17d7ce3fc2728b">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html#a458117f29f2665be1b17d7ce3fc2728b">arg_adapt_init_buffer</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;init_buffer&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = std::string(<span class="stringliteral">&quot;Width of initial fast adaptation interval&quot;</span>);</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;75&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 75;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__adapt__kappa_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__adapt__kappa_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__KAPPA__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__KAPPA__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html">arg_adapt_kappa</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a69a930fe17bcb920dd1beaa31d47ac20">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a69a930fe17bcb920dd1beaa31d47ac20">arg_adapt_kappa</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;kappa&quot;</span>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 0.75;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 2.0;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a1b03b095c18343b8932d36aca1211e12">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a1b03b095c18343b8932d36aca1211e12">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__adapt__t0_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__T0__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__T0__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html">arg_adapt_t0</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html#a92a0c0524b5f854828cb6e22c4119e8b">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html#a92a0c0524b5f854828cb6e22c4119e8b">arg_adapt_t0</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;t0&quot;</span>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;10&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 10;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html#a98cacbc166aa6b2ceb14094dddc7fad6">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt__t0.html#a98cacbc166aa6b2ceb14094dddc7fad6">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__adapt__term__buffer_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__TERM__BUFFER__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__TERM__BUFFER__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html">arg_adapt_term_buffer</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html#a8e4699ec0baa6885ba9c34430b6d83b2">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html#a8e4699ec0baa6885ba9c34430b6d83b2">arg_adapt_term_buffer</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;term_buffer&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = std::string(<span class="stringliteral">&quot;Width of final fast adaptation interval&quot;</span>);</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;50&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 50;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  Stan Development Team.
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__adapt__window_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__adapt__window.html">stan::gm::arg_adapt_window</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="contents">
+<a href="arg__adapt__window_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ADAPT__WINDOW__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ADAPT__WINDOW__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__window.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__adapt__window.html">arg_adapt_window</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__adapt__window.html#a95facd1874bc025735aeb9bc0b4297fe">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__adapt__window.html#a95facd1874bc025735aeb9bc0b4297fe">arg_adapt_window</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;window&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Initial width of slow adaptation interval&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;25&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 25;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+</div>
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+<div class="title">arg_bfgs.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__init__alpha_8hpp_source.html">stan/gm/arguments/arg_init_alpha.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__tolerance_8hpp_source.html">stan/gm/arguments/arg_tolerance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__bfgs_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__bfgs.html">stan::gm::arg_bfgs</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__bfgs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__BFGS__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__BFGS__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__init__alpha_8hpp.html">stan/gm/arguments/arg_init_alpha.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__tolerance_8hpp.html">stan/gm/arguments/arg_tolerance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__bfgs.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__bfgs.html">arg_bfgs</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">   17</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">arg_bfgs</a>() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;bfgs&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;BFGS with linesearch&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__init__alpha.html">arg_init_alpha</a>());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__tolerance.html">arg_tolerance</a>(<span class="stringliteral">&quot;tol_obj&quot;</span>,<span class="stringliteral">&quot;Convergence tolerance on changes in objective function value&quot;</span>,<span class="stringliteral">&quot;1e-8&quot;</span>,1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-8));</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__data__file_8hpp_source.html">stan/gm/arguments/arg_data_file.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__data_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__data.html">stan::gm::arg_data</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">arg_data.hpp</div>  </div>
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+<a href="arg__data_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DATA__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DATA__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__data__file_8hpp.html">stan/gm/arguments/arg_data_file.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__data.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__data.html">arg_data</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__data.html#af14bc033277233421428ef9fde504b07">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__data.html#af14bc033277233421428ef9fde504b07">arg_data</a>(): <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;data&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Input data options&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__data__file.html">arg_data_file</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/arg__data__file_8hpp.html b/doc/api/html/arg__data__file_8hpp.html
new file mode 100644
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__data__file_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DATA__FILE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DATA__FILE__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__data__file.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__data__file.html">arg_data_file</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">string_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;file&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Input data file&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;Path to existing file&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;\&quot;\&quot;&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="stringliteral">&quot;&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = <span class="stringliteral">&quot;good&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
diff --git a/doc/api/html/arg__dense__e_8hpp.html b/doc/api/html/arg__dense__e_8hpp.html
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+<a href="arg__dense__e_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DENSE_E__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DENSE_E__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unvalued__argument_8hpp.html">stan/gm/arguments/unvalued_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__dense__e.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__dense__e.html">arg_dense_e</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">arg_dense_e</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;dense_e&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Euclidean manifold with dense metric&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__diag__e_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DIAG_E__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DIAG_E__HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__diag__e.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__diag__e.html">arg_diag_e</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__diag__e.html#a090d24faf43dccdb255de369c396947f">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__diag__e.html#a090d24faf43dccdb255de369c396947f">arg_diag_e</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;diag_e&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Euclidean manifold with diag metric&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__test_8hpp_source.html">stan/gm/arguments/arg_test.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__diagnose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DIAGNOSE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DIAGNOSE__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__diagnose.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__diagnose.html">arg_diagnose</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;diagnose&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Model diagnostics&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__test.html">arg_test</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__diagnostic__file_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__diagnostic__file.html">stan::gm::arg_diagnostic_file</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</div><!-- contents -->
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+</div>
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+<a href="arg__diagnostic__file_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__DIAGNOSTIC__FILE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__DIAGNOSTIC__FILE__HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;diagnostic_file&quot;</span>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;\&quot;\&quot;&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="stringliteral">&quot;&quot;</span>;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="list__argument_8hpp_source.html">stan/gm/arguments/list_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__static_8hpp_source.html">stan/gm/arguments/arg_static.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__nuts_8hpp_source.html">stan/gm/arguments/arg_nuts.hpp</a>&gt;</code><br/>
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+<p><a href="arg__engine_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__engine.html">stan::gm::arg_engine</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_29b20cd43524c7f0fc77aef3c7e38f50.html">gm</a></li><li class="navelem"><a class="el" href="dir_1ff9d265245893e221d5111ecd1383dc.html">arguments</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="headertitle">
+<div class="title">arg_engine.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__engine_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ENGINE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ENGINE__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__static_8hpp.html">stan/gm/arguments/arg_static.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__nuts_8hpp.html">stan/gm/arguments/arg_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__engine.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__engine.html">arg_engine</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__engine.html#a565b15c3703faddc7346db01b5a7fa3d">   17</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__engine.html#a565b15c3703faddc7346db01b5a7fa3d">arg_engine</a>() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;engine&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Engine for Hamiltonian Monte Carlo&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__static.html">arg_static</a>());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__nuts.html">arg_nuts</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a> = 1;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a> = <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    };</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
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+<div class="textblock"><code>#include &lt;<a class="el" href="unvalued__argument_8hpp_source.html">stan/gm/arguments/unvalued_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__fail_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__fail.html">stan::gm::arg_fail</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+<a href="arg__fail_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__FAIL__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__FAIL__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unvalued__argument_8hpp.html">stan/gm/arguments/unvalued_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__fail.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__fail.html">arg_fail</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a> {</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__fail.html#a09c9ceb2645fafb62b79172287ce0797">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__fail.html#a09c9ceb2645fafb62b79172287ce0797">arg_fail</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;fail&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Dummy argument to induce failures for testing&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__engine_8hpp_source.html">stan/gm/arguments/arg_engine.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__metric_8hpp_source.html">stan/gm/arguments/arg_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__stepsize_8hpp_source.html">stan/gm/arguments/arg_stepsize.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__stepsize__jitter_8hpp_source.html">stan/gm/arguments/arg_stepsize_jitter.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__hmc_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__hmc.html">stan::gm::arg_hmc</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__HMC__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__HMC__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__engine_8hpp.html">stan/gm/arguments/arg_engine.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__metric_8hpp.html">stan/gm/arguments/arg_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__stepsize_8hpp.html">stan/gm/arguments/arg_stepsize.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__stepsize__jitter_8hpp.html">stan/gm/arguments/arg_stepsize_jitter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__hmc.html">   15</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__hmc.html">arg_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;hmc&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Hamiltonian Monte Carlo&quot;</span>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__engine.html">arg_engine</a>());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__metric.html">arg_metric</a>());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__stepsize.html">arg_stepsize</a>());</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html">arg_stepsize_jitter</a>());</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">arg_id.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__id_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__id.html">stan::gm::arg_id</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__id_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ID__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ID__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__id.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__id.html">arg_id</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__id.html#a9db2f80b010bff893370ae4b230bd966">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__id.html#a9db2f80b010bff893370ae4b230bd966">arg_id</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;id&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Unique process identifier&quot;</span>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;0&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 0;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 2.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__id.html#a477cdfd1a053c2e7b63bdadada63ff60">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__id.html#a477cdfd1a053c2e7b63bdadada63ff60">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+</div>
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+</div>
+<p><a href="arg__init_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__init_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__INIT__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__INIT__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__init.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__init.html">arg_init</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">string_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__init.html#acfb9b2317ca874c9c9c266c03ac1368f">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__init.html#acfb9b2317ca874c9c9c266c03ac1368f">arg_init</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">string_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;init&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = std::string(<span class="stringliteral">&quot;Initialization method: &quot;</span>)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          + std::string(<span class="stringliteral">&quot;\&quot;x\&quot; initializes randomly bewteen [-x, x], &quot;</span>)</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          + std::string(<span class="stringliteral">&quot;\&quot;0\&quot; initializes to 0, &quot;</span>)</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          + std::string(<span class="stringliteral">&quot;anything else identifies a file of values&quot;</span>);</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;\&quot;2\&quot;&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="stringliteral">&quot;2&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = <span class="stringliteral">&quot;../src/test/gm/arguments/test_model.init.R&quot;</span>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    };</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="title">arg_init_alpha.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__init__alpha_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html">stan::gm::arg_init_alpha</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/arg__init__alpha_8hpp_source.html b/doc/api/html/arg__init__alpha_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+<!-- end header part -->
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+<div class="title">arg_init_alpha.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__init__alpha_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__INIT_ALPHA__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__INIT_ALPHA__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__init__alpha.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__init__alpha.html">arg_init_alpha</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;init_alpha&quot;</span>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__init__alpha.html#ac40372ef2c1cbe5d9ede053b1014c003">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__init__alpha.html#ac40372ef2c1cbe5d9ede053b1014c003">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__int__time_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__int__time.html">stan::gm::arg_int_time</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="contents">
+<a href="arg__int__time_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__INT__TIME__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__INT__TIME__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__int__time.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__int__time.html">arg_int_time</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;int_time&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Total integration time for Hamiltonian evolution&quot;</span>;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__int__time.html#a71716eb472c59395c6de8cbca1755c00">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__int__time.html#a71716eb472c59395c6de8cbca1755c00">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__iter_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__iter.html">stan::gm::arg_iter</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__iter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ITER__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ITER__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__iter.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__iter.html">arg_iter</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__iter.html#addc4d554b12927d3e099cb78e84b4c69">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__iter.html#addc4d554b12927d3e099cb78e84b4c69">arg_iter</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;iter&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Total number of iterations&quot;</span>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 2000;</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__max__depth_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__max__depth.html">stan::gm::arg_max_depth</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div class="title">arg_max_depth.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__max__depth_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__MAX_DEPTH__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__MAX_DEPTH__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__max__depth.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__max__depth.html">arg_max_depth</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__max__depth.html#aa43e5f69ecea1ab64a93d0544f5b2204">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__max__depth.html#aa43e5f69ecea1ab64a93d0544f5b2204">arg_max_depth</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;max_depth&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Maximum tree depth&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;0 &lt; max_depth&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;10&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 10;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 2.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__max__depth.html#a30a8bb165ba3b981ab802337641bbe60">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__max__depth.html#a30a8bb165ba3b981ab802337641bbe60">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="list__argument_8hpp_source.html">stan/gm/arguments/list_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__sample_8hpp_source.html">stan/gm/arguments/arg_sample.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__optimize_8hpp_source.html">stan/gm/arguments/arg_optimize.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__diagnose_8hpp_source.html">stan/gm/arguments/arg_diagnose.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">arg_method.hpp</div>  </div>
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+<a href="arg__method_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__METHOD__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__METHOD__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__sample_8hpp.html">stan/gm/arguments/arg_sample.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__optimize_8hpp.html">stan/gm/arguments/arg_optimize.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__diagnose_8hpp.html">stan/gm/arguments/arg_diagnose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__method.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__method.html">arg_method</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;method&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Analysis method (Note that method= is optional)&quot;</span>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__sample.html">arg_sample</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__optimize.html">arg_optimize</a>());</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;} <span class="comment">// stan</span></div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="list__argument_8hpp_source.html">stan/gm/arguments/list_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__unit__e_8hpp_source.html">stan/gm/arguments/arg_unit_e.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__diag__e_8hpp_source.html">stan/gm/arguments/arg_diag_e.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__dense__e_8hpp_source.html">stan/gm/arguments/arg_dense_e.hpp</a>&gt;</code><br/>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div class="title">arg_metric.hpp</div>  </div>
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+<a href="arg__metric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__METRIC__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__METRIC__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__unit__e_8hpp.html">stan/gm/arguments/arg_unit_e.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__diag__e_8hpp.html">stan/gm/arguments/arg_diag_e.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__dense__e_8hpp.html">stan/gm/arguments/arg_dense_e.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__metric.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__metric.html">arg_metric</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;metric&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Geometry of base manifold&quot;</span>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__unit__e.html">arg_unit_e</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__diag__e.html">arg_diag_e</a>());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__dense__e.html">arg_dense_e</a>());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a> = 1;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a> = <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    };</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<code>#include &lt;<a class="el" href="arg__stepsize_8hpp_source.html">stan/gm/arguments/arg_stepsize.hpp</a>&gt;</code><br/>
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+<div class="title">arg_nesterov.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__nesterov_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__NESTEROV__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__NESTEROV__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__stepsize_8hpp.html">stan/gm/arguments/arg_stepsize.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__nesterov.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__nesterov.html">arg_nesterov</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">arg_nesterov</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;nesterov&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Nesterov&#39;s accelerated gradient method&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__stepsize.html">arg_stepsize</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="arg__newton_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__NEWTON__HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__newton.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__newton.html">arg_newton</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__newton.html#a40a307722a2f91f3c1507261183fd4a2">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__newton.html#a40a307722a2f91f3c1507261183fd4a2">arg_newton</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;newton&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Newton&#39;s method&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<a href="arg__num__samples_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__NUM__SAMPLES__HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__num__samples.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__num__samples.html">arg_num_samples</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 1000;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__num__samples.html#aeca6a105ba2ef2e80ec02969bd581af2">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__num__samples.html#aeca6a105ba2ef2e80ec02969bd581af2">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt;= 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
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+<a href="arg__num__warmup_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__NUM__WARMUP__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__NUM__WARMUP__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__num__warmup.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__num__warmup.html">arg_num_warmup</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 1000;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__num__warmup.html#a3671f012b8c32dbc0cc470db0be437ff">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__num__warmup.html#a3671f012b8c32dbc0cc470db0be437ff">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt;= 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__max__depth_8hpp_source.html">stan/gm/arguments/arg_max_depth.hpp</a>&gt;</code><br/>
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+<p><a href="arg__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__NUTS__HMC__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__NUTS__HMC__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__max__depth_8hpp.html">stan/gm/arguments/arg_max_depth.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__nuts.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__nuts.html">arg_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__nuts.html#a54338616bb4ea3c6cdaa922fe60f6279">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__nuts.html#a54338616bb4ea3c6cdaa922fe60f6279">arg_nuts</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;nuts&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;The No-U-Turn Sampler&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__max__depth.html">arg_max_depth</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__optimize__algo_8hpp_source.html">stan/gm/arguments/arg_optimize_algo.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__iter_8hpp_source.html">stan/gm/arguments/arg_iter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__save__iterations_8hpp_source.html">stan/gm/arguments/arg_save_iterations.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="arg__optimize_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OPTIMIZE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__OPTIMIZE__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__optimize__algo_8hpp.html">stan/gm/arguments/arg_optimize_algo.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__iter_8hpp.html">stan/gm/arguments/arg_iter.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__optimize.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__optimize.html">arg_optimize</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;optimize&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Point estimation&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__optimize__algo.html">arg_optimize_algo</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__iter.html">arg_iter</a>());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__save__iterations.html">arg_save_iterations</a>());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    };</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="list__argument_8hpp_source.html">stan/gm/arguments/list_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__nesterov_8hpp_source.html">stan/gm/arguments/arg_nesterov.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__bfgs_8hpp_source.html">stan/gm/arguments/arg_bfgs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__newton_8hpp_source.html">stan/gm/arguments/arg_newton.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__optimize__algo_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__optimize__algo.html">stan::gm::arg_optimize_algo</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
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+  </td>
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+<div class="title">arg_optimize_algo.hpp</div>  </div>
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+<a href="arg__optimize__algo_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OPTIMIZE__ALGO__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__OPTIMIZE__ALGO__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__nesterov_8hpp.html">stan/gm/arguments/arg_nesterov.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__bfgs_8hpp.html">stan/gm/arguments/arg_bfgs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__newton_8hpp.html">stan/gm/arguments/arg_newton.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__optimize__algo.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__optimize__algo.html">arg_optimize_algo</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__optimize__algo.html#a6c60961805502a27dd60db458155b30e">   18</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__optimize__algo.html#a6c60961805502a27dd60db458155b30e">arg_optimize_algo</a>() {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;algorithm&quot;</span>;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__nesterov.html">arg_nesterov</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__bfgs.html">arg_bfgs</a>());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__newton.html">arg_newton</a>());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a> = 1;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a> = <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    };</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__output__file_8hpp_source.html">stan/gm/arguments/arg_output_file.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__diagnostic__file_8hpp_source.html">stan/gm/arguments/arg_diagnostic_file.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__refresh_8hpp_source.html">stan/gm/arguments/arg_refresh.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__output_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OUTPUT__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__OUTPUT__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__output__file_8hpp.html">stan/gm/arguments/arg_output_file.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__diagnostic__file_8hpp.html">stan/gm/arguments/arg_diagnostic_file.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__refresh_8hpp.html">stan/gm/arguments/arg_refresh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__output.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__output.html">arg_output</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__output.html#a00b3df35f243cba8de0e50cacff5f9f8">   18</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__output.html#a00b3df35f243cba8de0e50cacff5f9f8">arg_output</a>() {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;output&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;File output options&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__output__file.html">arg_output_file</a>());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__diagnostic__file.html">arg_diagnostic_file</a>());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__refresh.html">arg_refresh</a>());</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    };</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<p><a href="arg__output__file_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__output__file_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OUTPUT__FILE__HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Output file&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;Path to existing file&quot;</span>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="stringliteral">&quot;output.csv&quot;</span>;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__seed_8hpp_source.html">stan/gm/arguments/arg_seed.hpp</a>&gt;</code><br/>
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+<p><a href="arg__random_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__random.html">stan::gm::arg_random</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<div class="title">arg_random.hpp</div>  </div>
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+<a href="arg__random_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__RANDOM__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__RANDOM__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__seed_8hpp.html">stan/gm/arguments/arg_seed.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__random.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__random.html">arg_random</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__random.html#a04356fb8dd2badb38de8d957d89ccd25">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__random.html#a04356fb8dd2badb38de8d957d89ccd25">arg_random</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;random&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Random number configuration&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__seed.html">arg_seed</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__refresh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html">stan::gm::arg_refresh</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/arg__refresh_8hpp_source.html b/doc/api/html/arg__refresh_8hpp_source.html
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="arg__refresh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__REFRESH__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__REFRESH__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__refresh.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__refresh.html">arg_refresh</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;refresh&quot;</span>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 100;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__refresh.html#a2ea73528686bcd3386826638346a7173">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__refresh.html#a2ea73528686bcd3386826638346a7173">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__rwm_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__rwm.html">stan::gm::arg_rwm</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="arg__rwm_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__RWM__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__RWM__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__rwm.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__rwm.html">arg_rwm</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__rwm.html#a7e6e4430b6cc5d35128899c2d7e7f4c1">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__rwm.html#a7e6e4430b6cc5d35128899c2d7e7f4c1">arg_rwm</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;rwm&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Random Walk Metropolis Monte Carlo&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">arg_sample.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__num__samples_8hpp_source.html">stan/gm/arguments/arg_num_samples.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__num__warmup_8hpp_source.html">stan/gm/arguments/arg_num_warmup.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__save__warmup_8hpp_source.html">stan/gm/arguments/arg_save_warmup.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__thin_8hpp_source.html">stan/gm/arguments/arg_thin.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__adapt_8hpp_source.html">stan/gm/arguments/arg_adapt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__sample__algo_8hpp_source.html">stan/gm/arguments/arg_sample_algo.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__sample_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__sample.html">stan::gm::arg_sample</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/arg__sample_8hpp_source.html b/doc/api/html/arg__sample_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div class="title">arg_sample.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__sample_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__SAMPLE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__SAMPLE__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__num__samples_8hpp.html">stan/gm/arguments/arg_num_samples.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__num__warmup_8hpp.html">stan/gm/arguments/arg_num_warmup.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__save__warmup_8hpp.html">stan/gm/arguments/arg_save_warmup.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__thin_8hpp.html">stan/gm/arguments/arg_thin.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__adapt_8hpp.html">stan/gm/arguments/arg_adapt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__sample__algo_8hpp.html">stan/gm/arguments/arg_sample_algo.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__sample.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__sample.html">arg_sample</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__sample.html#a76e9dba4b18fff10db3938783e4bbc84">   21</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__sample.html#a76e9dba4b18fff10db3938783e4bbc84">arg_sample</a>() {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;sample&quot;</span>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Bayesian inference with Markov Chain Monte Carlo&quot;</span>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__num__samples.html">arg_num_samples</a>());</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__num__warmup.html">arg_num_warmup</a>());</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__thin.html">arg_thin</a>());</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__adapt.html">arg_adapt</a>());</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__sample__algo.html">arg_sample_algo</a>());</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">arg_sample_algo.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="list__argument_8hpp_source.html">stan/gm/arguments/list_argument.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__hmc_8hpp_source.html">stan/gm/arguments/arg_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__rwm_8hpp_source.html">stan/gm/arguments/arg_rwm.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__sample__algo_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html">stan::gm::arg_sample_algo</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+<!-- end header part -->
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+<div class="title">arg_sample_algo.hpp</div>  </div>
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+<div class="contents">
+<a href="arg__sample__algo_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__SAMPLE__ALGO__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__SAMPLE__ALGO__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__hmc_8hpp.html">stan/gm/arguments/arg_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__rwm_8hpp.html">stan/gm/arguments/arg_rwm.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__sample__algo.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__sample__algo.html">arg_sample_algo</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__sample__algo.html#a677c78a97f6e522c2b532d5ec8cdc436">   17</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__sample__algo.html#a677c78a97f6e522c2b532d5ec8cdc436">arg_sample_algo</a>() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;algorithm&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Sampling algorithm&quot;</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__hmc.html">arg_hmc</a>());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a> = 0;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a> = <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    };</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="arg__save__iterations_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html">stan::gm::arg_save_iterations</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+<!-- end header part -->
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+<div class="title">arg_save_iterations.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="arg__save__iterations_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OUTPUT__SAVE__ITERATIONS__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__OUTPUT__SAVE__ITERATIONS__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__save__iterations.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__save__iterations.html">arg_save_iterations</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__save__iterations.html#ac3c6147547688bf229a5a229b761891f">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__save__iterations.html#ac3c6147547688bf229a5a229b761891f">arg_save_iterations</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;save_iterations&quot;</span>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<p><a href="arg__save__warmup_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div class="contents">
+<a href="arg__save__warmup_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__OUTPUT__SAVE__WARMUP__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__OUTPUT__SAVE__WARMUP__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__save__warmup.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__save__warmup.html">arg_save_warmup</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__save__warmup.html#abc63cf780ff0ec05b668034557e66e5a">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__save__warmup.html#abc63cf780ff0ec05b668034557e66e5a">arg_save_warmup</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;save_warmup&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Stream warmup samples to output?&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;[0, 1]&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;0&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = <span class="keyword">false</span>;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 1;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+<a href="arg__seed_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__SEED__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__SEED__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__seed.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__seed.html">arg_seed</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__seed.html#a49ef4eab0312fb9eebdaf8901a24a50f">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__seed.html#a49ef4eab0312fb9eebdaf8901a24a50f">arg_seed</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">u_int_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;seed&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Random number generator seed&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;seed &gt; 0, if negative seed is generated from time&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;-1&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = -1;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 18383;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<code>#include &lt;<a class="el" href="arg__int__time_8hpp_source.html">stan/gm/arguments/arg_int_time.hpp</a>&gt;</code><br/>
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+<a href="arg__static_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__STATIC__HMC__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__STATIC__HMC__HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__int__time_8hpp.html">stan/gm/arguments/arg_int_time.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__static.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__static.html">arg_static</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__static.html#aad5c9ed706c879ffc39b2f44b4ce9aef">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__static.html#aad5c9ed706c879ffc39b2f44b4ce9aef">arg_static</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;static&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Static integration time&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__int__time.html">arg_int_time</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160; </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<a href="arg__stepsize_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__STEPSIZE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__STEPSIZE__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__stepsize.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__stepsize.html">arg_stepsize</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;stepsize&quot;</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Step size for discrete evolution&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a> = <span class="stringliteral">&quot;0 &lt; stepsize&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;1&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 1.0;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__stepsize.html#a39d1b37895f28567618958d5b7df849d">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__stepsize.html#a39d1b37895f28567618958d5b7df849d">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="arg__stepsize__jitter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__STEPSIZE__JITTER__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__STEPSIZE__JITTER__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html">arg_stepsize_jitter</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#af57b445faa0178cddfc60633a0452e02">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#af57b445faa0178cddfc60633a0452e02">arg_stepsize_jitter</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;stepsize_jitter&quot;</span>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;0&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 0.0;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 0.5;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#acf9b3e56f3f411ecf82e0af58f05517d">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#acf9b3e56f3f411ecf82e0af58f05517d">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> 0 &lt;= value &amp;&amp; value &lt;= 1; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="arg__test_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__TEST__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__TEST__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="list__argument_8hpp.html">stan/gm/arguments/list_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__test__gradient_8hpp.html">stan/gm/arguments/arg_test_gradient.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__test.html">arg_test</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test.html#a09019b7ca0e874ecc2946309b1032acd">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__test.html#a09019b7ca0e874ecc2946309b1032acd">arg_test</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;test&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Diagnostic test&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__test__gradient.html">arg_test_gradient</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a> = 0;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a> = <a class="code" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">_default_cursor</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<a href="arg__test__grad__eps_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__TEST__GRAD__EPS__HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html">arg_test_grad_eps</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html#a1105ef70c0defa9892e9bd5993fd24cf">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html#a1105ef70c0defa9892e9bd5993fd24cf">arg_test_grad_eps</a>(): <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>() {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-6;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html#aa547cb6de6ea0e76098b79cce8e94cf7">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html#aa547cb6de6ea0e76098b79cce8e94cf7">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="arg__test__grad__err_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__TEST__GRAD__ERR__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__TEST__GRAD__ERR__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__grad__err.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__test__grad__err.html">arg_test_grad_err</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = <span class="stringliteral">&quot;1e-6&quot;</span>;</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__grad__err.html#a449f28acf765be6f6998f1fabebc7b40">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__test__grad__err.html#a449f28acf765be6f6998f1fabebc7b40">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="arg__test__grad__eps_8hpp_source.html">stan/gm/arguments/arg_test_grad_eps.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__test__grad__err_8hpp_source.html">stan/gm/arguments/arg_test_grad_err.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__test__gradient_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__TEST__GRADIENT__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__TEST__GRADIENT__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__argument_8hpp.html">stan/gm/arguments/categorical_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__test__grad__eps_8hpp.html">stan/gm/arguments/arg_test_grad_eps.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="arg__test__grad__err_8hpp.html">stan/gm/arguments/arg_test_grad_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__gradient.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__test__gradient.html">arg_test_gradient</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1categorical__argument.html">categorical_argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__test__gradient.html#aa61549ae85bb062c3cc5f76668b3e1dd">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__test__gradient.html#aa61549ae85bb062c3cc5f76668b3e1dd">arg_test_gradient</a>() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;gradient&quot;</span>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Check model gradient against finite differences&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__test__grad__eps.html">arg_test_grad_eps</a>());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>.push_back(<span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1arg__test__grad__err.html">arg_test_grad_err</a>());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    };</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="arg__thin_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__THIN__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__THIN__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__thin.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__thin.html">arg_thin</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = 1;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__thin.html#a98ba3e88a6641e25ca08d3c35ca68e68">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__thin.html#a98ba3e88a6641e25ca08d3c35ca68e68">is_valid</a>(<span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</code><br/>
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+<p><a href="arg__tolerance_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__tolerance_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__TOLERANCE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__TOLERANCE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singleton__argument_8hpp.html">stan/gm/arguments/singleton_argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__tolerance.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__tolerance.html">arg_tolerance</a> : <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <a class="code" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = desc;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a> = def_str;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a> = def;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a> = 1.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a> = -1.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a> = <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__tolerance.html#a003c31f5f93a8a7f77ec46b7c9e2420c">   26</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1arg__tolerance.html#a003c31f5f93a8a7f77ec46b7c9e2420c">is_valid</a>(<span class="keywordtype">double</span> <a class="code" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>) { <span class="keywordflow">return</span> value &gt; 0; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="arg__unit__e_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__UNIT_E__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__UNIT_E__HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__unit__e.html">   10</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1arg__unit__e.html">arg_unit_e</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1arg__unit__e.html#a6772c5923ce0c23db100e1157aa232c5">   14</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1arg__unit__e.html#a6772c5923ce0c23db100e1157aa232c5">arg_unit_e</a>() {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> = <span class="stringliteral">&quot;unit_e&quot;</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> = <span class="stringliteral">&quot;Euclidean manifold with unit metric&quot;</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<code>#include &lt;string&gt;</code><br/>
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+<a href="argument_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ARGUMENT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ARGUMENT__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1argument.html">argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">   15</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        : <a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a>(2),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          <a class="code" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a>(20) { }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        : <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a>(name),</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a>(2),</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a>(20) { }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">   24</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>() { }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">   26</a></span>&#160;      std::string <a class="code" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>()<span class="keyword"> const </span>{ </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a>; </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">   30</a></span>&#160;      std::string <a class="code" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>()<span class="keyword"> const </span>{ </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a>; </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a00e74796257dff5e01e40a771a6bdc93">print</a>(std::ostream* s, <span class="keyword">const</span> <span class="keywordtype">int</span> depth, <span class="keyword">const</span> <span class="keywordtype">char</span> prefix) = 0;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1argument.html#aa2e3ed12ca3904af93b24c42f8a008ff">print_help</a>(std::ostream* s, <span class="keyword">const</span> <span class="keywordtype">int</span> depth, <span class="keyword">const</span> <span class="keywordtype">bool</span> recurse) = 0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">   37</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">parse_args</a>(std::vector&lt;std::string&gt;&amp; args,</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;                              std::ostream* out,</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;                              std::ostream* err,</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                              <span class="keywordtype">bool</span>&amp; help_flag) { </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>; </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">   44</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">probe_args</a>(<a class="code" href="classstan_1_1gm_1_1argument.html">argument</a>* base_arg, std::stringstream&amp; s) {};</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">   46</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">find_arg</a>(std::string <a class="code" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                            std::string prefix,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                            std::vector&lt;std::string&gt;&amp; valid_paths) {</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">if</span> (name == <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a>) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          valid_paths.push_back(prefix + <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a>);</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      }</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordtype">size_t</span> pos = arg.find(<span class="charliteral">&#39;=&#39;</span>);</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">if</span> (pos != std::string::npos) {</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          name = <a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;          value = <span class="stringliteral">&quot;&quot;</span>;</div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      </div>
+<div class="line"><a name="l00067"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">   67</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1gm_1_1argument.html">argument</a>* <a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="keyword">const</span> std::string <a class="code" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>) { </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> 0; </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      </div>
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+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a> * depth + 1; </div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00076"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">   76</a></span>&#160;      std::string <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a>;</div>
+<div class="line"><a name="l00077"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">   77</a></span>&#160;      std::string <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a>;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    </div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">   79</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">   80</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    };</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<code>#include &lt;vector&gt;</code><br/>
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+<code>#include &lt;cstring&gt;</code><br/>
+<code>#include &lt;<a class="el" href="argument_8hpp_source.html">stan/gm/arguments/argument.hpp</a>&gt;</code><br/>
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+<div class="title">argument_parser.hpp</div>  </div>
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+<a href="argument__parser_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ARGUMENT__PARSER__HPP__</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="argument_8hpp.html">stan/gm/arguments/argument.hpp</a>&gt;</span></div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="title">argument_probe.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="argument_8hpp_source.html">stan/gm/arguments/argument.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="argument__probe_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__probe.html">stan::gm::argument_probe</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">argument_probe.hpp</div>  </div>
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+<a href="argument__probe_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__ARGUMENT__PROBE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__ARGUMENT__PROBE__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="argument_8hpp.html">stan/gm/arguments/argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument__probe.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1argument__probe.html">argument_probe</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument__probe.html#a82b991e17fd517f1a04ba905acb545be">   18</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a82b991e17fd517f1a04ba905acb545be">argument_probe</a>(std::vector&lt;argument*&gt;&amp; valid_args)</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        : <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">_arguments</a>(valid_args) {}</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument__probe.html#a4754d08a83d1bdf23e18ceb1b16dc26a">   21</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a4754d08a83d1bdf23e18ceb1b16dc26a">probe_args</a>(std::stringstream&amp; s) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">for</span> (std::vector&lt;argument*&gt;::iterator arg_it = <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">_arguments</a>.begin();</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;             arg_it != <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">_arguments</a>.end(); ++arg_it)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          (*arg_it)-&gt;probe_args(*arg_it, s);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">   31</a></span>&#160;      std::vector&lt;argument*&gt;&amp; <a class="code" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">_arguments</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    };</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;  </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promoter_8hpp_source.html">stan/math/matrix/promoter.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="array__builder_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1array__builder.html">stan::math::array_builder&lt; T &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Structure for building up arrays in an expression (rather than in statements) using an argumentchaining <a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">add()</a> method and a getter method <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">array()</a> to return the result.  <a href="structstan_1_1math_1_1array__builder.html#details">More...</a><br/></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
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+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">assign.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+</div>
+<p><a href="assign_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5f394c15ea3eb97743382631f91801cf"><td class="memTemplParams" colspan="2">template&lt;typename LHS , typename RHS &gt; </td></tr>
+<tr class="memitem:a5f394c15ea3eb97743382631f91801cf"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf">stan::math::assign</a> (LHS &amp;lhs, const RHS &amp;rhs)</td></tr>
+<tr class="memdesc:a5f394c15ea3eb97743382631f91801cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Copy the right-hand side's value to the left-hand side variable.  <a href="#a5f394c15ea3eb97743382631f91801cf"></a><br/></td></tr>
+<tr class="separator:a5f394c15ea3eb97743382631f91801cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5371f0f914e9b79a0700577e5557c0b7"><td class="memTemplParams" colspan="2">template&lt;typename LHS , typename RHS , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a5371f0f914e9b79a0700577e5557c0b7"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5371f0f914e9b79a0700577e5557c0b7">stan::math::assign</a> (Eigen::Matrix&lt; LHS, R1, C1 &gt; &amp;x, const Eigen::Matrix&lt; RHS, R2, C2 &gt; &amp;y)</td></tr>
+<tr class="memdesc:a5371f0f914e9b79a0700577e5557c0b7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Copy the right-hand side's value to the left-hand side variable.  <a href="#a5371f0f914e9b79a0700577e5557c0b7"></a><br/></td></tr>
+<tr class="separator:a5371f0f914e9b79a0700577e5557c0b7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a0a80c719463c4e3caa03df731e2c2cb9"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0a80c719463c4e3caa03df731e2c2cb9">stan::math::assign</a> (Eigen::Matrix&lt; LHS, R, C &gt; &amp;x, const Eigen::Matrix&lt; RHS, R, C &gt; &amp;y)</td></tr>
+<tr class="memdesc:a0a80c719463c4e3caa03df731e2c2cb9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Copy the right-hand side's value to the left-hand side variable.  <a href="#a0a80c719463c4e3caa03df731e2c2cb9"></a><br/></td></tr>
+<tr class="separator:a0a80c719463c4e3caa03df731e2c2cb9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa4af3a90ad3b5ec1507dfc1823fdb8da"><td class="memTemplParams" colspan="2">template&lt;typename LHS , typename RHS , int R, int C&gt; </td></tr>
+<tr class="memitem:aa4af3a90ad3b5ec1507dfc1823fdb8da"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa4af3a90ad3b5ec1507dfc1823fdb8da">stan::math::assign</a> (Eigen::Block&lt; LHS &gt; x, const Eigen::Matrix&lt; RHS, R, C &gt; &amp;y)</td></tr>
+<tr class="memdesc:aa4af3a90ad3b5ec1507dfc1823fdb8da"><td class="mdescLeft">&#160;</td><td class="mdescRight">Copy the right-hand side's value to the left-hand side variable.  <a href="#aa4af3a90ad3b5ec1507dfc1823fdb8da"></a><br/></td></tr>
+<tr class="separator:aa4af3a90ad3b5ec1507dfc1823fdb8da"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2c6dec98c71fd478c2ee16bc274b464d"><td class="memTemplParams" colspan="2">template&lt;typename LHS , typename RHS &gt; </td></tr>
+<tr class="memitem:a2c6dec98c71fd478c2ee16bc274b464d"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2c6dec98c71fd478c2ee16bc274b464d">stan::math::assign</a> (std::vector&lt; LHS &gt; &amp;x, const std::vector&lt; RHS &gt; &amp;y)</td></tr>
+<tr class="memdesc:a2c6dec98c71fd478c2ee16bc274b464d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Copy the right-hand side's value to the left-hand side variable.  <a href="#a2c6dec98c71fd478c2ee16bc274b464d"></a><br/></td></tr>
+<tr class="separator:a2c6dec98c71fd478c2ee16bc274b464d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+<div class="title">assign.hpp</div>  </div>
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+<div class="contents">
+<a href="assign_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ASSIGN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__ASSIGN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment">// #include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="comment">// Recursive assignment with size match checking and promotion</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> LHS, <span class="keyword">typename</span> RHS&gt;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf">   39</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign</a>(LHS&amp; lhs, <span class="keyword">const</span> RHS&amp; rhs) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      lhs = rhs;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> LHS, <span class="keyword">typename</span> RHS, <span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> </div>
+<div class="line"><a name="l00065"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5371f0f914e9b79a0700577e5557c0b7">   65</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign</a>(Eigen::Matrix&lt;LHS,R1,C1&gt;&amp; x, </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;           <span class="keyword">const</span> Eigen::Matrix&lt;RHS,R2,C2&gt;&amp; y) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;error in call to assign(Eigen::Matrix,Eigen::Matrix)&quot;</span></div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; R1=&quot;</span> &lt;&lt; R1 </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; C1=&quot;</span> &lt;&lt; C1</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; R2=&quot;</span> &lt;&lt; R2</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> </div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;           <span class="keyword">const</span> Eigen::Matrix&lt;RHS,R,C&gt;&amp; y) {</div>
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+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;    }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> LHS, <span class="keyword">typename</span> RHS, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> </div>
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+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;           <span class="keyword">const</span> Eigen::Matrix&lt;RHS,R,C&gt;&amp; y) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">stan::math::validate_matching_sizes</a>(x,y,<span class="stringliteral">&quot;assign&quot;</span>);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n &lt; y.cols(); ++n)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; y.rows(); ++m)</div>
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+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> LHS, <span class="keyword">typename</span> RHS&gt;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> </div>
+<div class="line"><a name="l00153"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a2c6dec98c71fd478c2ee16bc274b464d">  153</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign</a>(std::vector&lt;LHS&gt;&amp; x, <span class="keyword">const</span> std::vector&lt;RHS&gt;&amp; y) {</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">stan::math::validate_matching_sizes</a>(x,y,<span class="stringliteral">&quot;assign&quot;</span>);</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign</a>(x[i],y[i]);</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    }</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;  }</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;}</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="ast_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__AST_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__AST_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
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+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;</div>
+<div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;</div>
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+<div class="line"><a name="l00704"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1contains__var.html#abf59ec75e5e6729db7424da7ecce4ea7">  704</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; <a class="code" href="structstan_1_1gm_1_1contains__var.html#abf59ec75e5e6729db7424da7ecce4ea7">var_map_</a>;</div>
+<div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;      <a class="code" href="structstan_1_1gm_1_1contains__var.html#a8d00ba5b2f7fcecec2baca23d1ddb200">contains_var</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map);</div>
+<div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__var.html#abd731c09e08561b635b0ccd4a9075502">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
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+<div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__var.html#abd731c09e08561b635b0ccd4a9075502">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1double__literal.html">double_literal</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__var.html#abd731c09e08561b635b0ccd4a9075502">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1array__literal.html">array_literal</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
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+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__var.html#abd731c09e08561b635b0ccd4a9075502">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1binary__op.html">binary_op</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__var.html#abd731c09e08561b635b0ccd4a9075502">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1unary__op.html">unary_op</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;    };</div>
+<div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;</div>
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+<div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;                 <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map);</div>
+<div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;</div>
+<div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;</div>
+<div class="line"><a name="l00721"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html">  721</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html">contains_nonparam_var</a> : <span class="keyword">public</span> boost::static_visitor&lt;bool&gt; {</div>
+<div class="line"><a name="l00722"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#adddb447cfb03a1031db491d6ff004d8d">  722</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#adddb447cfb03a1031db491d6ff004d8d">var_map_</a>;</div>
+<div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;      <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#a6beb41e5c41785733e1cc6881eba82a9">contains_nonparam_var</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map);</div>
+<div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1int__literal.html">int_literal</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1double__literal.html">double_literal</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1array__literal.html">array_literal</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable.html">variable</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1fun.html">fun</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1index__op.html">index_op</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00731"></a><span class="lineno">  731</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1binary__op.html">binary_op</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1contains__nonparam__var.html#ae3faaa613f42c8cb8ac24a521e156e8d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1unary__op.html">unary_op</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) <span class="keyword">const</span>;</div>
+<div class="line"><a name="l00733"></a><span class="lineno">  733</span>&#160;    };</div>
+<div class="line"><a name="l00734"></a><span class="lineno">  734</span>&#160;</div>
+<div class="line"><a name="l00735"></a><span class="lineno">  735</span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a5cd24fa3880414fae68b9f140341781c">has_non_param_var</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>,</div>
+<div class="line"><a name="l00736"></a><span class="lineno">  736</span>&#160;                           <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map);</div>
+<div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;</div>
+<div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;</div>
+<div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;  }</div>
+<div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;}</div>
+<div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160; </div>
+<div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
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+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;stan/gm/function_signatures.h&gt;</code><br/>
+</div>
+<p><a href="ast__def_8cpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:adbc7bd18dc8464af8d3deee3dc1119de"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+          <td class="memname">#define __STAN__GM__AST_DEF_HPP__</td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00002">2</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<a href="ast__def_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__AST_DEF_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;climits&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">   23</a></span>&#160;    std::ostream&amp; <a class="code" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">write_base_expr_type</a>(std::ostream&amp; o, <a class="code" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> type) {</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        o &lt;&lt; <span class="stringliteral">&quot;int&quot;</span>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">break</span>;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        o &lt;&lt; <span class="stringliteral">&quot;real&quot;</span>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">break</span>;</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        o &lt;&lt; <span class="stringliteral">&quot;vector&quot;</span>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">case</span> <a class="code" href="namespacestan_1_1gm.html#a262a14a590dd1cc841d61cfec98b1ecd">ROW_VECTOR_T</a> :</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">default</span>:</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        o &lt;&lt; <span class="stringliteral">&quot;UNKNOWN&quot;</span>;</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    }</div>
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+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">  112</a></span>&#160;    <a class="code" href="classstan_1_1gm_1_1function__signatures.html">function_signatures</a>&amp; <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">function_signatures::instance</a>() {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="comment">// FIXME:  for threaded models, requires double-check lock</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">if</span> (!sigs_)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        sigs_ = <span class="keyword">new</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html">function_signatures</a>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">return</span> *sigs_;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    }</div>
+<div class="line"><a name="l00118"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">  118</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">function_signatures::add</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;                                   <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&amp; result_type,</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;                                   <span class="keyword">const</span> std::vector&lt;expr_type&gt;&amp; arg_types) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      sigs_map_[name].push_back(<a class="code" href="namespacestan_1_1gm.html#ab969833a2ffdf92a759238a5d9ba5859">function_signature_t</a>(result_type,arg_types));</div>
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+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    }</div>
+<div class="line"><a name="l00124"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1function__signatures.html#a155a6d04ca2dd66396558e55afee2ac9">  124</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">function_signatures::add</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;                                  <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&amp; result_type) {</div>
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+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    }</div>
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+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      std::vector&lt;expr_type&gt; arg_types;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      arg_types.push_back(arg_type);</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">add</a>(name,result_type,arg_types);</div>
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+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      arg_types.push_back(arg_type1);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      arg_types.push_back(arg_type2);</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">add</a>(name,result_type,arg_types);</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    }</div>
+<div class="line"><a name="l00145"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1function__signatures.html#a827e5f55c134829c58dc20924ba02d8e">  145</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">function_signatures::add</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;                                  <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&amp; result_type,</div>
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+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                                  <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&amp; arg_type2,</div>
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+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      std::vector&lt;expr_type&gt; arg_types;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      arg_types.push_back(arg_type1);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      arg_types.push_back(arg_type2);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      arg_types.push_back(arg_type3);</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">add</a>(name,result_type,arg_types);</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    }</div>
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+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      std::vector&lt;expr_type&gt; arg_types;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      arg_types.push_back(arg_type1);</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      arg_types.push_back(arg_type2);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      arg_types.push_back(arg_type3);</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      arg_types.push_back(arg_type4);</div>
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+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      arg_types.push_back(arg_type7);</div>
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+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">add</a>(name,<a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a>,<a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a>,<a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a>);</div>
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+<div class="line"><a name="l00235"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">  235</a></span>&#160;    <span class="keywordtype">int</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">function_signatures::num_promotions</a>(</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;                            <span class="keyword">const</span> std::vector&lt;expr_type&gt;&amp; call_args,</div>
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+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;                                         <span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;                                         <span class="keyword">const</span> std::vector&lt;expr_type&gt;&amp; args,</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;                                         std::ostream&amp; error_msgs) {</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      std::vector&lt;function_signature_t&gt; signatures = sigs_map_[name];</div>
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+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordtype">size_t</span> min_promotions = <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">std::numeric_limits&lt;size_t&gt;::max</a>(); </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keywordtype">size_t</span> num_matches = 0;</div>
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+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; signatures.size(); ++i) {</div>
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+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keywordtype">size_t</span> promotions_ui = <span class="keyword">static_cast&lt;</span><span class="keywordtype">size_t</span><span class="keyword">&gt;</span>(promotions);</div>
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+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (promotions_ui == min_promotions) {</div>
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+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">if</span> (num_matches == 1) {</div>
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+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (num_matches == 0) {</div>
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+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;                   &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        error_msgs &lt;&lt; num_matches &lt;&lt; <span class="stringliteral">&quot; matches with &quot;</span> </div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;                   &lt;&lt; min_promotions &lt;&lt; <span class="stringliteral">&quot; integer promotions &quot;</span></div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;                   &lt;&lt; <span class="stringliteral">&quot;for function name=\&quot;&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;\&quot;&quot;</span> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; args.size(); ++i)</div>
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+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      error_msgs &lt;&lt; <span class="stringliteral">&quot;available function signatures for &quot;</span></div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;                 &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;:&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; signatures.size(); ++i) {</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        error_msgs &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;.  &quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;(&quot;</span>;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; signatures[i].second.size(); ++j) {</div>
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+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;          error_msgs &lt;&lt; signatures[i].second[j];</div>
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+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        error_msgs &lt;&lt; <span class="stringliteral">&quot;) : &quot;</span> &lt;&lt; signatures[i].first &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;    function_signatures::function_signatures() { </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;<span class="preprocessor">#include &lt;stan/gm/function_signatures.h&gt;</span></div>
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+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;    std::set&lt;std::string&gt;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mean_8hpp_source.html">stan/math/matrix/mean.hpp</a>&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;complex&gt;</code><br/>
+<code>#include &lt;unsupported/Eigen/FFT&gt;</code><br/>
+</div>
+<p><a href="autocorrelation_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:afca2f21cad2a74d9d5ff27c4ae47d6cf"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afca2f21cad2a74d9d5ff27c4ae47d6cf"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf">stan::prob::autocorrelation</a> (const std::vector&lt; T &gt; &amp;y, std::vector&lt; T &gt; &amp;ac, Eigen::FFT&lt; T &gt; &amp;fft)</td></tr>
+<tr class="memdesc:afca2f21cad2a74d9d5ff27c4ae47d6cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write autocorrelation estimates for every lag for the specified input sequence into the specified result using the specified FFT engine.  <a href="#afca2f21cad2a74d9d5ff27c4ae47d6cf"></a><br/></td></tr>
+<tr class="separator:afca2f21cad2a74d9d5ff27c4ae47d6cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a426d883667d0707d0d6d6337831e41c4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a426d883667d0707d0d6d6337831e41c4"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a426d883667d0707d0d6d6337831e41c4">stan::prob::autocorrelation</a> (const std::vector&lt; T &gt; &amp;y, std::vector&lt; T &gt; &amp;ac)</td></tr>
+<tr class="memdesc:a426d883667d0707d0d6d6337831e41c4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write autocorrelation estimates for every lag for the specified input sequence into the specified result.  <a href="#a426d883667d0707d0d6d6337831e41c4"></a><br/></td></tr>
+<tr class="separator:a426d883667d0707d0d6d6337831e41c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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diff --git a/doc/api/html/autocorrelation_8hpp_source.html b/doc/api/html/autocorrelation_8hpp_source.html
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li>  </ul>
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+<div class="title">autocorrelation.hpp</div>  </div>
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+<a href="autocorrelation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__AUTOCORRELATION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__AUTOCORRELATION_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mean_8hpp.html">stan/math/matrix/mean.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;complex&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;unsupported/Eigen/FFT&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordtype">size_t</span> fft_next_good_size(<span class="keywordtype">size_t</span> N) { </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">if</span> (N &lt;= 2) <span class="keywordflow">return</span> 2;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">while</span> (<span class="keyword">true</span>) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;          <span class="keywordtype">size_t</span> m = N;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          <span class="keywordflow">while</span>((m % 2) == 0) m /= 2;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          <span class="keywordflow">while</span>((m % 3) == 0) m /= 3;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          <span class="keywordflow">while</span>((m % 5) == 0) m /= 5;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          <span class="keywordflow">if</span> (m &lt;= 1)</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;            <span class="keywordflow">return</span> N; </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          N++;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    } </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf">   56</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf" title="Write autocorrelation estimates for every lag for the specified input sequence into the specified res...">autocorrelation</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; y,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                         std::vector&lt;T&gt;&amp; ac,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                         Eigen::FFT&lt;T&gt;&amp; fft) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">using</span> std::vector;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keyword">using</span> std::complex;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordtype">size_t</span> N = y.size();</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordtype">size_t</span> M = fft_next_good_size(N); </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordtype">size_t</span> Mt2 = 2 * M;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      vector&lt;complex&lt;T&gt; &gt; freqvec;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="comment">// centered_signal = y-mean(y) followed by N zeroes</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      vector&lt;T&gt; centered_signal(y);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      centered_signal.insert(centered_signal.end(),Mt2-N,0.0);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      T <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a> = <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">stan::math::mean</a>(y);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; i++)</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        centered_signal[i] -= mean;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      fft.fwd(freqvec,centered_signal);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; Mt2; ++i)</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        freqvec[i] = complex&lt;T&gt;(norm(freqvec[i]), 0.0);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      fft.inv(ac,freqvec);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      ac.resize(N);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="comment">/*</span></div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;<span class="comment">      vector&lt;T&gt; mask_correction_factors;      </span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;<span class="comment">      vector&lt;T&gt; mask;</span></div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;<span class="comment">      mask.insert(mask.end(),N,1.0);</span></div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="comment">      mask.insert(mask.end(),N,0.0);</span></div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;<span class="comment">      </span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;<span class="comment">      freqvec.resize(0);</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;<span class="comment">      fft.fwd(freqvec,mask);</span></div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;<span class="comment">      for (size_t i = 0; i &lt; Nt2; ++i)</span></div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;<span class="comment">        freqvec[i] = complex&lt;T&gt;(norm(freqvec[i]), 0.0);</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;<span class="comment">      </span></div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;<span class="comment">      fft.inv(mask_correction_factors, freqvec);</span></div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;<span class="comment"></span></div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="comment">      for (size_t i = 0; i &lt; N; ++i) {</span></div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;<span class="comment">        ac[i] /= mask_correction_factors[i];</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;<span class="comment">      }</span></div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;<span class="comment">      */</span></div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; ++i) {</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        ac[i] /= (N - i); </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      } </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      T var = ac[0];      </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; ++i)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        ac[i] /= var;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00126"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a426d883667d0707d0d6d6337831e41c4">  126</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf" title="Write autocorrelation estimates for every lag for the specified input sequence into the specified res...">autocorrelation</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; y,</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;                         std::vector&lt;T&gt;&amp; ac) {</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      Eigen::FFT&lt;T&gt; fft;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf" title="Write autocorrelation estimates for every lag for the specified input sequence into the specified res...">autocorrelation</a>(y,ac,fft);</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    }</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;  }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;}</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/autocovariance_8hpp.html b/doc/api/html/autocovariance_8hpp.html
new file mode 100644
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+<div class="title">autocovariance.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="autocorrelation_8hpp_source.html">stan/prob/autocorrelation.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2variance_8hpp_source.html">stan/math/matrix/variance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="autocovariance_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac4390e4cb6742ab59c9d6c401cd7a188"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac4390e4cb6742ab59c9d6c401cd7a188"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188">stan::prob::autocovariance</a> (const std::vector&lt; T &gt; &amp;y, std::vector&lt; T &gt; &amp;acov, Eigen::FFT&lt; T &gt; &amp;fft)</td></tr>
+<tr class="memdesc:ac4390e4cb6742ab59c9d6c401cd7a188"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write autocovariance estimates for every lag for the specified input sequence into the specified result using the specified FFT engine.  <a href="#ac4390e4cb6742ab59c9d6c401cd7a188"></a><br/></td></tr>
+<tr class="separator:ac4390e4cb6742ab59c9d6c401cd7a188"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a73aec38db728d2f43f80fbdcc314b3db"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a73aec38db728d2f43f80fbdcc314b3db"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a73aec38db728d2f43f80fbdcc314b3db">stan::prob::autocovariance</a> (const std::vector&lt; T &gt; &amp;y, std::vector&lt; T &gt; &amp;acov)</td></tr>
+<tr class="memdesc:a73aec38db728d2f43f80fbdcc314b3db"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write autocovariance estimates for every lag for the specified input sequence into the specified result.  <a href="#a73aec38db728d2f43f80fbdcc314b3db"></a><br/></td></tr>
+<tr class="separator:a73aec38db728d2f43f80fbdcc314b3db"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/autocovariance_8hpp_source.html b/doc/api/html/autocovariance_8hpp_source.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<a href="autocovariance_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__AUTOCOVARIANCE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__AUTOCOVARIANCE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="autocorrelation_8hpp.html">stan/prob/autocorrelation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2variance_8hpp.html">stan/math/matrix/variance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188">   33</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188" title="Write autocovariance estimates for every lag for the specified input sequence into the specified resu...">autocovariance</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; y,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                        std::vector&lt;T&gt;&amp; acov,</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                        Eigen::FFT&lt;T&gt;&amp; fft) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <a class="code" href="namespacestan_1_1prob.html#afca2f21cad2a74d9d5ff27c4ae47d6cf" title="Write autocorrelation estimates for every lag for the specified input sequence into the specified res...">stan::prob::autocorrelation</a>(y, acov, fft);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      T var = <a class="code" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85" title="Returns the sample variance (divide by length - 1) of the coefficients in the specified standard vect...">stan::math::variance</a>(y) * (y.size()-1) / y.size();</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; y.size(); i++) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        acov[i] *= var;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a73aec38db728d2f43f80fbdcc314b3db">   62</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188" title="Write autocovariance estimates for every lag for the specified input sequence into the specified resu...">autocovariance</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; y,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                        std::vector&lt;T&gt;&amp; acov) {</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      Eigen::FFT&lt;T&gt; fft;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <a class="code" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188" title="Write autocovariance estimates for every lag for the specified input sequence into the specified resu...">autocovariance</a>(y,acov,fft);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;}</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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diff --git a/doc/api/html/autodiff_8hpp.html b/doc/api/html/autodiff_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_8hpp_source.html">stan/agrad/fwd.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<a href="autodiff_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__AUTO_DIFF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__AUTO_DIFF_HPP__</span></div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      dfx_dx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> F&gt;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                       <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                       <span class="keywordtype">int</span> n,</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;,Eigen::Dynamic,1&gt; x_fvar(x.size());</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        x_fvar(i) = <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x(i),i==n);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a> fx_fvar = f(x_fvar);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      fx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      dfx_dxn = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433">   71</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; x,</div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;             Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; grad_fx) {</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      Eigen::Matrix&lt;var,Eigen::Dynamic,1&gt; x_var(x.size());</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        x_var(i) = x(i);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> fx_var = f(x_var);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      fx = fx_var.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      grad_fx.resize(x.size());</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(fx_var.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        grad_fx(i) = x_var(i).adj();</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a>();</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a90556a6034444a74ac3859ab41d79334">   90</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;             T&amp; fx,</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;             Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; grad_fx) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      Eigen::Matrix&lt;fvar&lt;T&gt;,Eigen::Dynamic,1&gt; x_fvar(x.size());</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      grad_fx.resize(x.size());</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; x.size(); ++k)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          x_fvar(k) = <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x(k),k==i);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a> fx_fvar = f(x_fvar);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">if</span> (i == 0) fx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        grad_fx(i) = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    }</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00108"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">  108</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">jacobian</a>(<span class="keyword">const</span> F&amp; f,</div>
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+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;             Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; fx,</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;             Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; J) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;  <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      Matrix&lt;var,Dynamic,1&gt; x_var(x.size());</div>
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+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; fx_var.size(); ++i) {</div>
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+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(fx_var(i).vi_);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; x.size(); ++k)</div>
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+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      H.resize(x.size(), x.size());</div>
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+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) {</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        Eigen::Matrix&lt;fvar&lt;var&gt;, Eigen::Dynamic, 1&gt; x_fvar(x.size());</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; x.size(); ++j) </div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          x_fvar(j) = <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;var&gt;</a>(x(j),i==j);</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;var&gt;</a> fx_fvar = f(x_fvar);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(i) = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">if</span> (i == 0) fx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>);</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; x.size(); ++j)</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;          H(i,j) = x_fvar(j).val_.adj();</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      }</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;    }</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    <span class="comment">// time O(N^3);  space O(N^2)</span></div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00181"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ae0c1250f021e0a792f89308da1798c52">  181</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a757135302068c250c2379b0c13a28e2e">hessian</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;            <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;            T&amp; fx,</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;            Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>,</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;            Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; H) {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      H.resize(x.size(), x.size());</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      grad.resize(x.size());</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      Eigen::Matrix&lt;fvar&lt;fvar&lt;T&gt; &gt;,Eigen::Dynamic,1&gt; x_fvar(x.size());</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) {</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = i; j &lt; x.size(); ++j) {</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; x.size(); ++k)</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;            x_fvar(k) = <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;fvar&lt;T&gt;</a> &gt;(<a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x(k),j==k), </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;                                       <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(i==k,0));</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;          <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;fvar&lt;T&gt;</a> &gt; fx_fvar = f(x_fvar);</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          <span class="keywordflow">if</span> (j == 0) </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;            fx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>.val_;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          <span class="keywordflow">if</span> (i == j)</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;            <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(i) = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>.val_;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;          H(i,j) = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>.d_;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;          H(j,i) = H(i,j);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        }</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      }</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;    }</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;    <span class="comment">// aka directional derivative (not length normalized)</span></div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;    <span class="comment">// T2 must be assignable to T1</span></div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00210"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a193936962d2fceadcf578dd09b127776">  210</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a193936962d2fceadcf578dd09b127776">gradient_dot_vector</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;T1,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;T2,Eigen::Dynamic,1&gt;&amp; v,</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                        T1&amp; fx,</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;                        T1&amp; grad_fx_dot_v) {</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      Matrix&lt;fvar&lt;T1&gt;,Dynamic,1&gt; x_fvar(x.size());</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        x_fvar(i) = <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T1&gt;</a>(x(i),v(i));</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T1&gt;</a> fx_fvar = f(x_fvar);</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      fx = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      grad_fx_dot_v = fx_fvar.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;    }</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                           </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00232"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a65e3ff9debccf35476fd084b965c3eb1">  232</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a65e3ff9debccf35476fd084b965c3eb1">hessian_times_vector</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; v,</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;                         <span class="keywordtype">double</span>&amp; fx,</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;                         Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; Hv) {</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keyword">using</span> Eigen::Matrix; <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      Matrix&lt;var,Dynamic,1&gt; x_var(x.size());</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x_var.size(); ++i)</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;        x_var(i) = x(i);</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> fx_var;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> grad_fx_var_dot_v;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a193936962d2fceadcf578dd09b127776">gradient_dot_vector</a>(f,x_var,v,fx_var,grad_fx_var_dot_v);</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      fx = fx_var.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(grad_fx_var_dot_v.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>);</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      Hv.resize(x.size());</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i) </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;        Hv(i) = x_var(i).adj();</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a>();</div>
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+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> F&gt;</div>
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+<div class="line"><a name="l00255"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a410d4227fbb881a70b80ae5d110dafe9">  255</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a65e3ff9debccf35476fd084b965c3eb1">hessian_times_vector</a>(<span class="keyword">const</span> F&amp; f,</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; v,</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;                         T&amp; fx,</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;                         Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; Hv) {</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> Eigen::Matrix;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> Eigen::Dynamic;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      Matrix&lt;T,Dynamic,1&gt; <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      Matrix&lt;T,Dynamic,Dynamic&gt; H;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a757135302068c250c2379b0c13a28e2e">hessian</a>(f,x,fx,grad,H);</div>
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+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;    }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;    <span class="comment">// FIXME: add other results that are easy to extract</span></div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;    <span class="comment">// // N * (fwd(2) + bk)</span></div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> F&gt;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;    <span class="keywordtype">void</span></div>
+<div class="line"><a name="l00272"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#acba3577a92618529775046335dc015ac">  272</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#acba3577a92618529775046335dc015ac">grad_tr_mat_times_hessian</a>(</div>
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+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; x,</div>
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+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      }</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;</div>
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+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        grad_tr_MH(i) = x_var(i).adj();</div>
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+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;</div>
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+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;}</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<a href="base__adaptation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00006"></a><span class="lineno"><a class="code" href="namespacestan_1_1mcmc.html">    6</a></span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adaptation.html">    8</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__adaptation.html">base_adaptation</a> {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adaptation.html#afc41c7354b21fd64eb4a3d5964b4e230">   12</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__adaptation.html#afc41c7354b21fd64eb4a3d5964b4e230">restart</a>() {};</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    };</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<p><a href="base__adapter_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/base__adapter_8hpp_source.html b/doc/api/html/base__adapter_8hpp_source.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+<div class="title">base_adapter.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="base__adapter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  </div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;    </div>
+<div class="line"><a name="l00008"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html">    8</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html">base_adapter</a> {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;      </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">   12</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">base_adapter</a>(): <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>(false) {};</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">   14</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">engage_adaptation</a>()    { <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a> = <span class="keyword">true</span>; }</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">   15</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">disengage_adaptation</a>() { <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a> = <span class="keyword">false</span>; }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">   17</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">adapting</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>; }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">   21</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
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+<a href="base__hamiltonian_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__HAMILTONIAN__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__HAMILTONIAN__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="model_2util_8hpp.html">stan/model/util.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">typename</span> P, <span class="keyword">typename</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a> {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4f3adba6ad80e9b538e57bd655362eee">T</a>(P&amp; z) = 0;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">phi</a>(P&amp; z) = 0;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="comment">// phi = 0.5 * log | Lambda (q) | + V(q)</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">virtual</span> <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">dphi_dq</a>(P&amp; z) = 0;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">sample_p</a>(P&amp; z, BaseRNG&amp; rng) = 0;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      </div>
+<div class="line"><a name="l00041"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a43a6071f6c711fc9e2980515c3223d10">   41</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a43a6071f6c711fc9e2980515c3223d10">init</a>(P&amp; z) { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">update</a>(z); }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">   43</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">update</a>(P&amp; z) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          z.V = - stan::model::log_prob_grad&lt;true,true&gt;(<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">_model</a>, z.q, z.g, <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7db84e905cea2560e6a223656594c393">_err_stream</a>);</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        z.g *= -1;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <span class="keyword">protected</span>: </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      </div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">   58</a></span>&#160;        M&amp; <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">_model</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
+<div class="line"><a name="l00060"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7db84e905cea2560e6a223656594c393">   60</a></span>&#160;        std::ostream* <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7db84e905cea2560e6a223656594c393">_err_stream</a>;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      </div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a119fab9e5829911ccfb31a5f7ec1f30b">   62</a></span>&#160;        <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a119fab9e5829911ccfb31a5f7ec1f30b">_write_error_msg</a>(std::ostream* error_msgs,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                             <span class="keyword">const</span> std::domain_error&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) {</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;          </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;          <span class="keywordflow">if</span> (!error_msgs) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;          *error_msgs &lt;&lt; std::endl</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;Informational Message: The current Metropolis proposal is about to be &quot;</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;rejected becuase of the following issue:&quot;</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                      &lt;&lt; std::endl</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                      &lt;&lt; e.what() &lt;&lt; std::endl</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;If this warning occurs sporadically, such as for highly constrained &quot;</span></div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;variable types like covariance matrices, then the sampler is fine,&quot;</span></div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                      &lt;&lt; std::endl</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;but if this warning occurs often then your model may be either severely &quot;</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                      &lt;&lt; <span class="stringliteral">&quot;ill-conditioned or misspecified.&quot;</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                      &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      }</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    };</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">base_hmc.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;math.h&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__mcmc_8hpp_source.html">stan/mcmc/base_mcmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ps__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="base__hmc_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/base__hmc_8hpp_source.html b/doc/api/html/base__hmc_8hpp_source.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">base_hmc.hpp</div>  </div>
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+<a href="base__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;math.h&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__mcmc_8hpp.html">stan/mcmc/base_mcmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> M, <span class="keyword">class</span> P, <span class="keyword">template</span>&lt;<span class="keyword">class</span>, <span class="keyword">class</span>&gt; <span class="keyword">class </span>H, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              <span class="keyword">template</span>&lt;<span class="keyword">class</span>, <span class="keyword">class</span>&gt; <span class="keyword">class </span>I, <span class="keyword">class </span>BaseRNG&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html">   20</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html">base_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">base_mcmc</a> {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">   24</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>):</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">base_mcmc</a>(o, e),</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>(m.num_params_r()),</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a>),</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>(m, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">_err_stream</a>),</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>(rng),</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>(<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>),</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>(0.1),</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a>(<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>),</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a>(0.0)</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      {};</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      </div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">   36</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream* o) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">if</span>(!o) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        *o &lt;&lt; <span class="stringliteral">&quot;# Step size = &quot;</span> &lt;&lt; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>() &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.write_metric(o);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      </div>
+<div class="line"><a name="l00042"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">   42</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt;std::string&gt;&amp; model_names,</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;                                        std::vector&lt;std::string&gt;&amp; names) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.get_param_names(model_names, names);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      };</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      </div>
+<div class="line"><a name="l00047"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">   47</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt;double&gt;&amp; values) {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.get_params(values);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      };</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      </div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">   51</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(<span class="keyword">const</span> Eigen::VectorXd&amp; q) {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.q = q;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      </div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">   55</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>() {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_init(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;  </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.sample_p(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.init(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordtype">double</span> H0 = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>); <span class="comment">// Guaranteed to be finite if randomly initialized</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a>.evolve(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordtype">double</span> h = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe" title="Checks if the given number is NaN.">boost::math::isnan</a>(h)) h = std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordtype">double</span> delta_H = H0 - h;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordtype">int</span> direction = delta_H &gt; <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.8) ? 1 : -1;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">while</span> (1) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.ps_point::operator=(z_init);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.sample_p(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.init(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;          </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          <span class="keywordtype">double</span> H0 = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a>.evolve(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;          </div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;          <span class="keywordtype">double</span> h = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe" title="Checks if the given number is NaN.">boost::math::isnan</a>(h)) h = std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;          <span class="keywordtype">double</span> delta_H = H0 - h;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;          <span class="keywordflow">if</span> ((direction == 1) &amp;&amp; !(delta_H &gt; <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.8)))</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          <span class="keywordflow">else</span> <span class="keywordflow">if</span> ((direction == -1) &amp;&amp; !(delta_H &lt; <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.8)))</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;            this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> = ( (direction == 1)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;                                   ? 2.0 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                                   : 0.5 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> );</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          <span class="keywordflow">if</span> (this-&gt;_nom_epsilon &gt; 1e7)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;            <span class="keywordflow">throw</span> std::runtime_error(<span class="stringliteral">&quot;Posterior is improper. Please check your model.&quot;</span>);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          <span class="keywordflow">if</span> (this-&gt;_nom_epsilon == 0)</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;            <span class="keywordflow">throw</span> std::runtime_error(<span class="stringliteral">&quot;No acceptably small step size could be found. Perhaps the posterior is not continuous?&quot;</span>);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        }</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.ps_point::operator=(z_init);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">  109</a></span>&#160;      P&amp; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>; }</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">  111</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span>(e &gt; 0) <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> = <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      </div>
+<div class="line"><a name="l00115"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">  115</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>; }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      </div>
+<div class="line"><a name="l00117"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">  117</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a>; }</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      </div>
+<div class="line"><a name="l00119"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">  119</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> j) {</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span>(j &gt; 0 &amp;&amp; j &lt; 1) <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a> = j;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      }</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      </div>
+<div class="line"><a name="l00123"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">  123</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a>; }</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      </div>
+<div class="line"><a name="l00125"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">  125</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>() {</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a> = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">if</span>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a>)</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a> *= ( 1.0 + this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a> * (2.0 * this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>() - 1.0) );</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    </div>
+<div class="line"><a name="l00133"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">  133</a></span>&#160;      P <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">  134</a></span>&#160;      I&lt;H&lt;M, BaseRNG&gt;, P&gt; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a>;</div>
+<div class="line"><a name="l00135"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">  135</a></span>&#160;      H&lt;M, BaseRNG&gt; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      </div>
+<div class="line"><a name="l00137"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">  137</a></span>&#160;      BaseRNG&amp; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      </div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="comment">// Uniform(0, 1) RNG</span></div>
+<div class="line"><a name="l00140"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">  140</a></span>&#160;      boost::uniform_01&lt;BaseRNG&amp;&gt; <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>;                </div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      </div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">  142</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>;</div>
+<div class="line"><a name="l00143"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">  143</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a>;</div>
+<div class="line"><a name="l00144"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">  144</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a>;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    </div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    };</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/base__integrator_8hpp.html b/doc/api/html/base__integrator_8hpp.html
new file mode 100644
index 00000000000..4bff8c5640c
--- /dev/null
+++ b/doc/api/html/base__integrator_8hpp.html
@@ -0,0 +1,128 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/mcmc/hmc/integrators/base_integrator.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator&lt; H, P &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="base__integrator_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__INTEGRATOR__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__INTEGRATOR__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> H, <span class="keyword">typename</span> P&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__integrator.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__integrator.html">base_integrator</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">   15</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">base_integrator</a>(std::ostream* o): <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>(o) {};</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a9462d1729356a62c9d3264c81bfe2ea8">evolve</a>(P&amp; z, H&amp; hamiltonian, <span class="keyword">const</span> <span class="keywordtype">double</span> epsilon) = 0;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">   21</a></span>&#160;      std::ostream* <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
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+</div><!--header-->
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+<a href="base__leapfrog_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__LEAPFROG__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__LEAPFROG__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__integrator_8hpp.html">stan/mcmc/hmc/integrators/base_integrator.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> H, <span class="keyword">typename</span> P&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html">base_leapfrog</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html">base_integrator</a>&lt;H, P&gt; {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a633d75fe0c95602fe6546e5a2cb217ae">   17</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a633d75fe0c95602fe6546e5a2cb217ae">base_leapfrog</a>(std::ostream* o): <a class="code" href="classstan_1_1mcmc_1_1base__integrator.html">base_integrator</a>&lt;H, P&gt;(o) {};</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">evolve</a>(P&amp; z, H&amp; hamiltonian, <span class="keyword">const</span> <span class="keywordtype">double</span> epsilon) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">begin_update_p</a>(z, hamiltonian, 0.5 * epsilon);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">update_q</a>(z, hamiltonian, epsilon);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        hamiltonian.update(z);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">end_update_p</a>(z, hamiltonian, 0.5 * epsilon);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">   30</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">verbose_evolve</a>(P&amp; z, H&amp; hamiltonian, <span class="keyword">const</span> <span class="keywordtype">double</span> epsilon) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        </div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordtype">int</span> width = 14;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordtype">int</span> nColumn = 4;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;Verbose Hamiltonian Evolution, Step Size = &quot;</span> &lt;&lt; epsilon &lt;&lt; <span class="stringliteral">&quot;:&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span> &lt;&lt; std::setw(nColumn * width) &lt;&lt; std::setfill(<span class="charliteral">&#39;-&#39;</span>)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                               &lt;&lt; <span class="stringliteral">&quot;&quot;</span> &lt;&lt; std::setfill(<span class="charliteral">&#39; &#39;</span>) &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Poisson&quot;</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Initial&quot;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Current&quot;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;DeltaH&quot;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                               &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Operator&quot;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Hamiltonian&quot;</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;Hamiltonian&quot;</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;/ Stepsize^{2}&quot;</span></div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                               &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span> &lt;&lt; std::setw(nColumn * width) &lt;&lt; std::setfill(<span class="charliteral">&#39;-&#39;</span>)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                       &lt;&lt; <span class="stringliteral">&quot;&quot;</span> &lt;&lt; std::setfill(<span class="charliteral">&#39; &#39;</span>) &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordtype">double</span> H0 = hamiltonian.H(z);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">begin_update_p</a>(z, hamiltonian, 0.5 * epsilon);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordtype">double</span> H1 = hamiltonian.H(z);</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;hat{V}/2&quot;</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H0</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H1</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; (H1 - H0) / (epsilon * epsilon)</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                               &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;          </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">update_q</a>(z, hamiltonian, epsilon);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        hamiltonian.update(z);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keywordtype">double</span> H2 = hamiltonian.H(z);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;hat{T}&quot;</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H0</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H2</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; (H2 - H0) / (epsilon * epsilon)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                               &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        }</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">end_update_p</a>(z, hamiltonian, 0.5 * epsilon);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordtype">double</span> H3 = hamiltonian.H(z);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span></div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; <span class="stringliteral">&quot;hat{V}/2&quot;</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H0</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; H3</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;                               &lt;&lt; std::setw(width) &lt;&lt; std::left &lt;&lt; (H3 - H0) / (epsilon * epsilon)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                               &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          *(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a>) &lt;&lt; <span class="stringliteral">&quot;    &quot;</span> &lt;&lt; std::setw(nColumn * width) &lt;&lt; std::setfill(<span class="charliteral">&#39;-&#39;</span>)</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                               &lt;&lt; <span class="stringliteral">&quot;&quot;</span> &lt;&lt; std::setfill(<span class="charliteral">&#39; &#39;</span>) &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      }</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">begin_update_p</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) = 0;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">update_q</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) = 0;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">end_update_p</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) = 0;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      </div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    };</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    </div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;  </div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+</div>
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+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;<a class="el" href="sample_8hpp_source.html">stan/mcmc/sample.hpp</a>&gt;</code><br/>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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+<a href="base__mcmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE_MCMC__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE_MCMC__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="sample_8hpp.html">stan/mcmc/sample.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">base_mcmc</a> {</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">   19</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>() {};</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample) = 0;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;                                                std::vector&lt;std::string&gt;&amp; names) {};</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      </div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">   38</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">get_sampler_diagnostics</a>(std::vector&lt;double&gt;&amp; values) {};</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      std::string <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">   44</a></span>&#160;      std::ostream* <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">   45</a></span>&#160;      std::ostream* <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">_err_stream</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    };</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;  </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
diff --git a/doc/api/html/base__nuts_8hpp.html b/doc/api/html/base__nuts_8hpp.html
new file mode 100644
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;math.h&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="functions_2min_8hpp_source.html">stan/math/functions/min.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__hmc_8hpp_source.html">stan/mcmc/hmc/base_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ps__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="base__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1mcmc_1_1nuts__util.html">stan::mcmc::nuts_util</a></td></tr>
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diff --git a/doc/api/html/base__nuts_8hpp_source.html b/doc/api/html/base__nuts_8hpp_source.html
new file mode 100644
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+<div class="title">base_nuts.hpp</div>  </div>
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+<a href="base__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;math.h&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="functions_2min_8hpp.html">stan/math/functions/min.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__hmc_8hpp.html">stan/mcmc/hmc/base_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html">   14</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="comment">// Constants through each recursion</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">   17</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">log_u</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">   18</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">H0</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">   19</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">sign</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="comment">// Aggregators through each recursion</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad3f10003284b647aa8a6d246e8d73935">   22</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad3f10003284b647aa8a6d246e8d73935">n_tree</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">   23</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">sum_prob</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">   24</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    };</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS).</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> M, <span class="keyword">class</span> P, <span class="keyword">template</span>&lt;<span class="keyword">class</span>, <span class="keyword">class</span>&gt; <span class="keyword">class </span>H, </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">class</span>, <span class="keyword">class</span>&gt; <span class="keyword">class </span>I, <span class="keyword">class </span>BaseRNG&gt;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">   32</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html">base_hmc</a>&lt;M, P, H, I, BaseRNG&gt;</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
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+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">   37</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>):</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html">base_hmc</a>&lt;M, P, H, I, BaseRNG&gt;(m, rng, o, e),</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>(0), <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">_max_depth</a>(5), <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a>(1000), <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a>(0)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      {};</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      </div>
+<div class="line"><a name="l00042"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">   42</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>() {};</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">   44</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> d) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">if</span>(d &gt; 0)</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">_max_depth</a> = d;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      </div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">   49</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> d) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a> = d;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      </div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">   53</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">_max_depth</a>; }</div>
+<div class="line"><a name="l00054"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">   54</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a>; }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">   56</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>&amp; init_sample)</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      {</div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>();</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a> util;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(init_sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">cont_params</a>());</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.sample_p(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a>);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.init(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_plus(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_minus(z_plus);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
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+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_propose(z_plus);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordtype">int</span> n_cont = init_sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">cont_params</a>().size();</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        Eigen::VectorXd rho_init = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.p;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        Eigen::VectorXd rho_plus(n_cont); rho_plus.setZero();</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        Eigen::VectorXd rho_minus(n_cont); rho_minus.setZero();</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">H0</a> = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="comment">// Sample the slice variable</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">log_u</a> = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>());</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        </div>
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+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keywordtype">int</span> n_valid = 0;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a> = 0;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a> = 0;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad3f10003284b647aa8a6d246e8d73935">n_tree</a> = 0;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">sum_prob</a> = 0;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        </div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordflow">while</span> (util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> &amp;&amp; (this-&gt;_depth &lt;= this-&gt;_max_depth) ) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          <span class="comment">// Randomly sample a direction in time</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>* <a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a> = 0;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          Eigen::VectorXd* rho = 0;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          <span class="keywordflow">if</span> (this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>() &gt; 0.5)</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          {</div>
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+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;            util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">sign</a> = 1;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          {</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;            z = &amp;z_minus;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;            rho = &amp;rho_minus;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;            util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">sign</a> = -1;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          </div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          <span class="comment">// And build a new subtree in that direction </span></div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.ps_point::operator=(*z);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          <span class="keywordtype">int</span> n_valid_subtree = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>, *rho, 0, z_propose, util);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          </div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          *z = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          <span class="comment">// Metropolis-Hastings sample the fresh subtree</span></div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          <span class="keywordflow">if</span> (!util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a>)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          </div>
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+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          <span class="keywordflow">if</span> (n_valid) {</div>
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+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;                           static_cast&lt;double&gt;(n_valid);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;          } <span class="keywordflow">else</span> {</div>
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+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          </div>
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+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;            z_sample = z_propose;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;          </div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;          n_valid += n_valid_subtree;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          </div>
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+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;          Eigen::VectorXd delta_rho = rho_minus + rho_init + rho_plus;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">compute_criterion</a>(z_minus, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, delta_rho);</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          </div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          ++(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>);</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        }</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        </div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        --(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>); <span class="comment">// Correct for increment at end of loop</span></div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        </div>
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+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        </div>
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+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        </div>
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+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      </div>
+<div class="line"><a name="l00173"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">  173</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt;double&gt;&amp; values) {</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        values.push_back(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a>);</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        values.push_back(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        values.push_back(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a>);</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      }</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">compute_criterion</a>(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; start, P&amp; finish, Eigen::VectorXd&amp; rho) = 0;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      </div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="comment">// Returns number of valid points in the completed subtree</span></div>
+<div class="line"><a name="l00182"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">  182</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(<span class="keywordtype">int</span> depth, Eigen::VectorXd&amp; rho, </div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;                     <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>* z_init_parent, <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; z_propose,</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;                     <a class="code" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a>&amp; util)</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        </div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="comment">// Base case</span></div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="keywordflow">if</span> (depth == 0) </div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        {</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;          </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a>.evolve(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>, </div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;                                   util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">sign</a> * this-&gt;_epsilon);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;          rho += this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.p;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          <span class="keywordflow">if</span> (z_init_parent) *z_init_parent = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          z_propose = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;          </div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;          <span class="keywordtype">double</span> h = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a>.H(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>); </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe" title="Checks if the given number is NaN.">boost::math::isnan</a>(h)) h = std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          </div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;          util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> = util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">log_u</a> + (h - util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">H0</a>) &lt; this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          <span class="keywordflow">if</span> (!util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a>) ++(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a>);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;          util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">sum_prob</a> += <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">stan::math::min</a>(1, <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">H0</a> - h));</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;          util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad3f10003284b647aa8a6d246e8d73935">n_tree</a> += 1;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;          <span class="keywordflow">return</span> (util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">log_u</a> + (h - util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#a083059897da783bc5a50a483b3d1a183">H0</a>) &lt; 0);</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;          </div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        } </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="comment">// General recursion</span></div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        {</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;          Eigen::VectorXd left_subtree_rho(rho.size()); left_subtree_rho.setZero();</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_init(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>);</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;          </div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          <span class="keywordtype">int</span> n1 = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(depth - 1, left_subtree_rho, &amp;z_init, z_propose, util);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          <span class="keywordflow">if</span> (z_init_parent) *z_init_parent = z_init;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;          </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          <span class="keywordflow">if</span> (!util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a>) <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;          </div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          Eigen::VectorXd right_subtree_rho(rho.size()); right_subtree_rho.setZero();</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> z_propose_right(z_init);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          <span class="keywordtype">int</span> n2 = <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(depth - 1, right_subtree_rho, 0, z_propose_right, util);</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;          <span class="keywordtype">double</span> accept_prob = <span class="keyword">static_cast&lt;</span><span class="keywordtype">double</span><span class="keyword">&gt;</span>(n2) /</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;                               static_cast&lt;double&gt;(n1 + n2);</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;          </div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          <span class="keywordflow">if</span> ( util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> &amp;&amp; (this-&gt;_rand_uniform() &lt; accept_prob) )</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;            z_propose = z_propose_right;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;          Eigen::VectorXd&amp; subtree_rho = left_subtree_rho;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          subtree_rho += right_subtree_rho;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          </div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          rho += subtree_rho;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          </div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;          util.<a class="code" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">criterion</a> &amp;= <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">compute_criterion</a>(z_init, this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>, subtree_rho);</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          <span class="keywordflow">return</span> n1 + n2;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;          </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        }</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      }</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;</div>
+<div class="line"><a name="l00248"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">  248</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">_depth</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">  249</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">_max_depth</a>;</div>
+<div class="line"><a name="l00250"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">  250</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a>;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div>
+<div class="line"><a name="l00252"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">  252</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a>;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      </div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;    };</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;    </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;  </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/base__static__hmc_8hpp.html b/doc/api/html/base__static__hmc_8hpp.html
new file mode 100644
index 00000000000..6d4685f0e5c
--- /dev/null
+++ b/doc/api/html/base__static__hmc_8hpp.html
@@ -0,0 +1,131 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/mcmc/hmc/static/base_static_hmc.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+var searchBox = new SearchBox("searchBox", "search",false,'Search');
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+<div class="textblock"><code>#include &lt;math.h&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__hmc_8hpp_source.html">stan/mcmc/hmc/base_hmc.hpp</a>&gt;</code><br/>
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+<a href="base__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__BASE__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__BASE__STATIC__HMC__BETA__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;math.h&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__hmc_8hpp.html">stan/mcmc/hmc/base_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// with static integration time</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        </div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe" title="Checks if the given number is NaN.">boost::math::isnan</a>(h)) h = std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordtype">double</span> acceptProb = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(H0 - h);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">if</span> (acceptProb &lt; 1 &amp;&amp; this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a>() &gt; acceptProb) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.ps_point::operator=(z_init);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        acceptProb = acceptProb &gt; 1 ? 1 : acceptProb;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a>.q, - this-&gt;_hamiltonian.V(this-&gt;_z), acceptProb);</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      }</div>
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+<div class="line"><a name="l00060"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">   60</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream&amp; o) {</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      </div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">   64</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream&amp; o) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        o &lt;&lt; this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a> &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a> &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      </div>
+<div class="line"><a name="l00068"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">   68</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt;std::string&gt;&amp; names) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        names.push_back(<span class="stringliteral">&quot;stepsize__&quot;</span>);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        names.push_back(<span class="stringliteral">&quot;int_time__&quot;</span>);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      </div>
+<div class="line"><a name="l00073"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">   73</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt;double&gt;&amp; values) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        values.push_back(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a>);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        values.push_back(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a>);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">   78</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>, <span class="keyword">const</span> <span class="keywordtype">double</span> t) {</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">if</span>(e &gt; 0 &amp;&amp; t &gt; 0) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> = <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>; <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a> = t; <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>();</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      }</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      </div>
+<div class="line"><a name="l00084"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">   84</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>, <span class="keyword">const</span> <span class="keywordtype">int</span> l) {</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">if</span>(e &gt; 0 &amp;&amp; l &gt; 0) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> = <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>; <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a> = l; <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a> = this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a> * <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a>;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      </div>
+<div class="line"><a name="l00090"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">   90</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> t) { </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keywordflow">if</span>(t &gt; 0) {</div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        }</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        </div>
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+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        }</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      </div>
+<div class="line"><a name="l00103"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">  103</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a>; }</div>
+<div class="line"><a name="l00104"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">  104</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>() { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a>; }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      </div>
+<div class="line"><a name="l00108"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">  108</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a>;</div>
+<div class="line"><a name="l00109"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">  109</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      </div>
+<div class="line"><a name="l00111"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">  111</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>() { </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a> = <span class="keyword">static_cast&lt;</span><span class="keywordtype">int</span><span class="keyword">&gt;</span>(<a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a> / this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a>);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a> = <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a> &lt; 1 ? 1 : <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a>;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      </div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    };</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  </div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;boost/random/bernoulli_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
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+<p><a href="bernoulli_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:afea2d4a81899214550a87b8a09220620"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">stan::prob::bernoulli_rng</a> (const double theta, RNG &amp;rng)</td></tr>
+<tr class="separator:afea2d4a81899214550a87b8a09220620"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_2fa10d765296c30bb35aa6c0b0bc0528.html">univariate</a></li><li class="navelem"><a class="el" href="dir_7f504516231d3fe329ee42a0c6d09a23.html">discrete</a></li>  </ul>
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+<div class="title">bernoulli.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="bernoulli_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BERNOULLI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BERNOULLI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/bernoulli_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="comment">// Bernoulli(n|theta)   [0 &lt;= n &lt;= 1;   0 &lt;= theta &lt;= 1]</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="comment">// FIXME: documentation</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a0bc33fe590391b82dab751bdadaf7b62">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a0bc33fe590391b82dab751bdadaf7b62">bernoulli_log</a>(<span class="keyword">const</span> T_n&amp; n,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                  <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 0, 1, <span class="stringliteral">&quot;n&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                   n,theta,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, theta);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(theta) == 1) {  </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;          sum += <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[n]);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> theta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[0]);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <span class="comment">// avoid nans when sum == N or sum == 0</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">if</span> (sum == N) {</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          logp += N * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(theta_dbl);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] += N / theta_dbl;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (sum == 0) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          logp += N * <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(theta_dbl);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] += N / (theta_dbl - 1);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> log_theta = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(theta_dbl);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> log1m_theta = <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(theta_dbl);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;          logp += sum * log_theta;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          logp += (N - <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>) * log1m_theta;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;          <span class="comment">// gradient</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] += sum / theta_dbl;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] += (N - <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>) / (theta_dbl - 1);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          }</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        }</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">int</span> n_int = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[n]);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> theta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[n]);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;    </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          <span class="keywordflow">if</span> (n_int == 1)</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;            logp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(theta_dbl);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;            logp += <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(theta_dbl);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          <span class="comment">// gradient</span></div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;            <span class="keywordflow">if</span> (n_int == 1)</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 1.0 / theta_dbl;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;            <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 1.0 / (theta_dbl - 1);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    }</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00122"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a219ad54841aea16fc57524fca232f2e7">  122</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a0bc33fe590391b82dab751bdadaf7b62">bernoulli_log</a>(<span class="keyword">const</span> T_y&amp; n, </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;                  <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">return</span> bernoulli_log&lt;false&gt;(n,theta);</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    }</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="comment">// Bernoulli(n|inv_logit(theta))   [0 &lt;= n &lt;= 1;   -inf &lt;= theta &lt;= inf]</span></div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <span class="comment">// FIXME: documentation</span></div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00132"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5c8219bcfefefbfb4035de576837ab45">  132</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5c8219bcfefefbfb4035de576837ab45">bernoulli_logit_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_logit_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">stan::math::log1p</a>;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 0, 1, <span class="stringliteral">&quot;n&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Logit transformed probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                                   n,theta,</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      </div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, theta);</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">int</span> n_int = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[n]);</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> theta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[n]);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">sign</a> = 2*n_int-1;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> ntheta = sign * theta_dbl;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_m_ntheta = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-ntheta);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;  </div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        <span class="comment">// Handle extreme values gracefully using Taylor approximations.</span></div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keyword">const</span> <span class="keyword">static</span> <span class="keywordtype">double</span> cutoff = 20.0;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keywordflow">if</span> (ntheta &gt; cutoff)</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          logp -= exp_m_ntheta;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (ntheta &lt; -cutoff)</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;          logp += ntheta;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          logp -= <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(exp_m_ntheta);</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          <span class="keyword">const</span> <span class="keyword">static</span> <span class="keywordtype">double</span> cutoff = 20.0;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          <span class="keywordflow">if</span> (ntheta &gt; cutoff)</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= exp_m_ntheta;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;          <span class="keywordflow">else</span> <span class="keywordflow">if</span> (ntheta &lt; -cutoff)</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += <a class="code" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">sign</a>;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += sign * exp_m_ntheta / (exp_m_ntheta + 1);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        }</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      }</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;    }</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00211"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a41019ebe0811bb5c4dab0b3c2c836680">  211</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5c8219bcfefefbfb4035de576837ab45">bernoulli_logit_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;                        <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;      <span class="keywordflow">return</span> bernoulli_logit_log&lt;false&gt;(n,theta);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;    }</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      </div>
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+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00219"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#acc2b8587b0d9e02ae857a2b3f5cba35d">  219</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#acc2b8587b0d9e02ae857a2b3f5cba35d">bernoulli_cdf</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;      </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="comment">// Ensure non-zero argument lenghts</span></div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          </div>
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+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;                                   n, theta,</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;          </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, theta);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          </div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      }</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;          </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= 1) <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1 - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;                    </div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;          P *= Pi;</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;                    </div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] += - 1 / Pi;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        }</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      }</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;          </div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta); ++i) operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] *= P;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      }</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;    }</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      </div>
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+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00284"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aba32173189278464e98a8126eb552cde">  284</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aba32173189278464e98a8126eb552cde">bernoulli_cdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;          </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="comment">// Ensure non-zero argument lenghts</span></div>
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+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;          </div>
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+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;          </div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="comment">// Validate arguments</span></div>
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+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;                                   n, theta,</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
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+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;          </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
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+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;          </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      }</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;          </div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= 1) <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1 - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]);</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;                    </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;          P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;                    </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] -= 1 / Pi;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        }</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      }</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;       </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;    }</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00346"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a726363482ee79c9eec5168e0662878ee">  346</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a726363482ee79c9eec5168e0662878ee">bernoulli_ccdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;          </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="comment">// Ensure non-zero argument lenghts</span></div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;          </div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;          </div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                                   n, theta,</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;          </div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, theta);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;          </div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;          </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;      }</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;          </div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;          </div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= 1) </div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;        <span class="keywordflow">else</span> {</div>
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+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;                    </div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;          P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;                    </div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] += 1 / Pi;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        }</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      }</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;       </div>
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+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00410"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">  410</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">bernoulli_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> theta,</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;                  RNG&amp; rng) {</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      <span class="keyword">using</span> boost::bernoulli_distribution;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::bernoulli_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160; </div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>))</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>))</div>
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+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      variate_generator&lt;RNG&amp;, bernoulli_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">bernoulli_rng</a>(rng, bernoulli_distribution&lt;&gt;(theta));</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">bernoulli_rng</a>();</div>
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+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;  }</div>
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+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/gamma_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="beta_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:adcb4e073c7510ab55a2fd6f310168559"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </td></tr>
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+<tr class="memdesc:adcb4e073c7510ab55a2fd6f310168559"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the beta density for the specified scalar(s) given the specified sample size(s).  <a href="#adcb4e073c7510ab55a2fd6f310168559"></a><br/></td></tr>
+<tr class="separator:adcb4e073c7510ab55a2fd6f310168559"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a76da5fc9b833aaf3844f98e9d032bb83"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae99fab56f54c2e0f879345eee28b82ca"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </td></tr>
+<tr class="memitem:ae99fab56f54c2e0f879345eee28b82ca"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale_succ, <br class="typebreak"/>
+T_scale_fail &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ae99fab56f54c2e0f879345eee28b82ca">stan::prob::beta_cdf</a> (const T_y &amp;y, const T_scale_succ &amp;alpha, const T_scale_fail &amp;beta)</td></tr>
+<tr class="memdesc:ae99fab56f54c2e0f879345eee28b82ca"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the beta cumulative distribution function for the given variate and scale variables.  <a href="#ae99fab56f54c2e0f879345eee28b82ca"></a><br/></td></tr>
+<tr class="separator:ae99fab56f54c2e0f879345eee28b82ca"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab63ea302e7cd29f7a5f3f23152b3de1f"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </td></tr>
+<tr class="memitem:ab63ea302e7cd29f7a5f3f23152b3de1f"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale_succ, <br class="typebreak"/>
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+<tr class="separator:ab63ea302e7cd29f7a5f3f23152b3de1f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2cf7120d50b02585fd722748e624b13e"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </td></tr>
+<tr class="memitem:a2cf7120d50b02585fd722748e624b13e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale_succ, <br class="typebreak"/>
+T_scale_fail &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a2cf7120d50b02585fd722748e624b13e">stan::prob::beta_ccdf_log</a> (const T_y &amp;y, const T_scale_succ &amp;alpha, const T_scale_fail &amp;beta)</td></tr>
+<tr class="separator:a2cf7120d50b02585fd722748e624b13e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af9ffa205c1948b93323a12b13954558b"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:af9ffa205c1948b93323a12b13954558b"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af9ffa205c1948b93323a12b13954558b">stan::prob::beta_rng</a> (const double alpha, const double beta, RNG &amp;rng)</td></tr>
+<tr class="separator:af9ffa205c1948b93323a12b13954558b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="beta_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__BETA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__BETA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/gamma_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale_succ, <span class="keyword">typename</span> T_scale_fail&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_scale_succ,T_scale_fail&gt;::type</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adcb4e073c7510ab55a2fd6f310168559">   46</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#adcb4e073c7510ab55a2fd6f310168559" title="The log of the beta density for the specified scalar(s) given the specified sample size(s)...">beta_log</a>(<span class="keyword">const</span> T_y&amp; y, </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;             <span class="keyword">const</span> T_scale_succ&amp; alpha, <span class="keyword">const</span> T_scale_fail&amp; beta) {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__vector.html">stan::is_vector</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;First shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                                   <span class="stringliteral">&quot;Second shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">check_less_or_equal</a>(<span class="keyword">function</span>, y, 1,<span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale_succ,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_succ&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_fail&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; 0 || y_dbl &gt; 1)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      }</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale_succ, T_scale_fail&gt;</a></div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_scale_succ&gt;::value</a>,</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log1m_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      </div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          log_y[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          log1m_y[n] = <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      }</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale_succ&gt;::value</a>,</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a>&gt; lgamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a>,</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a>&gt; digamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); n++) {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_succ&gt;::value</a>) </div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          lgamma_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;          digamma_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      }</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt; lgamma_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt; digamma_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); n++) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_fail&gt;::value</a>) </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          lgamma_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]));</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;          digamma_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]));</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      }</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale_succ,T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        lgamma_alpha_beta(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;    </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        digamma_alpha_beta(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;  </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta); n++) {</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_beta = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]) </div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_succ,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;          lgamma_alpha_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(alpha_beta);</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;            || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          digamma_alpha_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_beta);</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      }</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_succ,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;          logp += lgamma_alpha_beta[n];</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;          logp -= lgamma_alpha[n];</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;          logp -= lgamma_beta[n];</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;          logp += (alpha_dbl-1.0) * log_y[n];</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          logp += (beta_dbl-1.0) * log1m_y[n];</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += (alpha_dbl-1)/y_dbl </div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;            + (beta_dbl-1)/(y_dbl-1);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n]</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;            += log_y[n] + digamma_alpha_beta[n] - digamma_alpha[n];</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;            += log1m_y[n] + digamma_alpha_beta[n] - digamma_beta[n];</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      }</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;    }</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale_succ, <span class="keyword">typename</span> T_scale_fail&gt;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale_succ,T_scale_fail&gt;::type</a></div>
+<div class="line"><a name="l00205"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a76da5fc9b833aaf3844f98e9d032bb83">  205</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#adcb4e073c7510ab55a2fd6f310168559" title="The log of the beta density for the specified scalar(s) given the specified sample size(s)...">beta_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale_succ&amp; alpha, </div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;             <span class="keyword">const</span> T_scale_fail&amp; beta) {</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keywordflow">return</span> beta_log&lt;false&gt;(y,alpha,beta);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;    }</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;    </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale_succ, <span class="keyword">typename</span> T_scale_fail&gt;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale_succ,T_scale_fail&gt;::type</a></div>
+<div class="line"><a name="l00224"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ae99fab56f54c2e0f879345eee28b82ca">  224</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ae99fab56f54c2e0f879345eee28b82ca" title="Calculates the beta cumulative distribution function for the given variate and scale variables...">beta_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale_succ&amp; alpha, </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;             <span class="keyword">const</span> T_scale_fail&amp; beta) {</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta) ) ) </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      </div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">check_less_or_equal</a>(<span class="keyword">function</span>, y, 1,<span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_succ&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_fail&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale_succ, T_scale_fail&gt;</a> </div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        operands_and_partials(y, alpha, beta);</div>
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+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) &lt;= 0) </div>
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+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      }</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      </div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        </div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="comment">// Cache a few expensive function calls if alpha or beta is a parameter</span></div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        digamma_alpha_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
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+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
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+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
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+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
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+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;          || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
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+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;          digamma_beta_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(beta_dbl);</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;          digamma_sum_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl + beta_dbl);</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          betafunc_vec[i] = boost::math::beta(alpha_dbl, beta_dbl);</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;                </div>
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+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;              </div>
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+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
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+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;                  </div>
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+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += ibeta_derivative(alpha_dbl, beta_dbl,</div>
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+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;        <span class="keywordtype">double</span> g2 = 0;</div>
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+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;            || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;          <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, alpha_dbl, beta_dbl, y_dbl, </div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;                                     digamma_alpha_vec[n], </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;                                     digamma_beta_vec[n], digamma_sum_vec[n], </div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;                                     betafunc_vec[n]);</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        }</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += g1 / Pn;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += g2 / Pn;</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      }</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;            </div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      }</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a>) {</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      }</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++n) </div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      }</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        </div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;    }</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale_succ, <span class="keyword">typename</span> T_scale_fail&gt;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale_succ,T_scale_fail&gt;::type</a></div>
+<div class="line"><a name="l00380"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab63ea302e7cd29f7a5f3f23152b3de1f">  380</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab63ea302e7cd29f7a5f3f23152b3de1f">beta_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale_succ&amp; alpha, </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;                 <span class="keyword">const</span> T_scale_fail&amp; beta) {</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      </div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta) ) ) </div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      </div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
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+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;cdf_log))</div>
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+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">check_less_or_equal</a>(<span class="keyword">function</span>, y, 1,<span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;cdf_log)))</div>
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+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      </div>
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+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_succ&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_fail&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale_succ, T_scale_fail&gt;</a> </div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        </div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;      <span class="comment">// Cache a few expensive function calls if alpha or beta is a parameter</span></div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;        digamma_alpha_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;        </div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        digamma_beta_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;        </div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        digamma_sum_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;        </div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;        betafunc_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;        </div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;          || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;            </div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; i++) {</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;                </div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;          digamma_alpha_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;          digamma_beta_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(beta_dbl);</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;          digamma_sum_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl + beta_dbl);</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;          betafunc_vec[i] = boost::math::beta(alpha_dbl, beta_dbl);</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        }</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;      }</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;        </div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;      <span class="comment">// Compute vectorized CDFLog and gradient</span></div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;              </div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;                  </div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(alpha_dbl, beta_dbl, y_dbl);</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;                  </div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += </div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;            ibeta_derivative(alpha_dbl, beta_dbl, y_dbl) / Pn;</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;        <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;        <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;              </div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;            || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;          <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, alpha_dbl, beta_dbl, y_dbl, </div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;                                     digamma_alpha_vec[n], </div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;                                     digamma_beta_vec[n], digamma_sum_vec[n], </div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;                                     betafunc_vec[n]);</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;        }</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_succ&gt;::value</a>)</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += g1 / Pn;</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>)</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n]  += g2 / Pn;</div>
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+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;        </div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
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+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;</div>
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+<div class="line"><a name="l00509"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2cf7120d50b02585fd722748e624b13e">  509</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2cf7120d50b02585fd722748e624b13e">beta_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale_succ&amp; alpha, </div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;                  <span class="keyword">const</span> T_scale_fail&amp; beta) {</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;      </div>
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+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
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+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;      </div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;</div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;      </div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;        </div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">check_less_or_equal</a>(<span class="keyword">function</span>, y, 1,<span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;ccdf_log)))</div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;      </div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_succ&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale_fail&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale_succ, T_scale_fail&gt;</a> </div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;        </div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;      <span class="comment">// Cache a few expensive function calls if alpha or beta is a parameter</span></div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;        digamma_alpha_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a> </div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;        digamma_beta_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
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+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale_succ&gt;::value</a></div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;                       || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>,</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_succ&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale_fail&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;        betafunc_vec(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha, beta));</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;        </div>
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+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;          || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
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+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
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+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
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+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
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+<div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= </div>
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+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;        <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;        <span class="keywordtype">double</span> g2 = 0;</div>
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+<div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;            || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale_fail&gt;::value</a>) {</div>
+<div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;          <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, alpha_dbl, beta_dbl, y_dbl, </div>
+<div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;                                     digamma_alpha_vec[n], </div>
+<div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;                                     digamma_beta_vec[n], digamma_sum_vec[n], </div>
+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;                                     betafunc_vec[n]);</div>
+<div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;        }</div>
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+<div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= g1 / Pn;</div>
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+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;</div>
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+<div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;      <span class="keywordtype">double</span> b = rng_gamma_beta();</div>
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+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;</div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;  }</div>
+<div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;}</div>
+<div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  Stan Development Team.
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+<div class="title">beta_binomial.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="binomial_8hpp_source.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="beta_8hpp_source.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lbeta_8hpp_source.html">stan/math/functions/lbeta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="beta__binomial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6b05e0ee6a8e83b15ab01a8bd2f75621"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </td></tr>
+<tr class="memitem:a6b05e0ee6a8e83b15ab01a8bd2f75621"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_size1, T_size2 &gt;<br class="typebreak"/>
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+<tr class="separator:a6549c9b89bee939a79c35a797977e48e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a260dee97213ab1ea2bcb345f2e5699f8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5d2307b3b214c6a219dc1ae47cbba4d0"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </td></tr>
+<tr class="memitem:a5d2307b3b214c6a219dc1ae47cbba4d0"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_size1, T_size2 &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5d2307b3b214c6a219dc1ae47cbba4d0">stan::prob::beta_binomial_ccdf_log</a> (const T_n &amp;n, const T_N &amp;N, const T_size1 &amp;alpha, const T_size2 &amp;beta)</td></tr>
+<tr class="separator:a5d2307b3b214c6a219dc1ae47cbba4d0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0ab5a0632c3782b2feed87f13731a3cb"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a0ab5a0632c3782b2feed87f13731a3cb"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a0ab5a0632c3782b2feed87f13731a3cb">stan::prob::beta_binomial_rng</a> (const int N, const double alpha, const double beta, RNG &amp;rng)</td></tr>
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+<div class="title">beta_binomial.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="beta__binomial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BETA_BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BETA_BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="binomial_8hpp.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="beta_8hpp.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2lbeta_8hpp.html">stan/math/functions/lbeta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binomial__coefficient__log_8hpp.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="comment">// BetaBinomial(n|alpha,beta) [alpha &gt; 0;  beta &gt; 0;  n &gt;= 0]</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;              <span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;              <span class="keyword">typename</span> T_size1, <span class="keyword">typename</span> T_size2&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_size1,T_size2&gt;::type</div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6b05e0ee6a8e83b15ab01a8bd2f75621">   28</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6b05e0ee6a8e83b15ab01a8bd2f75621">beta_binomial_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                      <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                      <span class="keyword">const</span> T_size1&amp; alpha, </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                      <span class="keyword">const</span> T_size2&amp; beta) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_binomial_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N)</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                                   n,N,alpha,beta,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                   <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                   <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                                   <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_size1,T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size1&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size2&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, alpha, beta);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">if</span> (n_vec[i] &lt; 0 || n_vec[i] &gt; N_vec[i])</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6" title="Return the log of the beta function applied to the specified arguments.">stan::math::lbeta</a>;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto&gt;::value</a>,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_n&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_N&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      normalizing_constant(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(N,n));</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(N,n); i++)</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        normalizing_constant[i] </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          = <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(N_vec[i],n_vec[i]);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_size1,T_size2&gt;::value</a>,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                     <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_n&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_N&gt;::value</a> </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                     || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size2&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    lbeta_numerator(size);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_size1,T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      lbeta_numerator[i] = <a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(n_vec[i] + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]),</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                                 N_vec[i] - n_vec[i] </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;                                 + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;  <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_size1,T_size2&gt;::value</a>,</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                   <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size2&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;  lbeta_denominator(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;<span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta); i++)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;  <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_size1,T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    lbeta_denominator[i] = <a class="code" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">lbeta</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]), </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                                 <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;<a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_size1&gt;::value</a>,</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                 <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_n&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;  digamma_n_plus_alpha(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n,alpha));</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n,alpha); i++)</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;   <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;     digamma_n_plus_alpha[i] </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;       = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n_vec[i] + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160; <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_size1&gt;::value</a></div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;                  || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>,</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;                  <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_N&gt;::value</a> </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;                  || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a> </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                  || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160; digamma_N_plus_alpha_plus_beta(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(N,alpha,beta));</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(N,alpha,beta); i++)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a> </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        digamma_N_plus_alpha_plus_beta[i] </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(N_vec[i] + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_size1&gt;::value</a></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;                     || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>,</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;                     <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                     || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    digamma_alpha_plus_beta(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta); i++)</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a> </div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        digamma_alpha_plus_beta[i] </div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;          = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_size1&gt;::value</a>, </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                     <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size1&gt;::value</a>&gt;</div>
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+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); i++)</div>
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+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        digamma_alpha[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;    <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_size2&gt;::value</a>, </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                     <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_size2&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    digamma_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); i++)</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;        digamma_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_n,T_N,T_size1,T_size2&gt;</a> </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    operands_and_partials(n,N,alpha,beta);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;        logp += normalizing_constant[i];</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_size1,T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        logp += lbeta_numerator[i] </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;          - lbeta_denominator[i];</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        </div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a>)</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[i] </div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          += digamma_n_plus_alpha[i]</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          - digamma_N_plus_alpha_plus_beta[i]</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;          + digamma_alpha_plus_beta[i]</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;          - digamma_alpha[i];</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[i] </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;          += <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]-n_vec[i]+beta_vec[i]))</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;          - digamma_N_plus_alpha_plus_beta[i]</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;          + digamma_alpha_plus_beta[i]</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;          - digamma_beta[i];</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    }</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;  }</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;              <span class="keyword">typename</span> T_size1,</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;              <span class="keyword">typename</span> T_size2&gt;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_size1,T_size2&gt;::type</a></div>
+<div class="line"><a name="l00187"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a08bb45fa7fefa94d7e243b4df5686909">  187</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6b05e0ee6a8e83b15ab01a8bd2f75621">beta_binomial_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;                      <span class="keyword">const</span> T_size1&amp; alpha, <span class="keyword">const</span> T_size2&amp; beta) {</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="keywordflow">return</span> beta_binomial_log&lt;false&gt;(n,N,alpha,beta);</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;    }</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;  <span class="comment">// Beta-Binomial CDF</span></div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N, </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;            <span class="keyword">typename</span> T_size1, <span class="keyword">typename</span> T_size2&gt;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;  <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_size1,T_size2&gt;::type</a></div>
+<div class="line"><a name="l00196"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6549c9b89bee939a79c35a797977e48e">  196</a></span>&#160;  <a class="code" href="namespacestan_1_1prob.html#a6549c9b89bee939a79c35a797977e48e">beta_binomial_cdf</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, <span class="keyword">const</span> T_size1&amp; alpha, </div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;                    <span class="keyword">const</span> T_size2&amp; beta) {</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;          </div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;    <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_binomial_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;          </div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;    <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;    <span class="comment">// Ensure non-zero argument lengths</span></div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;    <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;          &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;          </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;    <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;    <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;          </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          </div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;                                 n, N, alpha, beta,</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                                 <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;                                 <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;                                 <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;                                 <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;                                 &amp;P)))</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          </div>
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+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size1&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size2&gt;</a> beta_vec(beta);</div>
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+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;          </div>
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+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;    <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_size1, T_size2&gt;</a> </div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          </div>
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+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;    }</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i])) {</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;              </div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;              </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> mu = alpha_dbl + n_dbl + 1;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> nu = beta_dbl + N_dbl - n_dbl - 1;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;              </div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> F = <a class="code" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math::F32</a>(1, mu, -N_dbl + n_dbl + 1, n_dbl + 2, </div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;                                       1 - nu, 1);</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;              </div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keywordtype">double</span> C = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(nu) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(N_dbl - n_dbl);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      C += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(mu) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(n_dbl + 2);</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      C += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(N_dbl + 2) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(N_dbl + alpha_dbl + beta_dbl);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      C = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(C);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;                </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      C *= F / boost::math::beta(alpha_dbl, beta_dbl);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      C /= N_dbl + 1;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;              </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1 - C;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;              </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      P *= Pi;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;              </div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keywordtype">double</span> dF[6];</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keywordtype">double</span> digammaOne = 0;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <span class="keywordtype">double</span> digammaTwo = 0;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;              </div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keywordflow">if</span> ( (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a>) </div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;           || (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>) ) {</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        digammaOne = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(mu + nu);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        digammaTwo = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl + beta_dbl);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">stan::math::gradF32</a>(dF, 1, mu, -N_dbl + n_dbl + 1, n_dbl + 2,</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;                            1 - nu, 1);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      }</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a>) {</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> g </div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          = - C * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(mu) - digammaOne + dF[1] / F</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;                   - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl) + digammaTwo);</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;          += g / Pi;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      }</div>
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+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> g </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          = - C * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(nu) - digammaOne - dF[4] / F - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(beta_dbl) </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;                   + digammaTwo);</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] </div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;          += g / Pi;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      }</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;    }</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;          </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size1&gt;::value</a>)</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++i)</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] *= P;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;    if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>)</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++i)</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] *= P;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;          </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;    <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
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+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;</div>
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+<div class="line"><a name="l00331"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a260dee97213ab1ea2bcb345f2e5699f8">  331</a></span>&#160;  <a class="code" href="namespacestan_1_1prob.html#a260dee97213ab1ea2bcb345f2e5699f8">beta_binomial_cdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, <span class="keyword">const</span> T_size1&amp; alpha, </div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;                        <span class="keyword">const</span> T_size2&amp; beta) {</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;    <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::beta_binomial_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;          </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;    <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;          </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;    <span class="comment">// Ensure non-zero argument lengths</span></div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;    <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;          &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
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+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;          </div>
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+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;          </div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;    <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;                                 <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                                 <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;                                 <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;                                 <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                                 &amp;P)))</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <span class="keywordflow">return</span> P;</div>
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+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size1&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size2&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;    <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, alpha, beta);</div>
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+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;    <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_size1, T_size2&gt;</a> </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;          </div>
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+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;    <span class="comment">// The gradients are technically ill-defined, but treated as neg infinity</span></div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
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+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;    }</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;          </div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
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+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
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+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;              </div>
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+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> nu = beta_dbl + N_dbl - n_dbl - 1;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;              </div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> F = <a class="code" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math::F32</a>(1, mu, -N_dbl + n_dbl + 1, n_dbl + 2, </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;                                       1 - nu, 1);</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;              </div>
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+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;                </div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      C *= F / boost::math::beta(alpha_dbl, beta_dbl);</div>
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+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;              </div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1 - C;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;              </div>
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+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;              </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keywordtype">double</span> dF[6];</div>
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+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <span class="keywordtype">double</span> digammaTwo = 0;</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;              </div>
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+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;           || (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>) ) {</div>
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+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;                   + digammaTwo);</div>
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+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;    <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;          </div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;    <span class="comment">// Ensure non-zero argument lengths</span></div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;    <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;          &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;          </div>
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+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;          </div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;    <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;    <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;    <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;                                 n, N, alpha, beta,</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;                                 <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;                                 <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;                                 <span class="stringliteral">&quot;First prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;                                 <span class="stringliteral">&quot;Second prior sample size parameter&quot;</span>,</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;                                 &amp;P)))</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;      <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;          </div>
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+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size1&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;    <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_size2&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;    <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, alpha, beta);</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;          </div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;    <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;    <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;    <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_size1, T_size2&gt;</a> </div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;      operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;          </div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;    <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;    <span class="comment">// The gradients are technically ill-defined, but treated as neg infinity</span></div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;        <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
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+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;          </div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;      <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i])) {</div>
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+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;      }</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;              </div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
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+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;              </div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> mu = alpha_dbl + n_dbl + 1;</div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> nu = beta_dbl + N_dbl - n_dbl - 1;</div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;              </div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> F = <a class="code" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math::F32</a>(1, mu, -N_dbl + n_dbl + 1, n_dbl + 2, </div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;                                       1 - nu, 1);</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;              </div>
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+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;      C += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(mu) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(n_dbl + 2);</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;      C += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(N_dbl + 2) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(N_dbl + alpha_dbl + beta_dbl);</div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;      C = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(C);</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;                </div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;      C *= F / boost::math::beta(alpha_dbl, beta_dbl);</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;      C /= N_dbl + 1;</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;              </div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = C;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;              </div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;      P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
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+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;      <span class="keywordtype">double</span> dF[6];</div>
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+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;      <span class="keywordtype">double</span> digammaTwo = 0;</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;              </div>
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+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;           || (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>) ) {</div>
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+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;        digammaTwo = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl + beta_dbl);</div>
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+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;                            1 - nu, 1);</div>
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+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> g </div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;          = - C * (<a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(mu) - digammaOne + dF[1] / F</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;                   - <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl) + digammaTwo);</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;        operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] -= g / Pi;</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;      }</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_size2&gt;::value</a>) {</div>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">bfgs.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;cstdlib&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="model_2util_8hpp_source.html">stan/model/util.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="bfgs_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor&lt; M &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1optimization"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html">stan::optimization</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memTemplParams" colspan="2">template&lt;typename M &gt; </td></tr>
+<tr class="memitem:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#a03faddd9bfe31c6237e1ce662d3f3d2d">stan::optimization::lp_no_jacobian</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *o=0)</td></tr>
+<tr class="separator:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_f3e98ab768ca388ef4baecb6d973adcf.html">optimization</a></li>  </ul>
+</div>
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+<div class="title">bfgs.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="bfgs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__OPTIMIZATION__BFGS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__OPTIMIZATION__BFGS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstdlib&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="model_2util_8hpp.html">stan/model/util.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1optimization.html">   14</a></span>&#160;  <span class="keyword">namespace </span>optimization {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> FunctorType, <span class="keyword">typename</span> Scalar, <span class="keyword">typename</span> XType&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordtype">int</span> BTLineSearch(FunctorType &amp;func,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                       Scalar &amp;alpha, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                       XType &amp;x1, Scalar &amp;f1, XType &amp;gradx1,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                       <span class="keyword">const</span> XType &amp;p,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                       <span class="keyword">const</span> XType &amp;x0, <span class="keyword">const</span> Scalar &amp;f0, <span class="keyword">const</span> XType &amp;gradx0,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                       <span class="keyword">const</span> Scalar &amp;rho, <span class="keyword">const</span> Scalar &amp;c,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                       <span class="keyword">const</span> Scalar &amp;minAlpha)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keyword">const</span> Scalar cdfdp(c*gradx0.dot(p));</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordtype">int</span> ret;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordflow">while</span> (1) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          x1 = x0 + alpha*p;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          ret = func(x1,f1);</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          <span class="keywordflow">if</span> (ret!=0 &amp;&amp; f1 &lt;= f0 + alpha*cdfdp)</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;            alpha *= rho;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <span class="keywordflow">if</span> (alpha &lt; minAlpha)</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;            <span class="keywordflow">return</span> 1;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        func.df(x1,gradx1);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Scalar&gt;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      Scalar CubicInterp(<span class="keyword">const</span> Scalar &amp;df0,</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                         <span class="keyword">const</span> Scalar &amp;x1, <span class="keyword">const</span> Scalar &amp;f1, <span class="keyword">const</span> Scalar &amp;df1,</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                         <span class="keyword">const</span> Scalar &amp;loX, <span class="keyword">const</span> Scalar &amp;hiX)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keyword">const</span> Scalar c3((-12*f1 + 6*x1*(df0 + df1))/(x1*x1*x1));</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keyword">const</span> Scalar c2(-(4*df0 + 2*df1)/x1 + 6*f1/(x1*x1));</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keyword">const</span> Scalar &amp;c1(df0);</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keyword">const</span> Scalar t_s = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(c2*c2 - 2.0*c1*c3);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keyword">const</span> Scalar s1 = - (c2 + t_s)/c3;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keyword">const</span> Scalar s2 = - (c2 - t_s)/c3;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        Scalar tmpF;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        Scalar minF, minX;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="comment">// Check value at lower bound</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        minF = loX*(loX*(loX*c3/3.0 + c2)/2.0 + c1);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        minX = loX;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="comment">// Check value at upper bound</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        tmpF = hiX*(hiX*(hiX*c3/3.0 + c2)/2.0 + c1);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">if</span> (tmpF &lt; minF) {</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          minF = tmpF;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;          minX = hiX;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        }</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="comment">// Check value of first root</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">if</span> (loX &lt; s1 &amp;&amp; s1 &lt; hiX) {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;          tmpF = s1*(s1*(s1*c3/3.0 + c2)/2.0 + c1);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          <span class="keywordflow">if</span> (tmpF &lt; minF) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;            minF = tmpF;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;            minX = s1;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        }</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="comment">// Check value of second root</span></div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">if</span> (loX &lt; s2 &amp;&amp; s2 &lt; hiX) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          tmpF = s2*(s2*(s2*c3/3.0 + c2)/2.0 + c1);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;          <span class="keywordflow">if</span> (tmpF &lt; minF) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;            minF = tmpF;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;            minX = s2;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          }</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        }</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keywordflow">return</span> minX;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      }</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Scalar&gt;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      Scalar CubicInterp(<span class="keyword">const</span> Scalar &amp;x0, <span class="keyword">const</span> Scalar &amp;f0, <span class="keyword">const</span> Scalar &amp;df0,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                         <span class="keyword">const</span> Scalar &amp;x1, <span class="keyword">const</span> Scalar &amp;f1, <span class="keyword">const</span> Scalar &amp;df1,</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;                         <span class="keyword">const</span> Scalar &amp;loX, <span class="keyword">const</span> Scalar &amp;hiX)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      {</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">return</span> x0 + CubicInterp(df0,x1-x0,f1-f0,df1,loX-x0,hiX-x0);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      }</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> FunctorType, <span class="keyword">typename</span> Scalar, <span class="keyword">typename</span> XType&gt;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordtype">int</span> WolfLSZoom(Scalar &amp;alpha, XType &amp;newX, Scalar &amp;newF, XType &amp;newDF,</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                     FunctorType &amp;func,</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;                     <span class="keyword">const</span> XType &amp;x, <span class="keyword">const</span> Scalar &amp;f, <span class="keyword">const</span> Scalar &amp;dfp,</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                     <span class="keyword">const</span> Scalar &amp;c1dfp, <span class="keyword">const</span> Scalar &amp;c2dfp, <span class="keyword">const</span> XType &amp;p,</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;                     Scalar alo, Scalar aloF, Scalar aloDFp,</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;                     Scalar ahi, Scalar ahiF, Scalar ahiDFp,</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                     <span class="keyword">const</span> Scalar &amp;min_range)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      {</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        Scalar d1, d2, newDFp;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="keywordtype">int</span> itNum(0);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">while</span> (1) {</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          itNum++;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(alo-ahi) &lt; min_range)</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;            <span class="keywordflow">return</span> 1;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          </div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          <span class="keywordflow">if</span> (itNum%5 == 0) {</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;            alpha = 0.5*(alo+ahi);</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;            <span class="comment">// Perform cubic interpolation to determine next point to try</span></div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            d1 = aloDFp + ahiDFp - 3*(aloF-ahiF)/(alo-ahi);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;            d2 = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(d1*d1 - aloDFp*ahiDFp);</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;            <span class="keywordflow">if</span> (ahi &lt; alo)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;              d2 = -d2;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;            alpha = ahi - (ahi - alo)*(ahiDFp + d2 - d1)/(ahiDFp - aloDFp + 2*d2);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709" title="Checks if the given number has finite value.">boost::math::isfinite</a>(alpha) ||</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;                alpha &lt; <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(alo,ahi)+0.01*<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(alo-ahi) ||</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;                alpha &gt; <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">std::max</a>(alo,ahi)-0.01*<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(alo-ahi))</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;              alpha = 0.5*(alo+ahi);</div>
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+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          newX = x + alpha*p;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          <span class="keywordflow">while</span> (func(newX,newF,newDF)) {</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;            alpha = 0.5*(alpha+<a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(alo,ahi));</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;            <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(<a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(alo,ahi)-alpha) &lt; min_range)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;              <span class="keywordflow">return</span> 1;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;            newX = x + alpha*p;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;          }</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          newDFp = newDF.dot(p);</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;          <span class="keywordflow">if</span> (newF &gt; (f + alpha*c1dfp) || newF &gt;= aloF) {</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;            ahi = alpha;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;            ahiF = newF;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;            ahiDFp = newDFp;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          }</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(newDFp) &lt;= -c2dfp)</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;              <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;            <span class="keywordflow">if</span> (newDFp*(ahi-alo) &gt;= 0) {</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;              ahi = alo;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;              ahiF = aloF;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;              ahiDFp = aloDFp;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;            }</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;            alo = alpha;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;            aloF = newF;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;            aloDFp = newDFp;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;          }</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        }</div>
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+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> FunctorType, <span class="keyword">typename</span> Scalar, <span class="keyword">typename</span> XType&gt;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordtype">int</span> WolfeLineSearch(FunctorType &amp;func,</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;                          Scalar &amp;alpha,</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;                          XType &amp;x1, Scalar &amp;f1, XType &amp;gradx1,</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;                          <span class="keyword">const</span> XType &amp;p,</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;                          <span class="keyword">const</span> XType &amp;x0, <span class="keyword">const</span> Scalar &amp;f0, <span class="keyword">const</span> XType &amp;gradx0,</div>
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+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;                          <span class="keyword">const</span> Scalar &amp;minAlpha)</div>
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+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keyword">const</span> Scalar dfp(gradx0.dot(p));</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keyword">const</span> Scalar c1dfp(c1*dfp);</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keyword">const</span> Scalar c2dfp(c2*dfp);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        Scalar alpha0(minAlpha);</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        Scalar alpha1(alpha);</div>
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+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        Scalar prevF(f0);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        XType prevDF(gradx0);</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        Scalar prevDFp(dfp);</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        Scalar newDFp;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        </div>
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+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          ret = func(x1,f1,gradx1);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          <span class="keywordflow">if</span> (ret!=0) {</div>
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+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;            <span class="keywordflow">break</span>;</div>
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+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00249"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afaba4589a2a29fd201c3642f06cc11c3">  249</a></span>&#160;      <span class="keyword">const</span> Scalar &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afaba4589a2a29fd201c3642f06cc11c3">curr_f</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">_fk</a>; }</div>
+<div class="line"><a name="l00250"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">  250</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">curr_x</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a>; }</div>
+<div class="line"><a name="l00251"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">  251</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">curr_g</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a>; }</div>
+<div class="line"><a name="l00252"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a76bc647acbfdad3f5f593ec940df8d84">  252</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a76bc647acbfdad3f5f593ec940df8d84">curr_s</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">_sk</a>; }</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      </div>
+<div class="line"><a name="l00254"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">  254</a></span>&#160;      <span class="keyword">const</span> Scalar &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">prev_f</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">_fk_1</a>; }</div>
+<div class="line"><a name="l00255"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">  255</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">prev_x</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">_xk_1</a>; }</div>
+<div class="line"><a name="l00256"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">  256</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">prev_g</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">_gk_1</a>; }</div>
+<div class="line"><a name="l00257"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">  257</a></span>&#160;      <span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">prev_s</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">_sk_1</a>; }</div>
+<div class="line"><a name="l00258"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">  258</a></span>&#160;      Scalar <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">prev_step_size</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">_sk_1</a>.norm()*<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afc093ad16e0b1c8668463303ccc03429">_alphak_1</a>; }</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;</div>
+<div class="line"><a name="l00260"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">  260</a></span>&#160;      <span class="keyword">const</span> Scalar &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">alpha0</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ace039fd8789a6eba09a0fbc15584f003">_alpha0</a>; }</div>
+<div class="line"><a name="l00261"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">  261</a></span>&#160;      <span class="keyword">const</span> Scalar &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">alpha</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ad45ecfae1cf522aeccd74690e3ca5ab1">_alpha</a>; }</div>
+<div class="line"><a name="l00262"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">  262</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">iter_num</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6a7e635b790a21bf66419b240c08936f">_itNum</a>; }</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      </div>
+<div class="line"><a name="l00264"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">  264</a></span>&#160;      <span class="keyword">const</span> std::string &amp;<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">note</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">_note</a>; }</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      </div>
+<div class="line"><a name="l00266"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">  266</a></span>&#160;      std::string <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">get_code_string</a>(<span class="keywordtype">int</span> retCode) {</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;        <span class="keywordflow">switch</span>(retCode) {</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;          <span class="keywordflow">case</span> 0:</div>
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+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;          <span class="keywordflow">case</span> 1:</div>
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+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;            <span class="keywordflow">return</span> std::string(<span class="stringliteral">&quot;Convergence detected: gradient norm is below tolerance&quot;</span>);</div>
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+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;          <span class="keywordflow">default</span>:</div>
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+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af876cbedf84144450e0762520e9ff191">maxIts</a> = 10000;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;          <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ae62684f34eac1552c27bed815c2e4ea3">rho</a> = 0.75;</div>
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+<div class="line"><a name="l00301"></a><span class="lineno"><a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a07597137b348a11f639d2c9eb9dd7207">  301</a></span>&#160;        Scalar <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a07597137b348a11f639d2c9eb9dd7207">alpha0</a>;</div>
+<div class="line"><a name="l00302"></a><span class="lineno"><a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af96e08cafc1f70370eee848f0a4e0b05">  302</a></span>&#160;        Scalar <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af96e08cafc1f70370eee848f0a4e0b05">minAlpha</a>;</div>
+<div class="line"><a name="l00303"></a><span class="lineno"><a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a0aec50286d347f1a64bf344f36088771">  303</a></span>&#160;        Scalar <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a0aec50286d347f1a64bf344f36088771">tolX</a>;</div>
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+<div class="line"><a name="l00305"></a><span class="lineno"><a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">  305</a></span>&#160;        Scalar <a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">tolGrad</a>;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      } <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      </div>
+<div class="line"><a name="l00309"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">  309</a></span>&#160;      <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">BFGSMinimizer</a>(FunctorType &amp;f) : <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a02a192467c7706cf70db60141a3615f6">_func</a>(f) { }</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      </div>
+<div class="line"><a name="l00311"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">  311</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">initialize</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;x0) {</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="keywordtype">int</span> ret;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a> = x0;</div>
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+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        <span class="keywordflow">if</span> (ret) {</div>
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+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        </div>
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+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">_note</a> = <span class="stringliteral">&quot;&quot;</span>;</div>
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+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        Scalar gradNorm, thetak, skyk, skBksk;</div>
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+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div>
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+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        </div>
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+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;            <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">_sk</a> = -<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;          }</div>
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+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;            <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">_sk</a> = -<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.solve(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a>);</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;          }</div>
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+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;                                      <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a77d9e5ac3274c6810e1aacc63df5dbe1">c1</a>, <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a6379b29a858127f1ef3cc0ab5426cc82">c2</a>, </div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;                                      <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af96e08cafc1f70370eee848f0a4e0b05">minAlpha</a>);</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;          }</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          <span class="keywordflow">if</span> (retCode) {</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;            <span class="keywordflow">if</span> (resetB) {</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;              <span class="comment">// Line-search failed and nothing left to try</span></div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;              retCode = -1;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;              <span class="keywordflow">return</span> retCode;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;            }</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;            <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;              <span class="comment">// Line-search failed, try ditching the Hessian approximation</span></div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;              resetB = 2;</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;              <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">_note</a> += <span class="stringliteral">&quot;LS failed, BFGS reset; &quot;</span>;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;              <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;            }</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;          }</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;          <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;          }</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        }</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;        std::swap(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">_fk</a>,<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">_fk_1</a>);</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a>.swap(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">_xk_1</a>);</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a>.swap(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">_gk_1</a>);</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">_sk</a>.swap(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">_sk_1</a>);</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        </div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        gradNorm = <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a>.norm();</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        sk.noalias() = <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a> - <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">_xk_1</a>;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        <span class="comment">// Check for convergence</span></div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">_fk</a> - <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">_fk_1</a>) &lt; <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ab0aa0121e1acca46338f9e25e9650192">tolF</a>) {</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;          retCode = 1; <span class="comment">// Objective function improvement wasn&#39;t sufficient</span></div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        }</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (gradNorm &lt; <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">tolGrad</a>) {</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          retCode = 2; <span class="comment">// Gradient norm was below threshold</span></div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        }</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (sk.norm() &lt; <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a0aec50286d347f1a64bf344f36088771">tolX</a>) {</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;          retCode = 3; <span class="comment">// Change in x was too small</span></div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        }</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6a7e635b790a21bf66419b240c08936f">_itNum</a> &gt;= <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af876cbedf84144450e0762520e9ff191">maxIts</a>) {</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;          retCode = 4; <span class="comment">// Max number of iterations hit</span></div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;        }</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;          retCode = 0; <span class="comment">// Step was successful more progress to be made</span></div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        }</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;        </div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;        yk.noalias() = <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a> - <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">_gk_1</a>;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;        skyk = yk.dot(sk);</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="keywordflow">if</span> (resetB) {</div>
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+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;          <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.compute(B0fact*HessianT::Identity(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a>.size(),<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a>.size()));</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;          Bksk.noalias() = B0fact*sk;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;          <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">_sk_1</a> = -_gk_1/B0fact;</div>
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+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;          Bksk = <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.transpositionsP().transpose()*(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.matrixL()*(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.vectorD().asDiagonal()*(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.matrixU()*(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.transpositionsP()*sk))));</div>
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+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        }</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;        skBksk = sk.dot(Bksk);</div>
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+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a>.rankUpdate(rk,1.0/sk.dot(rk));</div>
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+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        <span class="keywordflow">return</span> retCode;</div>
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+<div class="line"><a name="l00447"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">  447</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">minimize</a>(<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;x0) {</div>
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+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">initialize</a>(x0);</div>
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+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;        <span class="keywordflow">return</span> retcode;</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      }</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;    };</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;                                </div>
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+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;      std::ostream* _msgs;</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;      std::vector&lt;double&gt; _x, _g;</div>
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+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;</div>
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+</div><!--header-->
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+<div class="textblock"><code>#include &lt;boost/random/binomial_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__inv__logit_8hpp_source.html">stan/math/functions/log_inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="binomial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
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+<tr class="separator:a6a5c4f320e9c4fd342a2bc95cd5cab06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4fedb58fc6bbe6d006bab9fe0b72c2d2"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a4fedb58fc6bbe6d006bab9fe0b72c2d2"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">stan::prob::binomial_rng</a> (const int N, const double theta, RNG &amp;rng)</td></tr>
+<tr class="separator:a4fedb58fc6bbe6d006bab9fe0b72c2d2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  </span>
+</div>
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+<div class="title">binomial.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="binomial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/binomial_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__inv__logit_8hpp.html">stan/math/functions/log_inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binomial__coefficient__log_8hpp.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="comment">// Binomial(n|N,theta)  [N &gt;= 0;  0 &lt;= n &lt;= N;  0 &lt;= theta &lt;= 1]</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;              <span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad12aae68875554db5a4e4934bfa1e24a">   31</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad12aae68875554db5a4e4934bfa1e24a">binomial_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                 <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                 <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::binomial_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordtype">double</span> logp = 0;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 0, N,</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                         <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                             <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                             &amp;logp))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                        <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                                   n,N,theta,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                                   <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                                   <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, theta);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          logp += <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(N_vec[i],n_vec[i]);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_prob&gt;::value</a>&gt; log1m_theta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(theta));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(theta); ++i)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        log1m_theta[i] = <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]));</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="comment">// no test for include_summand because return if not live</span></div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        logp += <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(n_vec[i],<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]))</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          + (N_vec[i] - n_vec[i]) * log1m_theta[i];</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(theta) == 1) {</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordtype">double</span> temp1 = 0;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordtype">double</span> temp2 = 0;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i) {</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          temp1 += n_vec[i];</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          temp2 += N_vec[i] - n_vec[i];</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        }</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;            += temp1 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[0])</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;            - temp2 / (1.0 - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[0]));</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;              += n_vec[i] / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i])</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;              - (N_vec[i] - n_vec[i]) / (1.0 - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]));</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        }</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      }</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    }</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00134"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a255338df1c9dc1edcaf556ec019e70f9">  134</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad12aae68875554db5a4e4934bfa1e24a">binomial_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                 <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                 <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">return</span> binomial_log&lt;false&gt;(n,N,theta);</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    }</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="comment">// BinomialLogit(n|N,alpha)  [N &gt;= 0;  0 &lt;= n &lt;= N]</span></div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="comment">// BinomialLogit(n|N,alpha) = Binomial(n|N,inv_logit(alpha))</span></div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;              <span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00147"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aeec51733f46d26326f271edaeb2c85fd">  147</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aeec51733f46d26326f271edaeb2c85fd">binomial_logit_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                       <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;                       <span class="keyword">const</span> T_prob&amp; alpha) {</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::binomial_logit_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      </div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N)</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordtype">double</span> logp = 0;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 0, N,</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;                         <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N,</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                             <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;                             &amp;logp))</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha,</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;                        <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                                   n,N,alpha,</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>,</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;                                   <span class="stringliteral">&quot;Population size parameter&quot;</span>,</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;                                   <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> alpha_vec(alpha);</div>
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+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(alpha);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      </div>
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+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad5be889d1ef4284654a04e400f5371a7" title="Returns the natural logarithm of the inverse logit of the specified argument.">stan::math::log_inv_logit</a>;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
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+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;          logp += <a class="code" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">binomial_coefficient_log</a>(N_vec[i],n_vec[i]);</div>
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+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_prob&gt;::value</a>&gt; log_inv_logit_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); ++i)</div>
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+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_prob&gt;::value</a>&gt; log_inv_logit_neg_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
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+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
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+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[0] </div>
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+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;            - temp2 * <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[0]));</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        }</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      } <span class="keywordflow">else</span> {</div>
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+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i)</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;              += n_vec[i] * <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(-<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]))</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;              - (N_vec[i] - n_vec[i]) * <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      }</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;    }</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div>
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+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00248"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a36b4660673caceb27df26e36771d3b82">  248</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aeec51733f46d26326f271edaeb2c85fd">binomial_logit_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;                       <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;                       <span class="keyword">const</span> T_prob&amp; alpha) {</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">return</span> binomial_logit_log&lt;false&gt;(n,N,alpha);</div>
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+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;</div>
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+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00258"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aeed3ba1a20bc8adb20b6a15d35945533">  258</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aeed3ba1a20bc8adb20b6a15d35945533">binomial_cdf</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, <span class="keyword">const</span> T_prob&amp; theta) {</div>
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+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;          </div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
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+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
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+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;          </div>
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+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;          </div>
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+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;          </div>
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+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;          </div>
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+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>, <span class="stringliteral">&quot;Population size parameter&quot;</span>, <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
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+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;          </div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="comment">// Wrap arguments in vector views</span></div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, theta);</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;          </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          </div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      }</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;              </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i])) {</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        }</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> theta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]);</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl);</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;          </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        P *= Pi;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            += - ibeta_derivative(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl) / Pi;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          </div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;              </div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      }</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta); ++i) operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] *= P;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      }</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;          </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;    }</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00344"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab5b95dc562c6fc2d9474debaae03903c">  344</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab5b95dc562c6fc2d9474debaae03903c">binomial_cdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;          </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::binomial_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;          </div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;          </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="comment">// Ensure non-zero arguments lenghts</span></div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;          </div>
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+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;          </div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0, </div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, n, N, theta, </div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>, <span class="stringliteral">&quot;Population size parameter&quot;</span>, <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
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+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;          </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="comment">// Wrap arguments in vector views</span></div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, theta);</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;          </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;          </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;          </div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as negative infinity</span></div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      }</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        </div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i])) {</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        }</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> theta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta_vec[i]);</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl);</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          </div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;            += - ibeta_derivative(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl) / Pi;</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      }</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          </div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;    }</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N, <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_prob&gt;::type</a></div>
+<div class="line"><a name="l00417"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6a5c4f320e9c4fd342a2bc95cd5cab06">  417</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6a5c4f320e9c4fd342a2bc95cd5cab06">binomial_ccdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, <span class="keyword">const</span> T_prob&amp; theta) {</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;          </div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::binomial_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;          </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;          </div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;      <span class="comment">// Ensure non-zero arguments lenghts</span></div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(N) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(theta)))</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;          </div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;          </div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, N, <span class="stringliteral">&quot;Population size parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, theta, 0.0, 1.0, </div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;                         <span class="stringliteral">&quot;Probability parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, n, N, theta, </div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>, <span class="stringliteral">&quot;Population size parameter&quot;</span>, <span class="stringliteral">&quot;Probability parameter&quot;</span>,</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;          </div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <span class="comment">// Wrap arguments in vector views</span></div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_prob&gt;</a> theta_vec(theta);</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, theta);</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;          </div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;          </div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_prob&gt;</a> operands_and_partials(theta);</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;          </div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as negative infinity</span></div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
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+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;        </div>
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+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &gt;= <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i])) {</div>
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+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;        }</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> N_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(N_vec[i]);</div>
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+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl);</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;          </div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;            += ibeta_derivative(N_dbl - n_dbl, n_dbl + 1, 1 - theta_dbl) / Pi;</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;      }</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;          </div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;    }</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
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+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">double</span> theta,</div>
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+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;      <span class="keyword">using</span> boost::binomial_distribution;</div>
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+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;</div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;      variate_generator&lt;RNG&amp;, binomial_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">binomial_rng</a>(rng, binomial_distribution&lt;&gt;(N, theta));</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">binomial_rng</a>();</div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;    }</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;    </div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;  }</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;}</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="title">block.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="block_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af163dfd071f1cff0297b7418156563a8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af163dfd071f1cff0297b7418156563a8"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af163dfd071f1cff0297b7418156563a8">stan::math::block</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m, size_t i, size_t j, size_t nrows, size_t ncols)</td></tr>
+<tr class="memdesc:af163dfd071f1cff0297b7418156563a8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a nrows x ncols submatrix starting at (i-1,j-1).  <a href="#af163dfd071f1cff0297b7418156563a8"></a><br/></td></tr>
+<tr class="separator:af163dfd071f1cff0297b7418156563a8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<tr class="memitem:namespaceboost"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespaceboost.html">boost</a></td></tr>
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+<tr class="memitem:namespaceboost_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespaceboost_1_1math.html">boost::math</a></td></tr>
+<tr class="memdesc:namespaceboost_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types. <br/></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespaceboost_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespaceboost_1_1math.html">boost::math</a></td></tr>
+<tr class="memdesc:namespaceboost_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a81d6724493d3ad55a65f18a3e780ddf7"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
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+<tr class="memdesc:a81d6724493d3ad55a65f18a3e780ddf7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Categorizes the given <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> value.  <a href="#a81d6724493d3ad55a65f18a3e780ddf7"></a><br/></td></tr>
+<tr class="separator:a81d6724493d3ad55a65f18a3e780ddf7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:aacb94b2d8f46034875d78e4260274709"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709">boost::math::isfinite</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;v)</td></tr>
+<tr class="memdesc:aacb94b2d8f46034875d78e4260274709"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number has finite value.  <a href="#aacb94b2d8f46034875d78e4260274709"></a><br/></td></tr>
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+<a href="calculate__chain_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__CALCULATE_CHAIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__CALCULATE_CHAIN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">    8</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">calculate_chain</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; x, <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; val) {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(x - val); <span class="comment">// works out to inv_logit(x)</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    }</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  }</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af95a794f03919aea39098f278d2c59d6"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob &gt; </td></tr>
+<tr class="memitem:af95a794f03919aea39098f278d2c59d6"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">stan::prob::categorical_log</a> (int n, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:af95a794f03919aea39098f278d2c59d6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a246986bd8f60af47c1f81ebb814dd563"><td class="memTemplParams" colspan="2">template&lt;typename T_prob &gt; </td></tr>
+<tr class="memitem:a246986bd8f60af47c1f81ebb814dd563"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a246986bd8f60af47c1f81ebb814dd563">stan::prob::categorical_log</a> (const typename Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt;::size_type n, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:a246986bd8f60af47c1f81ebb814dd563"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a02f82adf130605305c98f4e011bbe9ac"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob &gt; </td></tr>
+<tr class="memitem:a02f82adf130605305c98f4e011bbe9ac"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a02f82adf130605305c98f4e011bbe9ac">stan::prob::categorical_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:a02f82adf130605305c98f4e011bbe9ac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a16675570c76e20595a8a6b7b1beeabea"><td class="memTemplParams" colspan="2">template&lt;typename T_prob &gt; </td></tr>
+<tr class="memitem:a16675570c76e20595a8a6b7b1beeabea"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a16675570c76e20595a8a6b7b1beeabea">stan::prob::categorical_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:a16675570c76e20595a8a6b7b1beeabea"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4c3ca0ee1deca1cacd5211bbc995152e"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a4c3ca0ee1deca1cacd5211bbc995152e"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4c3ca0ee1deca1cacd5211bbc995152e">stan::prob::categorical_rng</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;theta, RNG &amp;rng)</td></tr>
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+<div class="title">categorical.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="categorical_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__CATEGORICAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__CATEGORICAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="comment">// Categorical(n|theta)  [0 &lt; n &lt;= N;   0 &lt;= theta[n] &lt;= 1;  SUM theta = 1]</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">   22</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">categorical_log</a>(<span class="keywordtype">int</span> n, </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::categorical_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordtype">int</span> lb = 1;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordtype">double</span> lp = 0.0;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                         <span class="stringliteral">&quot;Number of categories&quot;</span>,</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt; theta_dbl(theta.size());</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; theta_dbl.size(); ++i)</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          theta_dbl(i) = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta(i));</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;                           <span class="stringliteral">&quot;Probabilities parameter&quot;</span>,</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                           <span class="stringliteral">&quot;Probabilities parameter&quot;</span>,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(theta(n-1));</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a246986bd8f60af47c1f81ebb814dd563">   62</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">categorical_log</a>(<span class="keyword">const</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;::size_type</a> n, </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">return</span> categorical_log&lt;false&gt;(n,theta);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    }</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    <span class="comment">// Categorical(n|theta)  [0 &lt; n &lt;= N;   0 &lt;= theta[n] &lt;= 1;  SUM theta = 1]</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00072"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a02f82adf130605305c98f4e011bbe9ac">   72</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">categorical_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns, </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::categorical_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordtype">int</span> lb = 1;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordtype">double</span> lp = 0.0;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; ns.size(); ++i)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, ns[i], lb, theta.size(),</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                           <span class="stringliteral">&quot;element of outcome array&quot;</span>,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct&lt;T_prob&gt;::value</a>) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt; theta_dbl(theta.size());</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; theta_dbl.size(); ++i)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          theta_dbl(i) = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(theta(i));</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                           <span class="stringliteral">&quot;Probabilities parameter&quot;</span>,</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;                           <span class="stringliteral">&quot;Probabilities parameter&quot;</span>,</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keywordflow">if</span> (ns.size() == 0)</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt; log_theta(theta.size());</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; theta.size(); ++i)</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        log_theta(i) = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(theta(i));</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      </div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T_prob&gt;::type,</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;                    Eigen::Dynamic,1&gt; log_theta_ns(ns.size());</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; ns.size(); ++i)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        log_theta_ns(i) = log_theta(ns[i] - 1);</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(log_theta_ns);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00128"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a16675570c76e20595a8a6b7b1beeabea">  128</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">categorical_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns, </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">return</span> categorical_log&lt;false&gt;(ns,theta);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00135"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4c3ca0ee1deca1cacd5211bbc995152e">  135</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4c3ca0ee1deca1cacd5211bbc995152e">categorical_rng</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                    RNG&amp; rng) {</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keyword">using</span> boost::uniform_01;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::categorical_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta,</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                    <span class="stringliteral">&quot;Probabilities parameter&quot;</span>);</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      variate_generator&lt;RNG&amp;, uniform_01&lt;&gt; &gt;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        uniform01_rng(rng, uniform_01&lt;&gt;());</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      Eigen::VectorXd index(theta.rows());</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      index.setZero();</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; theta.rows(); i++) {</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> j = i; j &lt; theta.rows(); j++)</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;          index(j) += theta(i,0);</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      }</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keywordtype">double</span> c = uniform01_rng();</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordtype">int</span> b = 0;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <span class="keywordflow">while</span>(c &gt; index(b,0))</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        b++;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">return</span> b + 1;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    }</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;  }</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;}</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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diff --git a/doc/api/html/categorical__argument_8hpp.html b/doc/api/html/categorical__argument_8hpp.html
new file mode 100644
index 00000000000..74d7c12ec91
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+<a href="categorical__argument_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__CATEGORY__ARGUMENT__BETA__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="argument_8hpp.html">stan/gm/arguments/argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          </div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          std::string val;</div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          </div>
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+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          <span class="keywordflow">if</span> ( name == (*it)-&gt;name() ) </div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;            <span class="keywordflow">return</span> (*it);</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      }</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      </div>
+<div class="line"><a name="l00153"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">  153</a></span>&#160;      std::vector&lt;argument*&gt; <a class="code" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    };</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;    </div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;  </div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/prob/distributions/multivariate/discrete/categorical_logit.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__softmax_8hpp_source.html">stan/math/matrix/log_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__sum__exp_8hpp_source.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="categorical__logit_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2a925c941d407c44cac03cfdee07c20f"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob &gt; </td></tr>
+<tr class="memitem:a2a925c941d407c44cac03cfdee07c20f"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">stan::prob::categorical_logit_log</a> (int n, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;beta)</td></tr>
+<tr class="separator:a2a925c941d407c44cac03cfdee07c20f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a56b41ad5a9d6c90837fe573771174921"><td class="memTemplParams" colspan="2">template&lt;typename T_prob &gt; </td></tr>
+<tr class="memitem:a56b41ad5a9d6c90837fe573771174921"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a56b41ad5a9d6c90837fe573771174921">stan::prob::categorical_logit_log</a> (int n, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;beta)</td></tr>
+<tr class="separator:a56b41ad5a9d6c90837fe573771174921"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3fa98ec586dbbbceafb56261324b5170"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob &gt; </td></tr>
+<tr class="memitem:a3fa98ec586dbbbceafb56261324b5170"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a3fa98ec586dbbbceafb56261324b5170">stan::prob::categorical_logit_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;beta)</td></tr>
+<tr class="separator:a3fa98ec586dbbbceafb56261324b5170"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9195250cdb8eb73cbfc24e6b78ce8fcb"><td class="memTemplParams" colspan="2">template&lt;typename T_prob &gt; </td></tr>
+<tr class="memitem:a9195250cdb8eb73cbfc24e6b78ce8fcb"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a9195250cdb8eb73cbfc24e6b78ce8fcb">stan::prob::categorical_logit_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;beta)</td></tr>
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+<div class="title">categorical_logit.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="categorical__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__CATEGORICAL_LOGIT_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__CATEGORICAL_LOGIT_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__softmax_8hpp.html">stan/math/matrix/log_softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log__sum__exp_8hpp.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__sum__exp_8hpp.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="comment">// CategoricalLog(n|theta)  [0 &lt; n &lt;= N, theta unconstrained], no checking</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">categorical_logit_log</a>(<span class="keywordtype">int</span> n, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; beta) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::categorical_logit_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4" title="Calculates the log sum of exponetials without overflow.">stan::math::log_sum_exp</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordtype">double</span> lp = 0.0;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 1, beta.size(),</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                         <span class="stringliteral">&quot;categorical outcome out of support&quot;</span>,</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                         &amp;lp))</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;log odds parameter&quot;</span>, &amp;lp))</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="comment">// FIXME:  wasteful vs. creating term (n-1) if not vectorized</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">return</span> beta(n-1) - <a class="code" href="namespacestan_1_1agrad.html#a6cd9f7f4203d0dd299489be37445b5e1">log_sum_exp</a>(beta); <span class="comment">// == log_softmax(beta)(n-1);</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a56b41ad5a9d6c90837fe573771174921">   48</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">categorical_logit_log</a>(<span class="keywordtype">int</span> n, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; beta) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> categorical_logit_log&lt;false&gt;(n,beta);</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3fa98ec586dbbbceafb56261324b5170">   56</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">categorical_logit_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns, </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; beta) {</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::categorical_logit_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5" title="Return the natural logarithm of the softmax of the specified vector.">stan::math::log_softmax</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordtype">double</span> lp = 0.0;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> k = 0; k &lt; ns.size(); ++k)</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, ns[k], 1, beta.size(),</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                           <span class="stringliteral">&quot;categorical outcome out of support&quot;</span>,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;log odds parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">if</span> (ns.size() == 0)</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt; log_softmax_beta</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        = <a class="code" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">log_softmax</a>(beta);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="comment">// FIXME:  replace with more efficient sum()</span></div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T_prob&gt;::type,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                    Eigen::Dynamic,1&gt; results(ns.size());</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; ns.size(); ++i)</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        results[i] = log_softmax_beta(ns[i] - 1);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(results);</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    }</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00095"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9195250cdb8eb73cbfc24e6b78ce8fcb">   95</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2a925c941d407c44cac03cfdee07c20f">categorical_logit_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; beta) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">return</span> categorical_logit_log&lt;false&gt;(ns,beta);</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    }</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;  }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;}</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">cauchy.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/cauchy_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="cauchy_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a336c31f3968917b4cb73fdd6bcb7dbda"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a336c31f3968917b4cb73fdd6bcb7dbda"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a336c31f3968917b4cb73fdd6bcb7dbda">stan::prob::cauchy_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="memdesc:a336c31f3968917b4cb73fdd6bcb7dbda"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Cauchy density for the specified scalar(s) given the specified location parameter(s) and scale parameter(s).  <a href="#a336c31f3968917b4cb73fdd6bcb7dbda"></a><br/></td></tr>
+<tr class="separator:a336c31f3968917b4cb73fdd6bcb7dbda"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adeee6144ac19be6775669835d4b0a544"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#adeee6144ac19be6775669835d4b0a544">stan::prob::cauchy_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
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+<tr class="memitem:a47c7985de17346e84f8d63941d094c6f"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a47c7985de17346e84f8d63941d094c6f">stan::prob::cauchy_cdf</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="memdesc:a47c7985de17346e84f8d63941d094c6f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the cauchy cumulative distribution function for the given variate, location, and scale.  <a href="#a47c7985de17346e84f8d63941d094c6f"></a><br/></td></tr>
+<tr class="separator:a47c7985de17346e84f8d63941d094c6f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a438076c7412e6cc425b59489fd2288c3"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a438076c7412e6cc425b59489fd2288c3"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a438076c7412e6cc425b59489fd2288c3">stan::prob::cauchy_cdf_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a438076c7412e6cc425b59489fd2288c3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac70c31a88a9078a1abe3b7404504f1fe"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:ac70c31a88a9078a1abe3b7404504f1fe"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac70c31a88a9078a1abe3b7404504f1fe">stan::prob::cauchy_ccdf_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:ac70c31a88a9078a1abe3b7404504f1fe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a018d09865f9ab743ec78422a4e69d2d0"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a018d09865f9ab743ec78422a4e69d2d0"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">stan::prob::cauchy_rng</a> (const double mu, const double sigma, RNG &amp;rng)</td></tr>
+<tr class="separator:a018d09865f9ab743ec78422a4e69d2d0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">cauchy.hpp</div>  </div>
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+<div class="contents">
+<a href="cauchy_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CAUCHY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CAUCHY_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/cauchy_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
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+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> logp;</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
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+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">stan::math::log1p</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true, is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true, is_vector&lt;T_scale&gt;::value</a>&gt; sigma_squared(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        inv_sigma[i] = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        sigma_squared[i] = sigma_dbl * sigma_dbl;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(sigma_dbl);</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        }</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          = y_dbl - mu_dbl;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_squared</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          = y_minus_mu * y_minus_mu;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_sigma </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          = y_minus_mu * inv_sigma[n];</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_sigma_squared </div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          = y_minus_mu_over_sigma * y_minus_mu_over_sigma;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          logp += NEG_LOG_PI;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          logp -= <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(y_minus_mu_over_sigma_squared);</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;  </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= 2 * y_minus_mu / (sigma_squared[n] + y_minus_mu_squared);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += 2 * y_minus_mu / (sigma_squared[n] + y_minus_mu_squared);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += (y_minus_mu_squared - sigma_squared[n]) * inv_sigma[n] / (sigma_squared[n] + y_minus_mu_squared);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00140"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adeee6144ac19be6775669835d4b0a544">  140</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a336c31f3968917b4cb73fdd6bcb7dbda" title="The log of the Cauchy density for the specified scalar(s) given the specified location parameter(s) a...">cauchy_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keywordflow">return</span> cauchy_log&lt;false&gt;(y,mu,sigma);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    }</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00162"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a47c7985de17346e84f8d63941d094c6f">  162</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a47c7985de17346e84f8d63941d094c6f" title="Calculates the cauchy cumulative distribution function for the given variate, location, and scale.">cauchy_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        </div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::cauchy_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      </div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        </div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a></div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      }</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        </div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">std::atan</a>;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;            </div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        }</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;            </div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv_dbl = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;            </div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> z = (y_dbl - mu_dbl) * sigma_inv_dbl;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;          </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(z) / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() + 0.5;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;            </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        P *= Pn;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;            </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;            += sigma_inv_dbl / (<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() * (1.0 + z * z) * Pn);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;            += - sigma_inv_dbl / (<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() * (1.0 + z * z) * Pn);</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;            += - z * sigma_inv_dbl / (<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() * (1.0 + z * z) * Pn);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;            </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      }</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        </div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      }</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n)</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      }</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      }</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        </div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;    }</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00265"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a438076c7412e6cc425b59489fd2288c3">  265</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a438076c7412e6cc425b59489fd2288c3">cauchy_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        </div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        </div>
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+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      </div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        </div>
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+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;cdf_log)))</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        </div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;        </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        </div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <span class="comment">// Compute CDFLog and its gradients</span></div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">std::atan</a>;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;            </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv_dbl = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;            </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> z = (y_dbl - mu_dbl) * sigma_inv_dbl;</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;          </div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(z) / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() + 0.5;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;            </div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = 1.0 / (<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() * Pn </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;                                        * (z * z * sigma_dbl + sigma_dbl));</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * z;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      }</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;    }</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00338"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac70c31a88a9078a1abe3b7404504f1fe">  338</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac70c31a88a9078a1abe3b7404504f1fe">cauchy_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::cauchy_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        </div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;ccdf_log)))</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        </div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        </div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="comment">// Compute CDFLog and its gradients</span></div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">std::atan</a>;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;            </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv_dbl = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> z = (y_dbl - mu_dbl) * sigma_inv_dbl;</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;          </div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 0.5 - <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(z) / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>();</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;            </div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = 1.0 / (Pn * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() </div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;                                        * (z * z * sigma_dbl + sigma_dbl));</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * z;</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;      }</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;    }</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00410"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">  410</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">cauchy_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;               <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;               RNG&amp; rng) {</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      <span class="keyword">using</span> boost::random::cauchy_distribution;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::cauchy_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;      variate_generator&lt;RNG&amp;, cauchy_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">cauchy_rng</a>(rng, cauchy_distribution&lt;&gt;(mu, sigma));</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">cauchy_rng</a>();</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;    }</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;  }</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;}</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/chainable_8hpp.html b/doc/api/html/chainable_8hpp.html
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+<div class="title">chainable.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__stack_8hpp_source.html">stan/agrad/rev/var_stack.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="chainable_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Abstract base class for variable implementations that handles memory management and applying the chain rule.  <a href="classstan_1_1agrad_1_1chainable.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aadb1e5a1bc99069eeab84a0b27c4dceb"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aadb1e5a1bc99069eeab84a0b27c4dceb">stan::agrad::set_zero_all_adjoints</a> ()</td></tr>
+<tr class="memdesc:aadb1e5a1bc99069eeab84a0b27c4dceb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reset all adjoint values in the stack to zero.  <a href="#aadb1e5a1bc99069eeab84a0b27c4dceb"></a><br/></td></tr>
+<tr class="separator:aadb1e5a1bc99069eeab84a0b27c4dceb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1fb22c831a12e8fea76ef7ee0bd32cb3"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3">stan::agrad::grad</a> (chainable *vi)</td></tr>
+<tr class="memdesc:a1fb22c831a12e8fea76ef7ee0bd32cb3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient for all variables starting from the specified root variable implementation.  <a href="#a1fb22c831a12e8fea76ef7ee0bd32cb3"></a><br/></td></tr>
+<tr class="separator:a1fb22c831a12e8fea76ef7ee0bd32cb3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/chainable_8hpp_source.html b/doc/api/html/chainable_8hpp_source.html
new file mode 100644
index 00000000000..84e3bc0e03d
--- /dev/null
+++ b/doc/api/html/chainable_8hpp_source.html
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+<div class="title">chainable.hpp</div>  </div>
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+<div class="contents">
+<a href="chainable_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__CHAINABLE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__CHAINABLE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__stack_8hpp.html">stan/agrad/rev/var_stack.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai...">chainable</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">   22</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59" title="Construct a chainable object.">chainable</a>() { }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">   28</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636" title="Chainables are not destructible and should go on the function call stack or be allocated with operato...">~chainable</a>() {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="comment">// handled automatically</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592">   37</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592" title="Apply the chain rule to this variable based on the variables on which it depends.">chain</a>() {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#a9ef6020dcc949b73c1c3dfb1d4623bae">   44</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1chainable.html#a9ef6020dcc949b73c1c3dfb1d4623bae" title="Initialize this chainable&#39;s adjoint value to make it the dependent variable in a gradient calculation...">init_dependent</a>() {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f">   51</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f" title="Set the value of the adjoint for this chainable to its initial value.">set_zero_adjoint</a>() {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#ae78a7b4dfaf5f07c01f3d08f663caf06">   63</a></span>&#160;      <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span>* <span class="keyword">operator</span> <span class="keyword">new</span>(<span class="keywordtype">size_t</span> nbytes) {</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">memalloc_</a>.<a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(nbytes);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      }</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">   77</a></span>&#160;      <span class="keyword">static</span> <span class="keyword">inline</span> <span class="keywordtype">void</span> <span class="keyword">operator</span> <span class="keyword">delete</span>(<span class="keywordtype">void</span>* <span class="comment">/* ignore arg */</span>) {</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="comment">/* no op */</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      }</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    };</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    </div>
+<div class="line"><a name="l00087"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aadb1e5a1bc99069eeab84a0b27c4dceb">   87</a></span>&#160;    <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1agrad.html#aadb1e5a1bc99069eeab84a0b27c4dceb" title="Reset all adjoint values in the stack to zero.">set_zero_all_adjoints</a>() {</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">var_stack_</a>.size(); ++i)</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">var_stack_</a>[i]-&gt;set_zero_adjoint();</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1agrad.html#a1da2503303417b341d207feb1bfc9ef1">var_nochain_stack_</a>.size(); ++i)</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1da2503303417b341d207feb1bfc9ef1">var_nochain_stack_</a>[i]-&gt;set_zero_adjoint();</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    }</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3">  106</a></span>&#160;    <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(<a class="code" href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai...">chainable</a>* vi) {</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      std::vector&lt;chainable*&gt;::reverse_iterator it;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      vi-&gt;<a class="code" href="classstan_1_1agrad_1_1chainable.html#a9ef6020dcc949b73c1c3dfb1d4623bae" title="Initialize this chainable&#39;s adjoint value to make it the dependent variable in a gradient calculation...">init_dependent</a>(); </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="comment">// propagate derivates for vars</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">for</span> (it = <a class="code" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">var_stack_</a>.rbegin(); it &lt; <a class="code" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">var_stack_</a>.rend(); ++it)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        (*it)-&gt;chain();</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;  }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;}</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/chains_8hpp.html b/doc/api/html/chains_8hpp.html
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+  <div class="headertitle">
+<div class="title">chains.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;cstdlib&gt;</code><br/>
+<code>#include &lt;boost/accumulators/accumulators.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/stats.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/mean.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/tail_quantile.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/p_square_quantile.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/variance.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/covariance.hpp&gt;</code><br/>
+<code>#include &lt;boost/accumulators/statistics/variates/covariate.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/uniform_int_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/additive_combine.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2variance_8hpp_source.html">stan/math/matrix/variance.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="autocorrelation_8hpp_source.html">stan/prob/autocorrelation.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="autocovariance_8hpp_source.html">stan/prob/autocovariance.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stan__csv__reader_8hpp_source.html">stan/io/stan_csv_reader.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="chains_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">An <code><a class="el" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">mcmc::chains</a></code> object stores parameter names and dimensionalities along with samples from multiple chains.  <a href="classstan_1_1mcmc_1_1chains.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/chains_8hpp_source.html b/doc/api/html/chains_8hpp_source.html
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+<div class="title">chains.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="chains_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__CHAINS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__CHAINS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;cstdlib&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/accumulators.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/stats.hpp&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/mean.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/tail_quantile.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/p_square_quantile.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/variance.hpp&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/covariance.hpp&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;boost/accumulators/statistics/variates/covariate.hpp&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_int_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;boost/random/additive_combine.hpp&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2variance_8hpp.html">stan/math/matrix/variance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="autocorrelation_8hpp.html">stan/prob/autocorrelation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="autocovariance_8hpp.html">stan/prob/autocovariance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stan__csv__reader_8hpp.html">stan/io/stan_csv_reader.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="keyword">namespace </span>stan {  </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> RNG = boost::random::ecuyer1988&gt;</div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html">   55</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">chains</a> {</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt; param_names_;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      Eigen::Matrix&lt;Eigen::MatrixXd, Eigen::Dynamic, 1&gt; samples_;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      Eigen::VectorXi warmup_;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordtype">double</span> mean(<span class="keyword">const</span> Eigen::VectorXd&amp; x) {</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordtype">double</span> variance(<span class="keyword">const</span> Eigen::VectorXd&amp; x) {</div>
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+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> ((x.array() - m) / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>((x.size() - 1.0))).square().sum();</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      }</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordtype">double</span> sd(<span class="keyword">const</span> Eigen::VectorXd&amp; x) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(variance(x));</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordtype">double</span> covariance(<span class="keyword">const</span> Eigen::VectorXd&amp; x, <span class="keyword">const</span> Eigen::VectorXd&amp; y) {</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">if</span> (x.rows() != y.rows())</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;          std::cerr &lt;&lt; <span class="stringliteral">&quot;warning: covariance of different length chains&quot;</span>;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keyword">using</span> boost::accumulators::accumulator_set;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keyword">using</span> boost::accumulators::stats;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">boost::accumulators::tag::variance</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::covariance;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::covariate1;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        accumulator_set&lt;double, stats&lt;covariance&lt;double, covariate1&gt; &gt; &gt; acc;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordtype">int</span> M = <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(x.size(), y.size());</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; M; i++)</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          acc(x(i), boost::accumulators::covariate1=y(i));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;  </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keywordflow">return</span> boost::accumulators::covariance(acc) * M / (M-1);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      }</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordtype">double</span> correlation(<span class="keyword">const</span> Eigen::VectorXd&amp; x, <span class="keyword">const</span> Eigen::VectorXd&amp; y) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">if</span> (x.rows() != y.rows())</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          std::cerr &lt;&lt; <span class="stringliteral">&quot;warning: covariance of different length chains&quot;</span>;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keyword">using</span> boost::accumulators::accumulator_set;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keyword">using</span> boost::accumulators::stats;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">boost::accumulators::tag::variance</a>;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::covariance;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::covariate1;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        accumulator_set&lt;double, stats&lt;variance, covariance&lt;double, covariate1&gt; &gt; &gt; acc_xy;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        accumulator_set&lt;double, stats&lt;variance&gt; &gt; acc_y;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;  </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordtype">int</span> M = <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(x.size(), y.size());</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; M; i++) {</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          acc_xy(x(i), boost::accumulators::covariate1=y(i));</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          acc_y(y(i));</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        }</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;  </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordtype">double</span> cov = boost::accumulators::covariance(acc_xy);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (cov &gt; -1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-8 &amp;&amp; cov &lt; 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-8)</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          <span class="keywordflow">return</span> cov;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">return</span> cov / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">boost::accumulators::variance</a>(acc_xy) * <a class="code" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595" title="Return the sample variance of the specified standard vector.">boost::accumulators::variance</a>(acc_y));</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      </div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordtype">double</span> quantile(<span class="keyword">const</span> Eigen::VectorXd&amp; x, <span class="keyword">const</span> <span class="keywordtype">double</span> prob) {</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keyword">using</span> boost::accumulators::accumulator_set;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keyword">using</span> boost::accumulators::left;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keyword">using</span> boost::accumulators::quantile_probability;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keyword">using</span> boost::accumulators::right;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keyword">using</span> boost::accumulators::stats;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb" title="Return the specified number of elements as a vector from the back of the specified vector...">boost::accumulators::tag::tail</a>;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::tail_quantile;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <span class="keywordtype">double</span> M = x.rows();</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="comment">//size_t cache_size = std::min(prob, 1-prob)*M + 2;</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordtype">size_t</span> cache_size = M;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">if</span> (prob &lt; 0.5) {</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          accumulator_set&lt;double, stats&lt;tail_quantile&lt;left&gt; &gt; &gt; </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;            acc(tail&lt;left&gt;::cache_size = cache_size);</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; M; i++)</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;            acc(x(i));</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          <span class="keywordflow">return</span> boost::accumulators::quantile(acc, quantile_probability=prob);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        } </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        accumulator_set&lt;double, stats&lt;tail_quantile&lt;right&gt; &gt; &gt; </div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;          acc(tail&lt;right&gt;::cache_size = cache_size);</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; M; i++)</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          acc(x(i));</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        <span class="keywordflow">return</span> boost::accumulators::quantile(acc, quantile_probability=prob);</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      }</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      Eigen::VectorXd quantiles(<span class="keyword">const</span> Eigen::VectorXd&amp; x, <span class="keyword">const</span> Eigen::VectorXd&amp; probs) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keyword">using</span> boost::accumulators::accumulator_set;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keyword">using</span> boost::accumulators::left;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keyword">using</span> boost::accumulators::quantile_probability;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keyword">using</span> boost::accumulators::right;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        <span class="keyword">using</span> boost::accumulators::stats;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb" title="Return the specified number of elements as a vector from the back of the specified vector...">boost::accumulators::tag::tail</a>;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        <span class="keyword">using</span> boost::accumulators::tag::tail_quantile;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        <span class="keywordtype">double</span> M = x.rows();</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="comment">//size_t cache_size = M/2 + 2;</span></div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <span class="keywordtype">size_t</span> cache_size = M;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        accumulator_set&lt;double, stats&lt;tail_quantile&lt;left&gt; &gt; &gt; </div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          acc_left(tail&lt;left&gt;::cache_size = cache_size);</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        accumulator_set&lt;double, stats&lt;tail_quantile&lt;right&gt; &gt; &gt; </div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          acc_right(tail&lt;right&gt;::cache_size = cache_size);</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;  </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; M; i++) {</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;          acc_left(x(i));</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          acc_right(x(i));</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        }</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        Eigen::VectorXd q(probs.size());  </div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; probs.size(); i++) {</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          <span class="keywordflow">if</span> (probs(i) &lt; 0.5) </div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;            q(i) = boost::accumulators::quantile(acc_left, quantile_probability=probs(i));</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;            q(i) = boost::accumulators::quantile(acc_right, quantile_probability=probs(i));</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        }</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> q;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      }</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      Eigen::VectorXd autocorrelation(<span class="keyword">const</span> Eigen::VectorXd&amp; x) {</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        std::vector&lt;double&gt; ac;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        std::vector&lt;double&gt; <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>(x.size());</div>
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+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        Eigen::VectorXd ac2(ac.size());</div>
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+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;          ac2(i) = ac[i];</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keywordflow">return</span> ac2;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      }</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      Eigen::VectorXd autocovariance(<span class="keyword">const</span> Eigen::VectorXd&amp; x) {</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        std::vector&lt;double&gt; ac;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        std::vector&lt;double&gt; <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>(x.size());</div>
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+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;        Eigen::VectorXd ac2(ac.size());</div>
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+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        <span class="keywordflow">return</span> ac2;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      }</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keywordtype">double</span> effective_sample_size(<span class="keyword">const</span> Eigen::Matrix&lt;Eigen::VectorXd, Eigen::Dynamic, 1&gt; &amp;<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>) {</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">chains</a> = samples.size();</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;  </div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="comment">// need to generalize to each jagged samples per chain</span></div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keywordtype">int</span> n_samples = <a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(0).size();</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;          n_samples = <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(n_samples, <span class="keywordtype">int</span>(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).<a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>()));</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;        }</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;        Eigen::Matrix&lt;Eigen::VectorXd, Eigen::Dynamic, 1&gt; acov(chains);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 0; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          acov(chain) = autocovariance(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain));</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        }</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;  </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        Eigen::VectorXd chain_mean(chains);</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;        Eigen::VectorXd chain_var(chains);</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 0; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          <span class="keywordtype">double</span> n_kept_samples = <a class="code" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">num_kept_samples</a>(chain);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;          chain_mean(chain) = mean(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain));</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          chain_var(chain) = acov(chain)(0)*n_kept_samples/(n_kept_samples-1);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        <span class="keywordtype">double</span> mean_var = mean(chain_var);</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keywordtype">double</span> var_plus = mean_var*(n_samples-1)/n_samples;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        <span class="keywordflow">if</span> (chains &gt; 1) </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          var_plus += variance(chain_mean);</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        Eigen::VectorXd rho_hat_t(n_samples);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        rho_hat_t.setZero();</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        <span class="keywordtype">double</span> rho_hat = 0;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        <span class="keywordtype">int</span> max_t = 0;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> t = 1; (t &lt; n_samples &amp;&amp; rho_hat &gt;= 0); t++) {</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          Eigen::VectorXd acov_t(chains);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 0; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;            acov_t(chain) = acov(chain)(t);</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;          }</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          rho_hat = 1 - (mean_var - mean(acov_t)) / var_plus;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          <span class="keywordflow">if</span> (rho_hat &gt;= 0)</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;            rho_hat_t(t) = rho_hat;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;          max_t = t;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        }</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keywordtype">double</span> ess = chains * n_samples;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        <span class="keywordflow">if</span> (max_t &gt; 1) {</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;          ess /= 1 + 2 * rho_hat_t.sum();</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        }</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        <span class="keywordflow">return</span> ess;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      }</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordtype">double</span> split_potential_scale_reduction(<span class="keyword">const</span> Eigen::Matrix&lt;Eigen::VectorXd, Eigen::Dynamic, 1&gt; &amp;samples) {</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">chains</a> = samples.size();</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keywordtype">int</span> n_samples = <a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(0).size();</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;          n_samples = <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>(n_samples, <span class="keywordtype">int</span>(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).<a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>()));</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        }</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;        <span class="keywordflow">if</span> (n_samples % 2 == 1)</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;          n_samples--;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        <span class="keywordtype">int</span> n = n_samples / 2;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        Eigen::VectorXd split_chain_mean(2*chains);</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        Eigen::VectorXd split_chain_var(2*chains);</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;  </div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 0; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>; chain++) {</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;          split_chain_mean(2*chain) = mean(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).topRows(n));</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;          split_chain_mean(2*chain+1) = mean(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).bottomRows(n));</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;    </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          split_chain_var(2*chain) = variance(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).topRows(n));</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;          split_chain_var(2*chain+1) = variance(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain).bottomRows(n));</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        }</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="keywordtype">double</span> var_between = n * variance(split_chain_mean);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordtype">double</span> var_within = mean(split_chain_var);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;        <span class="comment">// rewrote [(n-1)*W/n + B/n]/W as (n-1+ B/W)/n</span></div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>((var_between/var_within + n-1)/n);</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      }</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      </div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00307"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">  307</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>(<span class="keyword">const</span> Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt;&amp; <a class="code" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">param_names</a>) </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        : param_names_(param_names) { }</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      </div>
+<div class="line"><a name="l00310"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a9155b524e66935f9e30bac5d6ae31a53">  310</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1io_1_1stan__csv.html">stan::io::stan_csv</a>&amp; stan_csv) </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        : param_names_(stan_csv.header) {</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="keywordflow">if</span> (stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">samples</a>.rows() &gt; 0)</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">add</a>(stan_csv);</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      }</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      </div>
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+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        <span class="keywordflow">return</span> samples_.size();</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      }</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      </div>
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+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keywordflow">return</span> param_names_.size();</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      }</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;</div>
+<div class="line"><a name="l00324"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">  324</a></span>&#160;      <span class="keyword">const</span> Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt;&amp; <a class="code" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">param_names</a>() {</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        <span class="keywordflow">return</span> param_names_;</div>
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+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;</div>
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+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;      }</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;</div>
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+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a> = -1;</div>
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+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;          <span class="keywordflow">if</span> (param_names_(i) == name)</div>
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+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a>;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      }</div>
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+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      }</div>
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+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      }</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      </div>
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+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        <span class="keywordflow">return</span> warmup_;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      }</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      </div>
+<div class="line"><a name="l00352"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a5d009a5e09853cdf0181c6bb68f1680a">  352</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#a5d009a5e09853cdf0181c6bb68f1680a">warmup</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> chain) {</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keywordflow">return</span> warmup_(chain);</div>
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+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;</div>
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+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> samples_(chain).rows();</div>
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+<div class="line"><a name="l00360"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">  360</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">num_samples</a>() {</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;        <span class="keywordtype">int</span> n = 0;</div>
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+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">return</span> n;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      }</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;</div>
+<div class="line"><a name="l00367"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">  367</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">num_kept_samples</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> chain) {</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">num_samples</a>(chain) - <a class="code" href="classstan_1_1mcmc_1_1chains.html#a4a6916b3af4d4f7ecf848a4587157e2d">warmup</a>(chain);</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      }</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      </div>
+<div class="line"><a name="l00371"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">  371</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">num_kept_samples</a>() {</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordtype">int</span> n = 0;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 0; chain &lt; <a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;          n += <a class="code" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">num_kept_samples</a>(chain);</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;        <span class="keywordflow">return</span> n;</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      }</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      </div>
+<div class="line"><a name="l00378"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">  378</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">add</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> chain,</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;               <span class="keyword">const</span> Eigen::MatrixXd&amp; <a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a>) {</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;        <span class="keywordflow">if</span> (sample.cols() != <a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>())</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;          <span class="keywordflow">throw</span> std::invalid_argument(<span class="stringliteral">&quot;add(chain,sample): number of columns in sample does not match chains&quot;</span>);</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>() == 0 || chain &gt;= <a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>()) {</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;          <span class="keywordtype">int</span> n = <a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>();</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;    </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;          <span class="comment">// Need this block for Windows. conservativeResize does not keep the references.</span></div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;          Eigen::Matrix&lt;Eigen::MatrixXd, Eigen::Dynamic, 1&gt; samples_copy(<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>());</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;          Eigen::VectorXi warmup_copy(<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>());</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; n; i++) {</div>
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+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;            warmup_copy(i) = warmup_(i);</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;          }</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;    </div>
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+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          warmup_.resize(chain+1);</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; n; i++) {</div>
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+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;            warmup_(i) = warmup_copy(i);</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          }</div>
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+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;            warmup_(i) = 0;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;          }</div>
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+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      }</div>
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+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;        <span class="keywordflow">if</span> (stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#aeb01b3bd545cb53379cc3d9b4965574a">save_warmup</a>)</div>
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+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;      </div>
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+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      </div>
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+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;        <span class="keywordtype">int</span> start = 0;</div>
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+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;      </div>
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+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;      </div>
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+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;      }</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;</div>
+<div class="line"><a name="l00548"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#ad387dd810f96b6ac37efd2992fc29630">  548</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1chains.html#ad387dd810f96b6ac37efd2992fc29630">quantiles</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> chain, <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a>, <span class="keyword">const</span> Eigen::VectorXd&amp; probs) {</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;        <span class="keywordflow">return</span> quantiles(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(chain,index), probs);</div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;      }</div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;</div>
+<div class="line"><a name="l00552"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1chains.html#a491e846ff148541c564d7db4a0794589">  552</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1chains.html#a491e846ff148541c564d7db4a0794589">quantiles</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a>, <span class="keyword">const</span> Eigen::VectorXd&amp; probs) {</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;        <span class="keywordflow">return</span> quantiles(<a class="code" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(index), probs);</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;      }</div>
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+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;                                <span class="keyword">const</span> std::string&amp; name, <span class="keyword">const</span> Eigen::VectorXd&amp; probs) {</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;        <span class="keywordflow">return</span> quantiles(chain, <a class="code" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a>(name), probs);</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;      }</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;</div>
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+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;      }</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;      </div>
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+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;  </div>
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+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;      }</div>
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+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;        <span class="keywordtype">double</span> high_prob = 1-low_prob;</div>
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+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;        Eigen::Vector2d interval;</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;        interval &lt;&lt; quantile(index,low_prob), quantile(index,high_prob);</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a244fb67601cb568b79137450f934047b"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high , typename T_result &gt; </td></tr>
+<tr class="memitem:a244fb67601cb568b79137450f934047b"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const T_high &amp;high, const char *name, T_result *result)</td></tr>
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+<tr class="memitem:a1e00f0db84045333d946bb2a49b924ac"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:a1e00f0db84045333d946bb2a49b924ac"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1e00f0db84045333d946bb2a49b924ac">stan::math::check_bounded</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const T_high &amp;high, const char *name)</td></tr>
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+<a href="check__bounded_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_BOUNDED_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__less__or__equal_8hpp_source.html">stan/math/error_handling/check_less_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__lower__triangular_8hpp_source.html">stan/math/error_handling/matrix/check_lower_triangular.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__cholesky__factor_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6ea62b7ae38dc4b6a84bfe90f72b1fc9"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a6ea62b7ae38dc4b6a84bfe90f72b1fc9"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9">stan::math::check_cholesky_factor</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a6ea62b7ae38dc4b6a84bfe90f72b1fc9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is a valid Cholesky factor.  <a href="#a6ea62b7ae38dc4b6a84bfe90f72b1fc9"></a><br/></td></tr>
+<tr class="separator:a6ea62b7ae38dc4b6a84bfe90f72b1fc9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab78172933a2bd63bdd511f062564a505"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab78172933a2bd63bdd511f062564a505"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab78172933a2bd63bdd511f062564a505">stan::math::check_cholesky_factor</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:ab78172933a2bd63bdd511f062564a505"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a63e498bfd9699c99b57b207e2869023a"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a63e498bfd9699c99b57b207e2869023a"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a63e498bfd9699c99b57b207e2869023a">stan::math::check_cholesky_factor</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, T_result *result)</td></tr>
+<tr class="memdesc:a63e498bfd9699c99b57b207e2869023a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is a valid Cholesky factor (lower triangular, positive diagonal).  <a href="#a63e498bfd9699c99b57b207e2869023a"></a><br/></td></tr>
+<tr class="separator:a63e498bfd9699c99b57b207e2869023a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1bba6a9591ff4834950d8819d17ec105"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1bba6a9591ff4834950d8819d17ec105"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1bba6a9591ff4834950d8819d17ec105">stan::math::check_cholesky_factor</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, T *result=0)</td></tr>
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+<div class="title">check_cholesky_factor.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="check__cholesky__factor_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_CHOLESKY_FACTOR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_CHOLESKY_FACTOR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__positive_8hpp.html">stan/math/error_handling/check_positive.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__less__or__equal_8hpp.html">stan/math/error_handling/check_less_or_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__lower__triangular_8hpp.html">stan/math/error_handling/matrix/check_lower_triangular.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9">   30</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9" title="Return true if the specified matrix is a valid Cholesky factor.">check_cholesky_factor</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                      <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00071"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a63e498bfd9699c99b57b207e2869023a">   71</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9" title="Return true if the specified matrix is a valid Cholesky factor.">check_cholesky_factor</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00078"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1bba6a9591ff4834950d8819d17ec105">   78</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9" title="Return true if the specified matrix is a valid Cholesky factor.">check_cholesky_factor</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;                    T* result = 0) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">return</span> check_cholesky_factor&lt;T,T&gt;(<span class="keyword">function</span>,y,result);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    }</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;  }</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;}</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
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+<tr class="memitem:a8987da44a92a90edb79fd84fd39e39d3"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8987da44a92a90edb79fd84fd39e39d3">stan::math::check_consistent_size</a> (size_t max_size, const char *function, const T &amp;x, const char *name, T_result *result)</td></tr>
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+<a href="check__consistent__size_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_CONSISTENT_SIZE_HPP__</span></div>
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+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="check__consistent__size_8hpp_source.html">stan/math/error_handling/check_consistent_size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memitem:ac0e0ad1687b604c6f0667a12922a2545"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a> (const char *function, const T1 &amp;x1, const T2 &amp;x2, const char *name1, const char *name2, T_result *result)</td></tr>
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+<tr class="memitem:a0a4c9f7aec5e75731b7e3d0c33a758b6"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0a4c9f7aec5e75731b7e3d0c33a758b6">stan::math::check_consistent_sizes</a> (const char *function, const T1 &amp;x1, const T2 &amp;x2, const T3 &amp;x3, const char *name1, const char *name2, const char *name3, T_result *result)</td></tr>
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+<tr class="memitem:a1244db32f5cb1447091b8f7965fe09d6"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1244db32f5cb1447091b8f7965fe09d6">stan::math::check_consistent_sizes</a> (const char *function, const T1 &amp;x1, const T2 &amp;x2, const T3 &amp;x3, const T4 &amp;x4, const char *name1, const char *name2, const char *name3, const char *name4, T_result *result)</td></tr>
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+<a href="check__consistent__sizes_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_CONSISTENT_SIZES_HPP__</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__symmetric_8hpp_source.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__corr__matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a19892bf98f113034430413117fddd012"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a19892bf98f113034430413117fddd012"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012">stan::math::check_corr_matrix</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a19892bf98f113034430413117fddd012"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is a valid correlation matrix.  <a href="#a19892bf98f113034430413117fddd012"></a><br/></td></tr>
+<tr class="separator:a19892bf98f113034430413117fddd012"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad32dc573d6046854e39913596554961b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad32dc573d6046854e39913596554961b"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad32dc573d6046854e39913596554961b">stan::math::check_corr_matrix</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:ad32dc573d6046854e39913596554961b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+</div>
diff --git a/doc/api/html/check__corr__matrix_8hpp_source.html b/doc/api/html/check__corr__matrix_8hpp_source.html
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+<div class="title">check_corr_matrix.hpp</div>  </div>
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+<a href="check__corr__matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_CORR_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_CORR_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__positive_8hpp.html">stan/math/error_handling/check_positive.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__symmetric_8hpp.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="constraint__tolerance_8hpp.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="comment">// FIXME: update warnings</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012">   32</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012" title="Return true if the specified matrix is a valid correlation matrix.">check_corr_matrix</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;             k = 0; k &lt; y.rows(); ++k) {</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ad32dc573d6046854e39913596554961b">   62</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012" title="Return true if the specified matrix is a valid correlation matrix.">check_corr_matrix</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                                  T* result = 0) {</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">return</span> check_corr_matrix&lt;T,T&gt;(<span class="keyword">function</span>,y,name,result);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    }</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;}</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">check_cov_matrix.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__symmetric_8hpp_source.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__size__match_8hpp_source.html">stan/math/error_handling/matrix/check_size_match.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__cov__matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a90326b7bfecdcd28d2555c001ca7cf0f"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
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+<tr class="memitem:aea06d3b49639cdd7f4eee1a9e21d01a0"><td class="memTemplParams" colspan="2">template&lt;typename T_covar , typename T_result &gt; </td></tr>
+<tr class="memitem:aea06d3b49639cdd7f4eee1a9e21d01a0"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aea06d3b49639cdd7f4eee1a9e21d01a0">stan::math::check_cov_matrix</a> (const char *function, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, T_result *result)</td></tr>
+<tr class="memdesc:aea06d3b49639cdd7f4eee1a9e21d01a0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is a valid covariance matrix.  <a href="#aea06d3b49639cdd7f4eee1a9e21d01a0"></a><br/></td></tr>
+<tr class="separator:aea06d3b49639cdd7f4eee1a9e21d01a0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac60a94eb57a3b80ccdb54d75a38d5aa4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac60a94eb57a3b80ccdb54d75a38d5aa4"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac60a94eb57a3b80ccdb54d75a38d5aa4">stan::math::check_cov_matrix</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, T *result=0)</td></tr>
+<tr class="separator:ac60a94eb57a3b80ccdb54d75a38d5aa4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">check_cov_matrix.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="check__cov__matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_COV_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_COV_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__positive_8hpp.html">stan/math/error_handling/check_positive.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__symmetric_8hpp.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__size__match_8hpp.html">stan/math/error_handling/matrix/check_size_match.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>math {</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <span class="comment">// FIXME: this looks redundant</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="comment"></span>    <span class="comment">// FIXME: update warnings</span></div>
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+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af6feab878b8ff447121df2e6a9461680"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:af6feab878b8ff447121df2e6a9461680"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680">stan::math::check_finite</a> (const char *function, const T_y &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:af6feab878b8ff447121df2e6a9461680"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the variable y is finite.  <a href="#af6feab878b8ff447121df2e6a9461680"></a><br/></td></tr>
+<tr class="separator:af6feab878b8ff447121df2e6a9461680"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a46c87d5d26732e2860ae58d00f4fdff2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a46c87d5d26732e2860ae58d00f4fdff2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a46c87d5d26732e2860ae58d00f4fdff2">stan::math::check_finite</a> (const char *function, const T &amp;y, const char *name)</td></tr>
+<tr class="separator:a46c87d5d26732e2860ae58d00f4fdff2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__finite_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_FINITE_HPP__</span></div>
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+<div class="title">check_greater.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__greater_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aada3014caf18d49104f7d63d0d6ea15e"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_result &gt; </td></tr>
+<tr class="memitem:aada3014caf18d49104f7d63d0d6ea15e"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const char *name, T_result *result)</td></tr>
+<tr class="separator:aada3014caf18d49104f7d63d0d6ea15e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aaaf1c4b2de4ed60a01fe919a0b3655fd"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low &gt; </td></tr>
+<tr class="memitem:aaaf1c4b2de4ed60a01fe919a0b3655fd"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aaaf1c4b2de4ed60a01fe919a0b3655fd">stan::math::check_greater</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const char *name)</td></tr>
+<tr class="separator:aaaf1c4b2de4ed60a01fe919a0b3655fd"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  </span>
+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_99fdd75913c28d151522a8b8afede414.html">error_handling</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">check_greater.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="check__greater_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_GREATER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_GREATER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y,</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;                <span class="keyword">typename</span> T_low,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                <span class="keyword">typename</span> T_result,</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">struct </span>greater {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">bool</span> check(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                          <span class="keyword">const</span> T_y&amp; y,</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        ::check(<span class="keyword">function</span>,y,low,name,result);</div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                              <span class="keyword">const</span> T_y&amp; y,</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                              <span class="keyword">const</span> T_low&amp; low,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                              <span class="keyword">const</span> <span class="keywordtype">char</span>* name) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">return</span> check_greater&lt;T_y,T_low,typename scalar_type&lt;T_y&gt;::type *&gt;</div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/check__greater__or__equal_8hpp.html b/doc/api/html/check__greater__or__equal_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__greater__or__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:adbb58d3f6d9657f8488bc74a6db0a056"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_result &gt; </td></tr>
+<tr class="memitem:adbb58d3f6d9657f8488bc74a6db0a056"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const char *name, T_result *result)</td></tr>
+<tr class="separator:adbb58d3f6d9657f8488bc74a6db0a056"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abe66408d89f69a9d59b13d7c3d73423b"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low &gt; </td></tr>
+<tr class="memitem:abe66408d89f69a9d59b13d7c3d73423b"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#abe66408d89f69a9d59b13d7c3d73423b">stan::math::check_greater_or_equal</a> (const char *function, const T_y &amp;y, const T_low &amp;low, const char *name)</td></tr>
+<tr class="separator:abe66408d89f69a9d59b13d7c3d73423b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__greater__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_GREATER_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_GREATER_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y,</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;                <span class="keyword">typename</span> T_low,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                <span class="keyword">typename</span> T_result,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                <span class="keywordtype">bool</span> is_vec&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">struct </span>greater_or_equal {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">bool</span> check(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                          <span class="keyword">const</span> T_y&amp; y,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                          <span class="keyword">const</span> T_low&amp; low,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                          <span class="keyword">const</span> <span class="keywordtype">char</span>* name,  </div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          VectorView&lt;const T_low&gt; low_vec(low);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(low); n++) {</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                             <span class="stringliteral">&quot; is %1%, but must be greater than &quot;</span>,</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                <span class="keyword">typename</span> T_low,</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">bool</span> check(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <span class="keyword">using</span> <a class="code" href="namespacestan.html#a2e926e5518c0c2f289f79d23010815d3">stan::get</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          VectorView&lt;const T_low&gt; low_vec(low);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;            <span class="keywordflow">if</span> (!(<span class="keyword">get</span>(y,n) &gt;= low_vec[n]))</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      };</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">   56</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">check_greater_or_equal</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                                       <span class="keyword">const</span> T_y&amp; y,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                                       <span class="keyword">const</span> T_low&amp; low,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                       <span class="keyword">const</span> <span class="keywordtype">char</span>* name,  </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                                       T_result* result) {</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">return</span> greater_or_equal&lt;T_y,T_low,T_result,is_vector_like&lt;T_y&gt;::value&gt;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        ::check(<span class="keyword">function</span>,y,low,name,result);</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;   <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low&gt;</div>
+<div class="line"><a name="l00065"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#abe66408d89f69a9d59b13d7c3d73423b">   65</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">check_greater_or_equal</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                                       <span class="keyword">const</span> T_y&amp; y,</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                                       <span class="keyword">const</span> T_low&amp; low,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                                       <span class="keyword">const</span> <span class="keywordtype">char</span>* name) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">return</span> check_greater_or_equal&lt;T_y,T_low,typename scalar_type&lt;T_y&gt;::type *&gt;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        (<span class="keyword">function</span>,y,low,name,0);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/check__less_8hpp.html b/doc/api/html/check__less_8hpp.html
new file mode 100644
index 00000000000..43d838787dd
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="title">check_less.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a7187754b7dfb0727664c3bed40ccf7b4"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_high , typename T_result &gt; </td></tr>
+<tr class="memitem:a7187754b7dfb0727664c3bed40ccf7b4"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7187754b7dfb0727664c3bed40ccf7b4">stan::math::check_less</a> (const char *function, const T_y &amp;y, const T_high &amp;high, const char *name, T_result *result)</td></tr>
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+<tr class="memitem:a359cf57677ad750cbe12441ba34df391"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_high &gt; </td></tr>
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+<a href="check__less_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_LESS_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a1c5a1e6a543017c50d64bcdd9d53bd83"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_high , typename T_result &gt; </td></tr>
+<tr class="memitem:a1c5a1e6a543017c50d64bcdd9d53bd83"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a> (const char *function, const T_y &amp;y, const T_high &amp;high, const char *name, T_result *result)</td></tr>
+<tr class="separator:a1c5a1e6a543017c50d64bcdd9d53bd83"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adaaa5ed482610e1a8c0477cdd60e8033"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_high &gt; </td></tr>
+<tr class="memitem:adaaa5ed482610e1a8c0477cdd60e8033"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#adaaa5ed482610e1a8c0477cdd60e8033">stan::math::check_less_or_equal</a> (const char *function, const T_y &amp;y, const T_high &amp;high, const char *name)</td></tr>
+<tr class="separator:adaaa5ed482610e1a8c0477cdd60e8033"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__less__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_LESS_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_LESS_OR_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="title">check_lower_triangular.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;boost/type_traits/common_type.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__lower__triangular_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a54f45f5cee19ad65fdd516e1b855d0fe"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a54f45f5cee19ad65fdd516e1b855d0fe"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a54f45f5cee19ad65fdd516e1b855d0fe">stan::math::check_lower_triangular</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a54f45f5cee19ad65fdd516e1b855d0fe"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is lower triangular.  <a href="#a54f45f5cee19ad65fdd516e1b855d0fe"></a><br/></td></tr>
+<tr class="separator:a54f45f5cee19ad65fdd516e1b855d0fe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5cd9fc9fd09527b5b8adf811d3d5b5e5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5cd9fc9fd09527b5b8adf811d3d5b5e5"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5cd9fc9fd09527b5b8adf811d3d5b5e5">stan::math::check_lower_triangular</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a5cd9fc9fd09527b5b8adf811d3d5b5e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/check__lower__triangular_8hpp_source.html b/doc/api/html/check__lower__triangular_8hpp_source.html
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+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/math/error_handling/matrix/check_lower_triangular.hpp Source File</title>
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+<script type="text/javascript" src="jquery.js"></script>
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+<a href="check__lower__triangular_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_LOWER_TRIANGULAR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_LOWER_TRIANGULAR_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/common_type.hpp&gt;</span></div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;}</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+<p><a href="check__nonnegative_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a68e2e1e4423183dabe9e5cdad6bee6c2"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a68e2e1e4423183dabe9e5cdad6bee6c2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a> (const char *function, const T_y &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="separator:a68e2e1e4423183dabe9e5cdad6bee6c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a88d0fc72c0c2a6612f355cd48ddffab8"><td class="memTemplParams" colspan="2">template&lt;typename T_y &gt; </td></tr>
+<tr class="memitem:a88d0fc72c0c2a6612f355cd48ddffab8"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a88d0fc72c0c2a6612f355cd48ddffab8">stan::math::check_nonnegative</a> (const char *function, const T_y &amp;y, const char *name)</td></tr>
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+<a href="check__nonnegative_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_NONNEGATIVE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_NONNEGATIVE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result, <span class="keywordtype">bool</span> is_vec&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">struct </span>nonnegative {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">bool</span> check(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                          <span class="keyword">const</span> T_y&amp; y,</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                          T_result* result) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          <span class="comment">// have to use not is_unsigned. is_signed will be false</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <span class="comment">// floating point types that have no unsigned versions.</span></div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
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+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">   46</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                                  <span class="keyword">const</span> T_y&amp; y,</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> nonnegative&lt;T_y,T_result,is_vector_like&lt;T_y&gt;::value&gt;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        ::check(<span class="keyword">function</span>, y, name, result);</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y&gt;</div>
+<div class="line"><a name="l00054"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a88d0fc72c0c2a6612f355cd48ddffab8">   54</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                                  <span class="keyword">const</span> T_y&amp; y,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                  <span class="keyword">const</span> <span class="keywordtype">char</span>* name) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">return</span> check_nonnegative&lt;T_y,typename scalar_type&lt;T_y&gt;::type *&gt;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        (<span class="keyword">function</span>,y,name,0);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;}</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aee36bc9bba89bed1d1568d20046cd3da"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:aee36bc9bba89bed1d1568d20046cd3da"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da">stan::math::check_not_nan</a> (const char *function, const T_y &amp;y, const char *name, T_result *result=0)</td></tr>
+<tr class="memdesc:aee36bc9bba89bed1d1568d20046cd3da"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the variable y is nan.  <a href="#aee36bc9bba89bed1d1568d20046cd3da"></a><br/></td></tr>
+<tr class="separator:aee36bc9bba89bed1d1568d20046cd3da"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4d490dd2ffa3a5775cfd4f5347111505"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4d490dd2ffa3a5775cfd4f5347111505"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a4d490dd2ffa3a5775cfd4f5347111505">stan::math::check_not_nan</a> (const char *function, const T &amp;y, const char *name)</td></tr>
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+<a href="check__not__nan_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_NOT_NAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_NOT_NAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result, <span class="keywordtype">bool</span> is_vec&gt;</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="raise__domain__error_8hpp_source.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__ordered_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a55bd442a2e6c56c40d7b60d0079ac8a7"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a55bd442a2e6c56c40d7b60d0079ac8a7"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a55bd442a2e6c56c40d7b60d0079ac8a7">stan::math::check_ordered</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a55bd442a2e6c56c40d7b60d0079ac8a7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified vector is sorted into increasing order.  <a href="#a55bd442a2e6c56c40d7b60d0079ac8a7"></a><br/></td></tr>
+<tr class="separator:a55bd442a2e6c56c40d7b60d0079ac8a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a69935f4ef1aad90e6a48c49ba945efc2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a69935f4ef1aad90e6a48c49ba945efc2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a69935f4ef1aad90e6a48c49ba945efc2">stan::math::check_ordered</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a69935f4ef1aad90e6a48c49ba945efc2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<a href="check__ordered_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_ORDERED_HPP__</span></div>
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+<div class="title">check_pos_semidefinite.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__pos__semidefinite_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7341142ee291b13f1ad04152a37f974f"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a7341142ee291b13f1ad04152a37f974f"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7341142ee291b13f1ad04152a37f974f">stan::math::check_pos_semidefinite</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a7341142ee291b13f1ad04152a37f974f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is positive definite.  <a href="#a7341142ee291b13f1ad04152a37f974f"></a><br/></td></tr>
+<tr class="separator:a7341142ee291b13f1ad04152a37f974f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af9a161786def6581011502056d92c021"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af9a161786def6581011502056d92c021"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af9a161786def6581011502056d92c021">stan::math::check_pos_semidefinite</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:af9a161786def6581011502056d92c021"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+</div>
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+<a href="check__pos__semidefinite_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_POS_SEMIDEFINITE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="constraint__tolerance_8hpp.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
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+<hr/>
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+<div class="title">check_positive.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/type_traits/is_unsigned.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__positive_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a573ec8402d9e6928596057ee179a96a9"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a573ec8402d9e6928596057ee179a96a9"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a> (const char *function, const T_y &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="separator:a573ec8402d9e6928596057ee179a96a9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac07e0ff96981b93a266298e6c9343395"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac07e0ff96981b93a266298e6c9343395"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac07e0ff96981b93a266298e6c9343395">stan::math::check_positive</a> (const char *function, const T &amp;x, const char *name)</td></tr>
+<tr class="separator:ac07e0ff96981b93a266298e6c9343395"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_99fdd75913c28d151522a8b8afede414.html">error_handling</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">check_positive.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="check__positive_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__CHECK_POSITIVE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__CHECK_POSITIVE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_unsigned.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result, <span class="keywordtype">bool</span> is_vec&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">struct </span>positive {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">bool</span> check(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                          <span class="keyword">const</span> T_y&amp; y,</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          <span class="comment">// have to use not is_unsigned. is_signed will be false</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          <span class="comment">// floating point types that have no unsigned versions.</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <span class="keywordflow">if</span> (!boost::is_unsigned&lt;T_y&gt;::value &amp;&amp; !(y &gt; 0)) </div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">   48</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">return</span> positive&lt;T_y,T_result,is_vector_like&lt;T_y&gt;::value&gt;</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac07e0ff96981b93a266298e6c9343395">   56</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                               <span class="keyword">const</span> T&amp; x,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                               <span class="keyword">const</span> <span class="keywordtype">char</span>* name) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">return</span> check_positive&lt;T,typename scalar_type&lt;T&gt;::type *&gt;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        (<span class="keyword">function</span>,x,name,0);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;}</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+</div>
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+<div class="title">check_positive_ordered.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__positive__ordered_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a953ca730fb62ef45047f2a73c0f84a88"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a953ca730fb62ef45047f2a73c0f84a88"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88">stan::math::check_positive_ordered</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a953ca730fb62ef45047f2a73c0f84a88"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified vector contains only non-negative values and is sorted into increasing order.  <a href="#a953ca730fb62ef45047f2a73c0f84a88"></a><br/></td></tr>
+<tr class="separator:a953ca730fb62ef45047f2a73c0f84a88"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a153b3fac80bd9f9739f87cfccb7eb870"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a153b3fac80bd9f9739f87cfccb7eb870"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a153b3fac80bd9f9739f87cfccb7eb870">stan::math::check_positive_ordered</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a153b3fac80bd9f9739f87cfccb7eb870"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="title">check_positive_ordered.hpp</div>  </div>
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+<div class="contents">
+<a href="check__positive__ordered_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_POSITIVE_ORDERED_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_POSITIVE_ORDERED_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88">   25</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88" title="Return true if the specified vector contains only non-negative values and is sorted into increasing o...">check_positive_ordered</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                                <span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                                <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                                T_result* result) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math_1_1policies.html#ac83ded77a40cbdc0bdb98879f0d24fb7">stan::math::policies::raise_domain_error</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;::size_type</a> size_t;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">if</span> (y.size() == 0) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">if</span> (y[0] &lt; 0) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        std::ostringstream stream;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        stream &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot; is not a valid positive_ordered vector.&quot;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;               &lt;&lt; <span class="stringliteral">&quot; The element at 0 is %1%, but should be postive.&quot;</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        std::string msg(stream.str());</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="keyword">function</span>,y[0],name,</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                       msg.c_str(),<span class="stringliteral">&quot;&quot;</span>,</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;                       result);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 1; n &lt; y.size(); n++) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">if</span> (!(y[n] &gt; y[n-1])) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          std::ostringstream stream;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          stream &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot; is not a valid ordered vector.&quot;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                 &lt;&lt; <span class="stringliteral">&quot; The element at &quot;</span> &lt;&lt; n </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                 &lt;&lt; <span class="stringliteral">&quot; is %1%, but should be greater than the previous element, &quot;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                 &lt;&lt; y[n-1];</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          std::string msg(stream.str());</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="keyword">function</span>,y[n],name,</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                         msg.c_str(),<span class="stringliteral">&quot;&quot;</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                         result);</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    }                         </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00059"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a153b3fac80bd9f9739f87cfccb7eb870">   59</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88" title="Return true if the specified vector contains only non-negative values and is sorted into increasing o...">check_positive_ordered</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                                <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                T* result = 0) {</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">return</span> check_positive_ordered&lt;T,T&gt;(<span class="keyword">function</span>,y,name,result);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    }</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;  }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;}</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<code>#include &lt;stdexcept&gt;</code><br/>
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+<a href="check__range_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__CHECK_RANGE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__CHECK_RANGE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span> </div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordtype">void</span> raise_range_error(<span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                             <span class="keywordtype">size_t</span> i, </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                             <span class="keyword">const</span> <span class="keywordtype">char</span>* msg,</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;                             <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        std::stringstream s;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        s &lt;&lt; <span class="stringliteral">&quot;INDEX OPERATOR [] OUT OF BOUNDS&quot;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; index=&quot;</span> &lt;&lt; i</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; lower bound=1&quot;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; upper bound=&quot;</span> &lt;&lt; max</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; index position=&quot;</span> &lt;&lt; idx</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">throw</span> std::out_of_range(s.str());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">   30</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(<span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>,</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                     <span class="keywordtype">size_t</span> i, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                     <span class="keyword">const</span> <span class="keywordtype">char</span>* msg,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                     <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">if</span> (i &lt; 1 || i &gt; max) </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        raise_range_error(max,i,msg,idx);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;}</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4cbbf2c5799c876b8b5a40a6be59fad4"><td class="memTemplParams" colspan="2">template&lt;typename T_prob , typename T_result &gt; </td></tr>
+<tr class="memitem:a4cbbf2c5799c876b8b5a40a6be59fad4"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4">stan::math::check_simplex</a> (const char *function, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a4cbbf2c5799c876b8b5a40a6be59fad4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified vector is simplex.  <a href="#a4cbbf2c5799c876b8b5a40a6be59fad4"></a><br/></td></tr>
+<tr class="separator:a4cbbf2c5799c876b8b5a40a6be59fad4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac5371fc49b7503afbe9a49867fc5d075"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac5371fc49b7503afbe9a49867fc5d075"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac5371fc49b7503afbe9a49867fc5d075">stan::math::check_simplex</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;theta, const char *name, T *result=0)</td></tr>
+<tr class="separator:ac5371fc49b7503afbe9a49867fc5d075"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">check_simplex.hpp</div>  </div>
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+<a href="check__simplex_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SIMPLEX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SIMPLEX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="constraint__tolerance_8hpp.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4">   27</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                       <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                       <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                       T_result* result) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;::size_type</a> size_t;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math_1_1policies.html#ac83ded77a40cbdc0bdb98879f0d24fb7">stan::math::policies::raise_domain_error</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">if</span> (theta.size() == 0) {</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        std::stringstream msg;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        T_prob <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">sum</a> = theta.sum();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot;in function check_simplex(%1%), &quot;</span>;</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot; The sum of the elements should be 1, but is &quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">sum</a>;</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; theta.size(); n++) {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">if</span> (!(theta[n] &gt;= 0)) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          std::ostringstream stream;</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          std::string tmp(stream.str());</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">dom_err</a>(<span class="keyword">function</span>,theta[n],name,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                         tmp.c_str(),<span class="stringliteral">&quot;&quot;</span>,</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    }                         </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00067"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac5371fc49b7503afbe9a49867fc5d075">   67</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                              <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                              T* result = 0) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">return</span> check_simplex&lt;T,T&gt;(<span class="keyword">function</span>,theta,name,result);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;}</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="title">check_size_match.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;boost/type_traits/common_type.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__size__match_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa604267d7189b6fde0be2c83f03f60f8"><td class="memTemplParams" colspan="2">template&lt;typename T_size1 , typename T_size2 , typename T_result &gt; </td></tr>
+<tr class="memitem:aa604267d7189b6fde0be2c83f03f60f8"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a> (const char *function, T_size1 i, const char *name_i, T_size2 j, const char *name_j, T_result *result)</td></tr>
+<tr class="separator:aa604267d7189b6fde0be2c83f03f60f8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7db9ba4076101c008a4164d1f4f0881d"><td class="memTemplParams" colspan="2">template&lt;typename T_size1 , typename T_size2 &gt; </td></tr>
+<tr class="memitem:a7db9ba4076101c008a4164d1f4f0881d"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7db9ba4076101c008a4164d1f4f0881d">stan::math::check_size_match</a> (const char *function, T_size1 i, const char *name_i, T_size2 j, const char *name_j, T_size1 *result=0)</td></tr>
+<tr class="separator:a7db9ba4076101c008a4164d1f4f0881d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__size__match_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SIZE_MATCH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SIZE_MATCH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/common_type.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// FIXME: update warnings</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_size1, <span class="keyword">typename</span> T_size2, <span class="keyword">typename</span> T_result&gt;</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="title">check_spsd_matrix.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__pos__semidefinite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_semidefinite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__symmetric_8hpp_source.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__square_8hpp_source.html">stan/math/error_handling/matrix/check_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__spsd__matrix_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a1f953f345a5fc4d4258d65c9fd494d0d"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a1f953f345a5fc4d4258d65c9fd494d0d"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d">stan::math::check_spsd_matrix</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a1f953f345a5fc4d4258d65c9fd494d0d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is a square, symmetric, and positive semi-definite.  <a href="#a1f953f345a5fc4d4258d65c9fd494d0d"></a><br/></td></tr>
+<tr class="separator:a1f953f345a5fc4d4258d65c9fd494d0d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a919b0ac7be6e9129159dcd57b5aaa229"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a919b0ac7be6e9129159dcd57b5aaa229"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a919b0ac7be6e9129159dcd57b5aaa229">stan::math::check_spsd_matrix</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a919b0ac7be6e9129159dcd57b5aaa229"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__spsd__matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SPSD_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SPSD_MATRIX_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                                  <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__symmetric_8hpp_source.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__size__match_8hpp_source.html">stan/math/error_handling/matrix/check_size_match.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aaa8e58058a05567645f7589f90f5acaf"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:aaa8e58058a05567645f7589f90f5acaf"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aaa8e58058a05567645f7589f90f5acaf">stan::math::check_square</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:aaa8e58058a05567645f7589f90f5acaf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is square.  <a href="#aaa8e58058a05567645f7589f90f5acaf"></a><br/></td></tr>
+<tr class="separator:aaa8e58058a05567645f7589f90f5acaf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a354049e8dec929a4b054b7e8db06a4fb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a354049e8dec929a4b054b7e8db06a4fb"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a354049e8dec929a4b054b7e8db06a4fb">stan::math::check_square</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a354049e8dec929a4b054b7e8db06a4fb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<a href="check__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__positive_8hpp.html">stan/math/error_handling/check_positive.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;boost/type_traits/common_type.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__symmetric_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7d97aebea4cf628724dfd08030284bb2"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:a7d97aebea4cf628724dfd08030284bb2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2">stan::math::check_symmetric</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:a7d97aebea4cf628724dfd08030284bb2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is symmetric.  <a href="#a7d97aebea4cf628724dfd08030284bb2"></a><br/></td></tr>
+<tr class="separator:a7d97aebea4cf628724dfd08030284bb2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8aebef4c723a2963977653559ebd2374"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8aebef4c723a2963977653559ebd2374"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8aebef4c723a2963977653559ebd2374">stan::math::check_symmetric</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:a8aebef4c723a2963977653559ebd2374"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="check__symmetric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_SYMMETRIC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/common_type.hpp&gt;</span></div>
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+<div class="title">check_unit_vector.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="check__unit__vector_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab722ab154aebf9a162df8e9bd4e3e42f"><td class="memTemplParams" colspan="2">template&lt;typename T_prob , typename T_result &gt; </td></tr>
+<tr class="memitem:ab722ab154aebf9a162df8e9bd4e3e42f"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f">stan::math::check_unit_vector</a> (const char *function, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:ab722ab154aebf9a162df8e9bd4e3e42f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified vector is unit vector.  <a href="#ab722ab154aebf9a162df8e9bd4e3e42f"></a><br/></td></tr>
+<tr class="separator:ab722ab154aebf9a162df8e9bd4e3e42f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7496b0022b662c358931d1ab0458f60e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7496b0022b662c358931d1ab0458f60e"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7496b0022b662c358931d1ab0458f60e">stan::math::check_unit_vector</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;theta, const char *name, T *result=0)</td></tr>
+<tr class="separator:a7496b0022b662c358931d1ab0458f60e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+<a href="check__unit__vector_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_UNIT_VECTOR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_UNIT_VECTOR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="constraint__tolerance_8hpp.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob, <span class="keyword">typename</span> T_result&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f">   25</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f" title="Return true if the specified vector is unit vector.">check_unit_vector</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                       <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta,</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a7496b0022b662c358931d1ab0458f60e">   52</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f" title="Return true if the specified vector is unit vector.">check_unit_vector</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                              <span class="keyword">const</span> <span class="keywordtype">char</span>* name,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                              T* result = 0) {</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;}</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/random/chi_squared_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="chi__square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab7eb2d6575574aa8b2838532bb81832d"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof &gt; </td></tr>
+<tr class="memitem:ab7eb2d6575574aa8b2838532bb81832d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab7eb2d6575574aa8b2838532bb81832d">stan::prob::chi_square_log</a> (const T_y &amp;y, const T_dof &amp;nu)</td></tr>
+<tr class="memdesc:ab7eb2d6575574aa8b2838532bb81832d"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of a chi-squared density for y with the specified degrees of freedom parameter.  <a href="#ab7eb2d6575574aa8b2838532bb81832d"></a><br/></td></tr>
+<tr class="separator:ab7eb2d6575574aa8b2838532bb81832d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab08231831678e188d428e0bd78c900f0"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof &gt; </td></tr>
+<tr class="memitem:ab08231831678e188d428e0bd78c900f0"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab08231831678e188d428e0bd78c900f0">stan::prob::chi_square_log</a> (const T_y &amp;y, const T_dof &amp;nu)</td></tr>
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+<tr class="memitem:a200487188f204a155be81bcf76e3e578"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof &gt; </td></tr>
+<tr class="memitem:a200487188f204a155be81bcf76e3e578"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a200487188f204a155be81bcf76e3e578">stan::prob::chi_square_cdf</a> (const T_y &amp;y, const T_dof &amp;nu)</td></tr>
+<tr class="memdesc:a200487188f204a155be81bcf76e3e578"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the chi square cumulative distribution function for the given variate and degrees of freedom.  <a href="#a200487188f204a155be81bcf76e3e578"></a><br/></td></tr>
+<tr class="separator:a200487188f204a155be81bcf76e3e578"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abec586221c76c3d3da9654cba160b35d"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof &gt; </td></tr>
+<tr class="memitem:abec586221c76c3d3da9654cba160b35d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#abec586221c76c3d3da9654cba160b35d">stan::prob::chi_square_cdf_log</a> (const T_y &amp;y, const T_dof &amp;nu)</td></tr>
+<tr class="separator:abec586221c76c3d3da9654cba160b35d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3053cf28f5702b2b815e90f6e13a0931"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof &gt; </td></tr>
+<tr class="memitem:a3053cf28f5702b2b815e90f6e13a0931"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a3053cf28f5702b2b815e90f6e13a0931">stan::prob::chi_square_ccdf_log</a> (const T_y &amp;y, const T_dof &amp;nu)</td></tr>
+<tr class="separator:a3053cf28f5702b2b815e90f6e13a0931"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a367304c7727de79fa5d8660f1406754b"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a367304c7727de79fa5d8660f1406754b"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">stan::prob::chi_square_rng</a> (const double nu, RNG &amp;rng)</td></tr>
+<tr class="separator:a367304c7727de79fa5d8660f1406754b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">chi_square.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="chi__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/chi_squared_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
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+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) &lt; 0)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          log_y[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]));</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y&gt;::value</a>,</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; inv_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          inv_y[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; lgamma_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_half_nu_over_two(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) {</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keywordtype">double</span> half_nu = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          lgamma_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(half_nu);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          digamma_half_nu_over_two[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu) * 0.5;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_dof&gt;</a> operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_y = 0.5 * y_dbl;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu = 0.5 * nu_dbl;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          logp += nu_dbl * NEG_LOG_TWO_OVER_TWO - lgamma_half_nu[n];</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          logp += (half_nu-1.0) * log_y[n];</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;          logp -= half_y;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;  </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += (half_nu-1.0)*inv_y[n] - 0.5;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;            += NEG_LOG_TWO_OVER_TWO - digamma_half_nu_over_two[n] + log_y[n]*0.5; </div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      }</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    }</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00145"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab08231831678e188d428e0bd78c900f0">  145</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab7eb2d6575574aa8b2838532bb81832d" title="The log of a chi-squared density for y with the specified degrees of freedom parameter.">chi_square_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keywordflow">return</span> chi_square_log&lt;false&gt;(y,nu);</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    }</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00160"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a200487188f204a155be81bcf76e3e578">  160</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a200487188f204a155be81bcf76e3e578" title="Calculates the chi square cumulative distribution function for the given variate and degrees of freed...">chi_square_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::chi_square_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;     <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu))) </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;                                   y,nu,</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;                                   &amp;cdf)))</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;          </div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;        operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      }</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;          </div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;          </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]) * 0.5;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;        }</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      }</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;              </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]) * 0.5;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = 0.5;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;              </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(alpha_dbl, beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;              </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;        cdf *= Pn;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;              </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;            += beta_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) </div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;                                                 * y_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      }</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;          </div>
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+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); ++n) </div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
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+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
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+<div class="line"><a name="l00267"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#abec586221c76c3d3da9654cba160b35d">  267</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#abec586221c76c3d3da9654cba160b35d">chi_square_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
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+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;     <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu))) </div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;                                   y,nu,</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;                                   &amp;cdf_log)))</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> </div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          </div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      }</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="comment">// Compute cdf_log and its gradients</span></div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;          </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]) * 0.5;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        }</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      }</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;              </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]) * 0.5;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = 0.5;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;              </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(alpha_dbl, beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;              </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;              </div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;            += beta_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;            -= 0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(alpha_dbl, beta_dbl</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;                                                 * y_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
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+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          </div>
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+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;</div>
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+<div class="line"><a name="l00367"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3053cf28f5702b2b815e90f6e13a0931">  367</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3053cf28f5702b2b815e90f6e13a0931">chi_square_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::chi_square_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;     <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu))) </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;                                   y,nu,</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;                                   &amp;ccdf_log)))</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;          </div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          </div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      }</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          </div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="comment">// Compute ccdf_log and its gradients</span></div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;          </div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;          </div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]) * 0.5;</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;        }</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      }</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;          </div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="comment">// Compute vectorized ccdf_log and gradient</span></div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;              </div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]) * 0.5;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = 0.5;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;              </div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(alpha_dbl, beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;              </div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;              </div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;            -= beta_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) </div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;            += 0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(alpha_dbl, beta_dbl</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;                                                 * y_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      }</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;          </div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;    }</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00467"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">  467</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;                   RNG&amp; rng) {</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;      <span class="keyword">using</span> boost::random::chi_squared_distribution;</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::chi_square_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;      </div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;    </div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;      variate_generator&lt;RNG&amp;, chi_squared_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>(rng, chi_squared_distribution&lt;&gt;(nu));</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>();</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;    }</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;  }</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;}</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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@@ -0,0 +1,132 @@
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+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:abbcc91ff24e86fa318fe0f8a9111b4c5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:abbcc91ff24e86fa318fe0f8a9111b4c5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#abbcc91ff24e86fa318fe0f8a9111b4c5">stan::math::cholesky_decompose</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:abbcc91ff24e86fa318fe0f8a9111b4c5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the lower-triangular Cholesky factor (i.e., matrix square root) of the specified square, symmetric matrix.  <a href="#abbcc91ff24e86fa318fe0f8a9111b4c5"></a><br/></td></tr>
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+<a href="cholesky__decompose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__CHOLESKY_DECOMPOSE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__CHOLESKY_DECOMPOSE_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__symmetric_8hpp.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#abbcc91ff24e86fa318fe0f8a9111b4c5">   22</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#abbcc91ff24e86fa318fe0f8a9111b4c5" title="Return the lower-triangular Cholesky factor (i.e., matrix square root) of the specified square...">cholesky_decompose</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; m) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">validate_symmetric</a>(m,<span class="stringliteral">&quot;cholesky decomposition&quot;</span>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      Eigen::LLT&lt;Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; &gt;llt(m.rows());</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      llt.compute(m);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">return</span> llt.matrixL();</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;}</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cstdlib&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;stdint.h&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stack__alloc_8hpp_source.html">stan/memory/stack_alloc.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="chunk__alloc_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1memory"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1memory.html">stan::memory</a></td></tr>
+<tr class="memdesc:namespacestan_1_1memory"><td class="mdescLeft">&#160;</td><td class="mdescRight">(Expert) Allocate, free, and manage underlying system memory. <br/></td></tr>
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+Macros</h2></td></tr>
+<tr class="memitem:a5f845c774e340bc6030d5ce15487812a"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="chunk__alloc_8hpp.html#a5f845c774e340bc6030d5ce15487812a">DEFAULT_INITIAL_NCHUNKS</a>&#160;&#160;&#160;(1 &lt;&lt; 8)</td></tr>
+<tr class="separator:a5f845c774e340bc6030d5ce15487812a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Macro Definition Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">#define DEFAULT_INITIAL_NCHUNKS&#160;&#160;&#160;(1 &lt;&lt; 8)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00012">12</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
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+<a href="chunk__alloc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MEMORY__CHUNK_ALLOC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MEMORY__CHUNK_ALLOC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstdlib&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;stdint.h&gt;</span> <span class="comment">// FIXME: replace with cstddef?</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stack__alloc_8hpp.html">stan/memory/stack_alloc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="chunk__alloc_8hpp.html#a5f845c774e340bc6030d5ce15487812a">   12</a></span>&#160;<span class="preprocessor">#define DEFAULT_INITIAL_NCHUNKS (1 &lt;&lt; 8)</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor"></span> </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan { </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1memory.html">   15</a></span>&#160;  <span class="keyword">namespace </span>memory { </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">size_t</span> Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1chunk__alloc.html">   19</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1memory_1_1chunk__alloc.html">chunk_alloc</a> {</div>
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+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        cur_block_ = 0;</div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; blocks_.size(); ++i)</div>
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+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    };</div>
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+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;}</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">LDLT_factor&lt; T, R, C &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, int R, int C&gt;<br/>
+class LDLT_factor&lt; T, R, C &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00016">16</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+</div><hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
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+  <div class="headertitle">
+<div class="title">stan::DoubleVectorView&lt; used, is_vec &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView&lt; used, is_vec &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1_double_vector_view.html#a574803fc6d532f052ffcce6b8cefac58">DoubleVectorView</a>(size_t)</td><td class="entry"><a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView&lt; used, is_vec &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="classstan_1_1_double_vector_view.html">DoubleVectorView</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1_double_vector_view-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::DoubleVectorView&lt; used, is_vec &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><a class="el" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView</a> allocates double values to be used as intermediate values.  
+ <a href="classstan_1_1_double_vector_view.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a574803fc6d532f052ffcce6b8cefac58"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view.html#a574803fc6d532f052ffcce6b8cefac58">DoubleVectorView</a> (size_t)</td></tr>
+<tr class="separator:a574803fc6d532f052ffcce6b8cefac58"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2d22664770b4a3061079683994cc5531"><td class="memItemLeft" align="right" valign="top">double &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view.html#a2d22664770b4a3061079683994cc5531">operator[]</a> (size_t)</td></tr>
+<tr class="separator:a2d22664770b4a3061079683994cc5531"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;bool used, bool is_vec&gt;<br/>
+class stan::DoubleVectorView&lt; used, is_vec &gt;</h3>
+
+<p><a class="el" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView</a> allocates double values to be used as intermediate values. </p>
+<p>There are 2 template parameters:</p>
+<ul>
+<li>used: boolean variable indicating whether this instance is used. If this is false, there is no storage allocated and operator[] throws.</li>
+<li>is_vec: boolean variable indicating whether this instance should allocate a vector, if it is used. If this is false, the instance will only allocate a single double value. If this is true, it will allocate the number requested.</li>
+</ul>
+<p>These values are mutable. </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00336">336</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a574803fc6d532f052ffcce6b8cefac58"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool used, bool is_vec&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; used, is_vec &gt;::<a class="el" href="classstan_1_1_double_vector_view.html">DoubleVectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00338">338</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2d22664770b4a3061079683994cc5531"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool used, bool is_vec&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double&amp; <a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; used, is_vec &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00339">339</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1_double_vector_view_3_01true_00_01false_01_4-members.html b/doc/api/html/classstan_1_1_double_vector_view_3_01true_00_01false_01_4-members.html
new file mode 100644
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+</div><!--header-->
+<div class="contents">
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html">stan::DoubleVectorView&lt; true, false &gt;</a>, including all inherited members.</p>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::DoubleVectorView&lt; true, false &gt; Class Template Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a73f42b82f90108127bcd8e4952328618"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#a73f42b82f90108127bcd8e4952328618">DoubleVectorView</a> (size_t)</td></tr>
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+<tr class="memitem:adfc928699f9b1fdd936ff631ab68d405"><td class="memItemLeft" align="right" valign="top">double &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#adfc928699f9b1fdd936ff631ab68d405">operator[]</a> (size_t)</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+class stan::DoubleVectorView&lt; true, false &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00345">345</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a73f42b82f90108127bcd8e4952328618"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname"><a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; true, false &gt;::<a class="el" href="classstan_1_1_double_vector_view.html">DoubleVectorView</a> </td>
+          <td>(</td>
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00349">349</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="adfc928699f9b1fdd936ff631ab68d405"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">double&amp; <a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; true, false &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00350">350</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::DoubleVectorView&lt; true, true &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html">stan::DoubleVectorView&lt; true, true &gt;</a>, including all inherited members.</p>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html b/doc/api/html/classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html">DoubleVectorView< true, true ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::DoubleVectorView&lt; true, true &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a2ed705a71ac46654258500ecdff057aa"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a2ed705a71ac46654258500ecdff057aa">DoubleVectorView</a> (size_t n)</td></tr>
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+<tr class="memitem:a7b95c038ecbc5526605715fca51f6737"><td class="memItemLeft" align="right" valign="top">double &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a7b95c038ecbc5526605715fca51f6737">operator[]</a> (size_t i)</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+class stan::DoubleVectorView&lt; true, true &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00356">356</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a2ed705a71ac46654258500ecdff057aa"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; true, true &gt;::<a class="el" href="classstan_1_1_double_vector_view.html">DoubleVectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00360">360</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a7b95c038ecbc5526605715fca51f6737"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">double&amp; <a class="el" href="classstan_1_1_double_vector_view.html">stan::DoubleVectorView</a>&lt; true, true &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00361">361</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Member List</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+
+<!-- iframe showing the search results (closed by default) -->
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+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="classstan_1_1_vector_view.html">VectorView</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::VectorView&lt; T, is_array, throw_if_accessed &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#afa380e5d11746837925198eeb8669299">operator[]</a>(int i)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#a49530fcffe86b987cc16c9db07433a01">VectorView</a>(scalar_t &amp;c)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#aa8cf0eb6c25b3e6e7ab4164d3327cab3">VectorView</a>(std::vector&lt; scalar_t &gt; &amp;v)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#a1a2167039be334fe553432580f7ec4ee">VectorView</a>(Eigen::Matrix&lt; scalar_t, R, C &gt; &amp;m)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1_vector_view.html#ace98de1e8835b3317330d98fa34b981b">VectorView</a>(scalar_t *x)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="classstan_1_1_vector_view.html">VectorView</a></li>  </ul>
+</div>
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+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1_vector_view-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::VectorView&lt; T, is_array, throw_if_accessed &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> is a template metaprogram that takes its argument and allows it to be used like a vector.  
+ <a href="classstan_1_1_vector_view.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a2a17f256f923b7271b7008682995c072"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a></td></tr>
+<tr class="separator:a2a17f256f923b7271b7008682995c072"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a49530fcffe86b987cc16c9db07433a01"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#a49530fcffe86b987cc16c9db07433a01">VectorView</a> (<a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> &amp;c)</td></tr>
+<tr class="separator:a49530fcffe86b987cc16c9db07433a01"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa8cf0eb6c25b3e6e7ab4164d3327cab3"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#aa8cf0eb6c25b3e6e7ab4164d3327cab3">VectorView</a> (std::vector&lt; <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> &gt; &amp;v)</td></tr>
+<tr class="separator:aa8cf0eb6c25b3e6e7ab4164d3327cab3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1a2167039be334fe553432580f7ec4ee"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a1a2167039be334fe553432580f7ec4ee"><td class="memTemplItemLeft" align="right" valign="top">&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#a1a2167039be334fe553432580f7ec4ee">VectorView</a> (Eigen::Matrix&lt; <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a>, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a1a2167039be334fe553432580f7ec4ee"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ace98de1e8835b3317330d98fa34b981b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#ace98de1e8835b3317330d98fa34b981b">VectorView</a> (<a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> *x)</td></tr>
+<tr class="separator:ace98de1e8835b3317330d98fa34b981b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afa380e5d11746837925198eeb8669299"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view.html#afa380e5d11746837925198eeb8669299">operator[]</a> (int i)</td></tr>
+<tr class="separator:afa380e5d11746837925198eeb8669299"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt;<br/>
+class stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</h3>
+
+<p><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> is a template metaprogram that takes its argument and allows it to be used like a vector. </p>
+<p>There are three template parameters</p>
+<ul>
+<li>T: Type of the thing to be wrapped. For example, double, var, vector&lt;double&gt;, etc.</li>
+<li>is_array: Boolean variable indicating whether the underlying type is an array.</li>
+<li>throw_if_accessed: Boolean variable indicating whether this instance should not be used and should throw if operator[] is used.</li>
+</ul>
+<p>For a scalar value, it broadcasts the single value when using operator[].</p>
+<p>For a vector, operator[] looks into the value passed in. Note: this is not safe. It is possible to read past the size of an array.</p>
+<p>Uses: Read arguments to prob functions as vectors, even if scalars, so they can be read by common code (and scalars automatically broadcast up to behave like vectors) : <a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> of immutable const array of double* (no allocation)</p>
+<p>Build up derivatives into common storage : <a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> of mutable shared array (no allocation because allocated on auto-diff arena memory) </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00253">253</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a2a17f256f923b7271b7008682995c072"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00255">255</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a49530fcffe86b987cc16c9db07433a01"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>c</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00257">257</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa8cf0eb6c25b3e6e7ab4164d3327cab3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00259">259</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1a2167039be334fe553432580f7ec4ee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a>, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00262">262</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ace98de1e8835b3317330d98fa34b981b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a> *&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00264">264</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afa380e5d11746837925198eeb8669299"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T, bool is_array = stan::is_vector_like&lt;T&gt;::value, bool throw_if_accessed = false&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">scalar_t</a>&amp; <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; T, is_array, throw_if_accessed &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>i</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00266">266</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a8a70c613d18b72f45466591168f354dc">VectorView</a>(const std::vector&lt; scalar_t &gt; &amp;v)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#af337a1b8ede134a1debe59fbee1cd1e1">VectorView</a>(const Eigen::Matrix&lt; scalar_t, R, C &gt; &amp;m)</td><td class="entry"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt; Class Template Reference</div>  </div>
+</div><!--header-->
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+
+<p><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> that has const correctness.  
+ <a href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ab4284d2fe6f3e884e2bc9ec7c5621372"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a></td></tr>
+<tr class="separator:ab4284d2fe6f3e884e2bc9ec7c5621372"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a144dc75865388d9e80c153d6651a9bab"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a144dc75865388d9e80c153d6651a9bab">VectorView</a> (const <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a> &amp;c)</td></tr>
+<tr class="separator:a144dc75865388d9e80c153d6651a9bab"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2e063aacbcb8999b921bce5d52557646"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a2e063aacbcb8999b921bce5d52557646">VectorView</a> (const <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a> *x)</td></tr>
+<tr class="separator:a2e063aacbcb8999b921bce5d52557646"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8a70c613d18b72f45466591168f354dc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a8a70c613d18b72f45466591168f354dc">VectorView</a> (const std::vector&lt; <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a> &gt; &amp;v)</td></tr>
+<tr class="separator:a8a70c613d18b72f45466591168f354dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af337a1b8ede134a1debe59fbee1cd1e1"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:af337a1b8ede134a1debe59fbee1cd1e1"><td class="memTemplItemLeft" align="right" valign="top">&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#af337a1b8ede134a1debe59fbee1cd1e1">VectorView</a> (const Eigen::Matrix&lt; <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a>, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:af337a1b8ede134a1debe59fbee1cd1e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4ebd6fad997a99a0cb1ed71e4143befe"><td class="memItemLeft" align="right" valign="top">const <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a4ebd6fad997a99a0cb1ed71e4143befe">operator[]</a> (int i) const </td></tr>
+<tr class="separator:a4ebd6fad997a99a0cb1ed71e4143befe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, bool is_array, bool throw_if_accessed&gt;<br/>
+class stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</h3>
+
+<p><a class="el" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView</a> that has const correctness. </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00283">283</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="ab4284d2fe6f3e884e2bc9ec7c5621372"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , bool is_array, bool throw_if_accessed&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; const T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00285">285</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00287">287</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00289">289</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; const T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
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+          <td class="paramtype">const std::vector&lt; <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a> &gt; &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00291">291</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; const T, is_array, throw_if_accessed &gt;::<a class="el" href="classstan_1_1_vector_view.html">VectorView</a> </td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00294">294</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
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+          <td class="memname">const <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">scalar_t</a>&amp; <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; const T, is_array, throw_if_accessed &gt;::operator[] </td>
+          <td>(</td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00296">296</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html b/doc/api/html/classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html
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+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:af57df094db378d9da317b93d23c34ab1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#af57df094db378d9da317b93d23c34ab1">VectorView</a> (double x)</td></tr>
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+<tr class="memitem:a2d4a632cfb7533c7ab183c8437b9433c"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#a2d4a632cfb7533c7ab183c8437b9433c">operator[]</a> (int) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+class stan::VectorView&lt; const double, false, false &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00310">310</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="af57df094db378d9da317b93d23c34ab1"></a>
+<div class="memitem">
+<div class="memproto">
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00312">312</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2d4a632cfb7533c7ab183c8437b9433c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+      <table class="memname">
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+          <td class="memname">double <a class="el" href="classstan_1_1_vector_view.html">stan::VectorView</a>&lt; const double, false, false &gt;::operator[] </td>
+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00313">313</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+</table></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Abstract base class for variable implementations that handles memory management and applying the chain rule. </p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00014">14</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a7a645b2e90197e1d6a0431707b7fad59"></a>
+<div class="memitem">
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+          <td class="memname">stan::agrad::chainable::chainable </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a chainable object. </p>
+<p>The implementation in this abstract base class is a no-op. </p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00022">22</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">virtual stan::agrad::chainable::~chainable </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Chainables are not destructible and should go on the function call stack or be allocated with operator new. </p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00028">28</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4d1b4d61c1b10d6da4ababce3d276592"></a>
+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::agrad::chainable::chain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Apply the chain rule to this variable based on the variables on which it depends. </p>
+<p>The base implementation in this class is a no-op. </p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">stan::agrad::vari</a>, <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">stan::agrad::stored_gradient_vari</a>, and <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">stan::agrad::partials_vari</a>.</p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00037">37</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
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+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">virtual void stan::agrad::chainable::init_dependent </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Initialize this chainable's adjoint value to make it the dependent variable in a gradient calculation. </p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">stan::agrad::vari</a>.</p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00044">44</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::chainable::operator delete </td>
+          <td>(</td>
+          <td class="paramtype">void *&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Delete a pointer from the underlying memory pool. </p>
+<p>This no-op implementation enables a subclass to throw exceptions in its constructor. An exception thrown in the constructor of a subclass will result in an error being raised, which is in turn caught and calls delete().</p>
+<p>See the discussion of "plugging the memory leak" in: <a href="http://www.parashift.com/c++-faq/memory-pools.html">http://www.parashift.com/c++-faq/memory-pools.html</a> </p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00077">77</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ae78a7b4dfaf5f07c01f3d08f663caf06"></a>
+<div class="memitem">
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+  <tr>
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+        <tr>
+          <td class="memname">static void* stan::agrad::chainable::operator new </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>nbytes</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+
+<p>Allocate memory from the underlying memory pool. </p>
+<p>This memory is is managed by the gradient program and will be recovered as a whole. Classes should not be allocated with this operator if they have non-trivial destructors.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">nbytes</td><td>Number of bytes to allocate. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Pointer to allocated bytes. </dd></dl>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00063">63</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a6cb7ffe4555cbba60c2136053d2c2a5f"></a>
+<div class="memitem">
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+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::agrad::chainable::set_zero_adjoint </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Set the value of the adjoint for this chainable to its initial value. </p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">stan::agrad::vari</a>.</p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00051">51</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/<a class="el" href="chainable_8hpp_source.html">chainable.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html">chainable_alloc</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1agrad_1_1chainable__alloc-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::chainable_alloc Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>A <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html" title="A chainable_alloc is an object which is constructed and destructed normally but the memory lifespan i...">chainable_alloc</a> is an object which is constructed and destructed normally but the memory lifespan is managed along with the arena allocator for the gradient calculation.  
+ <a href="classstan_1_1agrad_1_1chainable__alloc.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a0e5e6212324cb2453fd58b961aa1f098"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#a0e5e6212324cb2453fd58b961aa1f098">chainable_alloc</a> ()</td></tr>
+<tr class="separator:a0e5e6212324cb2453fd58b961aa1f098"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acc8ec0b3e4b6c1ef9c4f6bb03fd57eca"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#acc8ec0b3e4b6c1ef9c4f6bb03fd57eca">~chainable_alloc</a> ()</td></tr>
+<tr class="separator:acc8ec0b3e4b6c1ef9c4f6bb03fd57eca"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>A <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html" title="A chainable_alloc is an object which is constructed and destructed normally but the memory lifespan i...">chainable_alloc</a> is an object which is constructed and destructed normally but the memory lifespan is managed along with the arena allocator for the gradient calculation. </p>
+<p>A <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html" title="A chainable_alloc is an object which is constructed and destructed normally but the memory lifespan i...">chainable_alloc</a> should never be created on the stack, only with a new call. </p>
+
+<p>Definition at line <a class="el" href="var__stack_8hpp_source.html#l00026">26</a> of file <a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a0e5e6212324cb2453fd58b961aa1f098"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::chainable_alloc::chainable_alloc </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8hpp_source.html#l00028">28</a> of file <a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acc8ec0b3e4b6c1ef9c4f6bb03fd57eca"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::agrad::chainable_alloc::~chainable_alloc </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8hpp_source.html#l00031">31</a> of file <a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/<a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a></li>
+</ul>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html">stan::agrad::op_ddv_vari</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#ab8049b0e5cba4646440a2a1c1cd04df8">ad_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html">stan::agrad::op_ddv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html">op_ddv_vari</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__ddv__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_ddv_vari Class Reference</div>  </div>
+</div><!--header-->
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+
+<p><code>#include &lt;<a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::agrad::op_ddv_vari:</div>
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+<tr class="memitem:ab8049b0e5cba4646440a2a1c1cd04df8"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#ab8049b0e5cba4646440a2a1c1cd04df8">ad_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ddv__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a0dc6f08e56b65cd270dcc2f7939dacef"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>cvi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+<p>Definition at line <a class="el" href="ddv__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ab8049b0e5cba4646440a2a1c1cd04df8"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">double stan::agrad::op_ddv_vari::ad_</td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+          <td class="memname">double stan::agrad::op_ddv_vari::bd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
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+
+<p>Definition at line <a class="el" href="ddv__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a>.</p>
+
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_ddv_vari::cvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ddv__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="ddv__vari_8hpp_source.html">ddv_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html">stan::agrad::op_dv_vari</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#a25707782c6db0f4cd1fd99418e660eff">op_dv_vari</a>(double f, double a, vari *bvi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html">stan::agrad::op_dv_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html">op_dv_vari</a></li>  </ul>
+</div>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__dv__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_dv_vari Class Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a25707782c6db0f4cd1fd99418e660eff"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#a25707782c6db0f4cd1fd99418e660eff">op_dv_vari</a> (double f, double a, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi)</td></tr>
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+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:ad87be470866f04643d2f34067ae4b772"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#ad87be470866f04643d2f34067ae4b772">ad_</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="dv__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a25707782c6db0f4cd1fd99418e660eff"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::agrad::op_dv_vari::op_dv_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+        <tr>
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+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>bvi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dv__vari_8hpp_source.html#l00014">14</a> of file <a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ad87be470866f04643d2f34067ae4b772"></a>
+<div class="memitem">
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+          <td class="memname">double stan::agrad::op_dv_vari::ad_</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="dv__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a>.</p>
+
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+<a class="anchor" id="a98d635e1f027bdfc2b334b4e1c37c3ac"></a>
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_dv_vari::bvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dv__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="dv__vari_8hpp_source.html">dv_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html#aea81045cbb7574359c547974c1720745">op_dvd_vari</a>(double f, double a, vari *bvi, double c)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html">stan::agrad::op_dvd_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html">op_dvd_vari</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1agrad_1_1op__dvd__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_dvd_vari Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:aea81045cbb7574359c547974c1720745"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html#aea81045cbb7574359c547974c1720745">op_dvd_vari</a> (double f, double a, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi, double c)</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="dvd__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aea81045cbb7574359c547974c1720745"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_dvd_vari::op_dvd_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>bvi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="dvd__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ab2a01176a41145a445de4a77f2a5e733"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">double stan::agrad::op_dvd_vari::ad_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="dvd__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_dvd_vari::bvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dvd__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afb19614ab6249ef02fd7b25cffc08025"></a>
+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::op_dvd_vari::cd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dvd__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="dvd__vari_8hpp_source.html">dvd_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a73736e271f0a642a887c75903729c76d">ad_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a7e8348772bd3a834702dbaf107102fcf">bvi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a7b45480bb231853d2849a225e98395b0">cvi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a459bde977de6b15f8a9d045ca41c95d1">op_dvv_vari</a>(double f, double a, vari *bvi, vari *cvi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">op_dvv_vari</a></li>  </ul>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__dvv__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_dvv_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_dvv_vari:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1agrad_1_1op__dvv__vari.png" usemap="#stan::agrad::op_dvv_vari_map" alt=""/>
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+<area href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class." alt="stan::agrad::vari" shape="rect" coords="0,56,151,80"/>
+<area href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class." alt="stan::agrad::vari" shape="rect" coords="161,56,312,80"/>
+<area href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai..." alt="stan::agrad::chainable" shape="rect" coords="0,0,151,24"/>
+<area href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai..." alt="stan::agrad::chainable" shape="rect" coords="161,0,312,24"/>
+</map>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a459bde977de6b15f8a9d045ca41c95d1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a459bde977de6b15f8a9d045ca41c95d1">op_dvv_vari</a> (double f, double a, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *cvi)</td></tr>
+<tr class="separator:a459bde977de6b15f8a9d045ca41c95d1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
+<tr class="memdesc:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a variable implementation from a value.  <a href="#add6d0976a3103aebe8b529fb3a4aede3"></a><br/></td></tr>
+<tr class="separator:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:aa0a84901028b116fad7020b30b926b98 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Apply the chain rule to this variable based on the variables on which it depends.  <a href="#aa0a84901028b116fad7020b30b926b98"></a><br/></td></tr>
+<tr class="separator:aa0a84901028b116fad7020b30b926b98 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
+<tr class="memdesc:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a variable implementation from a value.  <a href="#add6d0976a3103aebe8b529fb3a4aede3"></a><br/></td></tr>
+<tr class="separator:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a> ()</td></tr>
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+<tr class="separator:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a> ()</td></tr>
+<tr class="memdesc:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the adjoint value of this variable to 0.  <a href="#a1b9805e76f3afcb3199d8455c577a4dc"></a><br/></td></tr>
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+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a459bde977de6b15f8a9d045ca41c95d1"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::agrad::op_dvv_vari::op_dvv_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>bvi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>cvi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="dvv__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a73736e271f0a642a887c75903729c76d"></a>
+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname">double stan::agrad::op_dvv_vari::ad_</td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="dvv__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_dvv_vari::bvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dvv__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a>.</p>
+
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_dvv_vari::cvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="dvv__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="dvv__vari_8hpp_source.html">dvv_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html">op_matrix_vari</a></li>  </ul>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html">op_matrix_vari</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="matrix__vari_8hpp_source.html">matrix_vari.hpp</a>&gt;</code></p>
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+<tr class="memitem:a64359f048df8adbd625d3cf5e2f9f4d0"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
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+          <td class="memname">stan::agrad::op_matrix_vari::op_matrix_vari </td>
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+          <td class="paramname"><em>f</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const Eigen::Matrix&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt; &amp;&#160;</td>
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+        </tr>
+        <tr>
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+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="matrix__vari_8hpp_source.html#l00017">17</a> of file <a class="el" href="matrix__vari_8hpp_source.html">matrix_vari.hpp</a>.</p>
+
+</div>
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+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
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+          <td class="memname">size_t stan::agrad::op_matrix_vari::size </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="matrix__vari_8hpp_source.html#l00028">28</a> of file <a class="el" href="matrix__vari_8hpp_source.html">matrix_vari.hpp</a>.</p>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="matrix__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="matrix__vari_8hpp_source.html">matrix_vari.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>** stan::agrad::op_matrix_vari::vis_</td>
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+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="matrix__vari_8hpp_source.html">matrix_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="title">stan::agrad::op_v_vari Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__v__vari.html">stan::agrad::op_v_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#ae8e93664ac7970bf32c2289f6b8d23fd">avi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html">stan::agrad::op_v_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#a9c8f4f7c998f9e01b7b062845dd02826">op_v_vari</a>(double f, vari *avi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html">stan::agrad::op_v_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html">op_v_vari</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1agrad_1_1op__v__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_v_vari Class Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">v_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<tr class="memitem:a9c8f4f7c998f9e01b7b062845dd02826"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#a9c8f4f7c998f9e01b7b062845dd02826">op_v_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
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+<tr class="separator:ae8e93664ac7970bf32c2289f6b8d23fd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="v__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="v__vari_8hpp_source.html">v_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a9c8f4f7c998f9e01b7b062845dd02826"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="v__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="v__vari_8hpp_source.html">v_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ae8e93664ac7970bf32c2289f6b8d23fd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_v_vari::avi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="v__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="v__vari_8hpp_source.html">v_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="v__vari_8hpp_source.html">v_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">op_vd_vari</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">stan::agrad::op_vd_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html#a0bcd38664a8c961ccae91a7c4a5af468">avi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">stan::agrad::op_vd_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html#a90dab6a33453cab385392989faed72a6">op_vd_vari</a>(double f, vari *avi, double b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">stan::agrad::op_vd_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">op_vd_vari</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1agrad_1_1op__vd__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_vd_vari Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a90dab6a33453cab385392989faed72a6"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html#a90dab6a33453cab385392989faed72a6">op_vd_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, double b)</td></tr>
+<tr class="separator:a90dab6a33453cab385392989faed72a6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
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+<tr class="separator:aeb6e24f98c7ea9a0861d2651e78fba0f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vd__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a90dab6a33453cab385392989faed72a6"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">stan::agrad::op_vd_vari::op_vd_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vd__vari_8hpp_source.html#l00014">14</a> of file <a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a0bcd38664a8c961ccae91a7c4a5af468"></a>
+<div class="memitem">
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vd_vari::avi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vd__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="aeb6e24f98c7ea9a0861d2651e78fba0f"></a>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::op_vd_vari::bd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vd__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="vd__vari_8hpp_source.html">vd_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#ac48a55ac9e4fe37c975bc0da3795e5cc">avi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a287e3ff89d946a2eb877abbc525ed132">bd_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a07feae28b7d06e95a4c5221728eaeb59">cd_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a422712bd9ca49f7295d63efd9db459e1">op_vdd_vari</a>(double f, vari *avi, double b, double c)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">op_vdd_vari</a></li>  </ul>
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+<div class="title">stan::agrad::op_vdd_vari Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_vdd_vari:</div>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a422712bd9ca49f7295d63efd9db459e1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a422712bd9ca49f7295d63efd9db459e1">op_vdd_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, double b, double c)</td></tr>
+<tr class="separator:a422712bd9ca49f7295d63efd9db459e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
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+<tr class="separator:aa0a84901028b116fad7020b30b926b98 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vdd__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a422712bd9ca49f7295d63efd9db459e1"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::agrad::op_vdd_vari::op_vdd_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdd__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ac48a55ac9e4fe37c975bc0da3795e5cc"></a>
+<div class="memitem">
+<div class="memproto">
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+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vdd_vari::avi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdd__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>.</p>
+
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+          <td class="memname">double stan::agrad::op_vdd_vari::bd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdd__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a07feae28b7d06e95a4c5221728eaeb59"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::op_vdd_vari::cd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdd__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="vdd__vari_8hpp_source.html">vdd_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">op_vdv_vari</a></li>  </ul>
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+<div class="title">stan::agrad::op_vdv_vari Member List</div>  </div>
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+<div class="contents">
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">stan::agrad::op_vdv_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#aedb9c63989ef1592cdf387c3a655b772">avi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">stan::agrad::op_vdv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#ac7de165236d121d5ee5dea22c131aa7f">bd_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">stan::agrad::op_vdv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a35aaa74843a75c3e340eaa2be01428fb">cvi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">stan::agrad::op_vdv_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">op_vdv_vari</a>(double f, vari *avi, double b, vari *cvi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">stan::agrad::op_vdv_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html">op_vdv_vari</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::agrad::op_vdv_vari Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a887420e658b3a11db1a8087f4a86cff4"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">op_vdv_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, double b, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *cvi)</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vdv__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a887420e658b3a11db1a8087f4a86cff4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_vdv_vari::op_vdv_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>cvi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdv__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aedb9c63989ef1592cdf387c3a655b772"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vdv_vari::avi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdv__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>.</p>
+
+</div>
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+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::op_vdv_vari::bd_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdv__vari_8hpp_source.html#l00012">12</a> of file <a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a35aaa74843a75c3e340eaa2be01428fb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vdv_vari::cvi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vdv__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="vdv__vari_8hpp_source.html">vdv_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1agrad_1_1op__vector__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_vector_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="vector__vari_8hpp_source.html">vector_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_vector_vari:</div>
+<div class="dyncontent">
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+Public Member Functions</h2></td></tr>
+<tr class="memitem:a6171e0b248aae2c5a9ec3d056567ac49"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a6171e0b248aae2c5a9ec3d056567ac49">op_vector_vari</a> (double f, const std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt; &amp;vs)</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a71e9b994ff0ea34aa6ea109365e9ca27"><td class="memItemLeft" align="right" valign="top">const size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a71e9b994ff0ea34aa6ea109365e9ca27">size_</a></td></tr>
+<tr class="separator:a71e9b994ff0ea34aa6ea109365e9ca27"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a63beb3a08614befd8eca4ed45e4ff438"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
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+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vector__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="vector__vari_8hpp_source.html">vector_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a6171e0b248aae2c5a9ec3d056567ac49"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_vector_vari::op_vector_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vector__vari_8hpp_source.html#l00016">16</a> of file <a class="el" href="vector__vari_8hpp_source.html">vector_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4ad5b26a8c5e46b57eec2e9622c13fbc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vector_vari::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vector__vari_8hpp_source.html#l00023">23</a> of file <a class="el" href="vector__vari_8hpp_source.html">vector_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af0560b5a659dae6c49afae0b3657e8f2"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::agrad::op_vector_vari::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vector__vari_8hpp_source.html#l00026">26</a> of file <a class="el" href="vector__vari_8hpp_source.html">vector_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a71e9b994ff0ea34aa6ea109365e9ca27"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const size_t stan::agrad::op_vector_vari::size_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html">op_vv_vari</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__vv__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_vv_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">vv_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_vv_vari:</div>
+<div class="dyncontent">
+ <div class="center">
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a45481fc072e8b4792641ed211cb26431"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#a45481fc072e8b4792641ed211cb26431">op_vv_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1chainable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1chainable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
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+<tr class="separator:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
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+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:acdd44b7d08e9f182c70ad91c782f8c79"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#acdd44b7d08e9f182c70ad91c782f8c79">avi_</a></td></tr>
+<tr class="separator:acdd44b7d08e9f182c70ad91c782f8c79"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad5479c2e11d97e789b12555069856f64"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#ad5479c2e11d97e789b12555069856f64">bvi_</a></td></tr>
+<tr class="separator:ad5479c2e11d97e789b12555069856f64"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
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+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vv__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vv__vari_8hpp_source.html">vv_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a45481fc072e8b4792641ed211cb26431"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_vv_vari::op_vv_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>bvi</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vv__vari_8hpp_source.html#l00014">14</a> of file <a class="el" href="vv__vari_8hpp_source.html">vv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="acdd44b7d08e9f182c70ad91c782f8c79"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vv_vari::avi_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vv__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="vv__vari_8hpp_source.html">vv_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad5479c2e11d97e789b12555069856f64"></a>
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+  <td class="mlabels-left">
+      <table class="memname">
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+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="vv__vari_8hpp_source.html">vv_vari.hpp</a></li>
+</ul>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html">op_vvd_vari</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__vvd__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_vvd_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="vvd__vari_8hpp_source.html">vvd_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_vvd_vari:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1agrad_1_1op__vvd__vari.png" usemap="#stan::agrad::op_vvd_vari_map" alt=""/>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a889fcc9443f84a8605049ca4cbe3fbe0"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a889fcc9443f84a8605049ca4cbe3fbe0">op_vvd_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi, double c)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1chainable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1chainable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
+<tr class="memdesc:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a chainable object.  <a href="#a7a645b2e90197e1d6a0431707b7fad59"></a><br/></td></tr>
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+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
+<tr class="memdesc:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Chainables are not destructible and should go on the function call stack or be allocated with operator new.  <a href="#a962b7191aa156e1f1714ba4750971636"></a><br/></td></tr>
+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a16e916a50bb457803ab104e014f07419"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a16e916a50bb457803ab104e014f07419">avi_</a></td></tr>
+<tr class="separator:a16e916a50bb457803ab104e014f07419"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a641c2f4fdf8fb63130bf1ac50705ca11"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a641c2f4fdf8fb63130bf1ac50705ca11">bvi_</a></td></tr>
+<tr class="separator:a641c2f4fdf8fb63130bf1ac50705ca11"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a77be8bf88a35750ac9bb0d6c7bd77d1a"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a77be8bf88a35750ac9bb0d6c7bd77d1a">cd_</a></td></tr>
+<tr class="separator:a77be8bf88a35750ac9bb0d6c7bd77d1a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
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+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vvd__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vvd__vari_8hpp_source.html">vvd_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a889fcc9443f84a8605049ca4cbe3fbe0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_vvd_vari::op_vvd_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>bvi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vvd__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="vvd__vari_8hpp_source.html">vvd_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a16e916a50bb457803ab104e014f07419"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::op_vvd_vari::avi_</td>
+        </tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<div class="title">stan::agrad::op_vvv_vari Member List</div>  </div>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html">op_vvv_vari</a></li>  </ul>
+</div>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1op__vvv__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::op_vvv_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="vvv__vari_8hpp_source.html">vvv_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::op_vvv_vari:</div>
+<div class="dyncontent">
+ <div class="center">
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:aab31cc197ce983a6694f238551561dad"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#aab31cc197ce983a6694f238551561dad">op_vvv_vari</a> (double f, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *avi, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *bvi, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *cvi)</td></tr>
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+<tr class="separator:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the adjoint value of this variable to 0.  <a href="#a1b9805e76f3afcb3199d8455c577a4dc"></a><br/></td></tr>
+<tr class="separator:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
+<tr class="memdesc:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a chainable object.  <a href="#a7a645b2e90197e1d6a0431707b7fad59"></a><br/></td></tr>
+<tr class="separator:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
+<tr class="memdesc:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Chainables are not destructible and should go on the function call stack or be allocated with operator new.  <a href="#a962b7191aa156e1f1714ba4750971636"></a><br/></td></tr>
+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:ae8912106d3514178b27ee59f6e964654"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#ae8912106d3514178b27ee59f6e964654">avi_</a></td></tr>
+<tr class="separator:ae8912106d3514178b27ee59f6e964654"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a3bff8e5ca6a08bba14b5383ee5af0526"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9f790058e86519dd043af8799e5269ff"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#a9f790058e86519dd043af8799e5269ff">cvi_</a></td></tr>
+<tr class="separator:a9f790058e86519dd043af8799e5269ff"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
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+<tr class="memdesc:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return all memory used for gradients back to the system.  <a href="#a7f23c079bd16b3183a46bb250ec231ac"></a><br/></td></tr>
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+<tr class="inherit_header pub_attribs_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="vvv__vari_8hpp_source.html#l00009">9</a> of file <a class="el" href="vvv__vari_8hpp_source.html">vvv_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aab31cc197ce983a6694f238551561dad"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::op_vvv_vari::op_vvv_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
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+
+</div>
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+<li>src/stan/agrad/rev/internal/<a class="el" href="vvv__vari_8hpp_source.html">vvv_vari.hpp</a></li>
+</ul>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1partials__vari.html">partials_vari</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1agrad_1_1partials__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::partials_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::partials_vari:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1agrad_1_1partials__vari.png" usemap="#stan::agrad::partials_vari_map" alt=""/>
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+<area href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai..." alt="stan::agrad::chainable" shape="rect" coords="0,0,150,24"/>
+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8c03a1f677444ee503551cc9cc718467"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a8c03a1f677444ee503551cc9cc718467">partials_vari</a> (double value, size_t N, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> **operands, double *partials)</td></tr>
+<tr class="separator:a8c03a1f677444ee503551cc9cc718467"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0fa792b38fdadfd389dcffcea597deeb"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">chain</a> ()</td></tr>
+<tr class="memdesc:a0fa792b38fdadfd389dcffcea597deeb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Apply the chain rule to this variable based on the variables on which it depends.  <a href="#a0fa792b38fdadfd389dcffcea597deeb"></a><br/></td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
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+<tr class="separator:a38eab19f6ecee276e3f306c14df18403 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a> ()</td></tr>
+<tr class="memdesc:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Throw an illegal argument exception.  <a href="#aa95acf2a60125ef1083a0b929cf39adb"></a><br/></td></tr>
+<tr class="separator:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a> ()</td></tr>
+<tr class="memdesc:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Initialize the adjoint for this (dependent) variable to 1.  <a href="#ac668b532eb7eb33af863dfb035c0b8dc"></a><br/></td></tr>
+<tr class="separator:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the adjoint value of this variable to 0.  <a href="#a1b9805e76f3afcb3199d8455c577a4dc"></a><br/></td></tr>
+<tr class="separator:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1chainable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1chainable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
+<tr class="memdesc:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a chainable object.  <a href="#a7a645b2e90197e1d6a0431707b7fad59"></a><br/></td></tr>
+<tr class="separator:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
+<tr class="memdesc:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Chainables are not destructible and should go on the function call stack or be allocated with operator new.  <a href="#a962b7191aa156e1f1714ba4750971636"></a><br/></td></tr>
+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
+<tr class="memdesc:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Allocate memory from the underlying memory pool.  <a href="#a1722e422e33d131e88ae9ca351b9e86c"></a><br/></td></tr>
+<tr class="separator:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a> ()</td></tr>
+<tr class="memdesc:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover memory used for all variables for reuse.  <a href="#a653f4d93055013f4b4332e2e992268c8"></a><br/></td></tr>
+<tr class="separator:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a> ()</td></tr>
+<tr class="memdesc:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return all memory used for gradients back to the system.  <a href="#a7f23c079bd16b3183a46bb250ec231ac"></a><br/></td></tr>
+<tr class="separator:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_attribs_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
+<tr class="memdesc:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The adjoint of this variable, which is the partial derivative of this variable with respect to the root variable.  <a href="#a23c19b981f1a4f850e840884b76d08a0"></a><br/></td></tr>
+<tr class="separator:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="partials__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8c03a1f677444ee503551cc9cc718467"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::partials_vari::partials_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> **&#160;</td>
+          <td class="paramname"><em>operands</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double *&#160;</td>
+          <td class="paramname"><em>partials</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="partials__vari_8hpp_source.html#l00017">17</a> of file <a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a0fa792b38fdadfd389dcffcea597deeb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::partials_vari::chain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
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+  </span>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="precomp__v__vari_8hpp_source.html#l00011">11</a> of file <a class="el" href="precomp__v__vari_8hpp_source.html">precomp_v_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a3ca5c79bf568105418d1b0048a96967f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::precomp_v_vari::precomp_v_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>avi</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>da</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="precomp__v__vari_8hpp_source.html#l00015">15</a> of file <a class="el" href="precomp__v__vari_8hpp_source.html">precomp_v_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a009196476cbeca0b4721a2615e275d10"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::precomp_v_vari::chain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="precomp__v__vari_8hpp_source.html#l00019">19</a> of file <a class="el" href="precomp__v__vari_8hpp_source.html">precomp_v_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="af0cd4c5436b3bdc84f0d5c499a628be3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::precomp_v_vari::da_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="precomp__v__vari_8hpp_source.html#l00013">13</a> of file <a class="el" href="precomp__v__vari_8hpp_source.html">precomp_v_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/internal/<a class="el" href="precomp__v__vari_8hpp_source.html">precomp_v_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+<script type="text/javascript" src="search/search.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stored_gradient_vari</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::agrad::stored_gradient_vari Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#afb98edd9fb9584921e7ef283e5c9478e">dtrs_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#a6cc0dc9d0c215f4eedd8684f8d9d04ec">partials_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae0a8a41b1a8e68d294cecb3ef46692e9">size_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#af779bcf6d92cccf16672907758f5bedc">stored_gradient_vari</a>(double value, size_t size, vari **dtrs, double *partials)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1agrad_1_1stored__gradient__vari.html b/doc/api/html/classstan_1_1agrad_1_1stored__gradient__vari.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stored_gradient_vari</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1agrad_1_1stored__gradient__vari-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::agrad::stored_gradient_vari Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>A var implementation that stores the daughter variable implementation pointers and the partial derivative with respect to the result explicitly in arrays constructed on the auto-diff memory stack.  
+ <a href="classstan_1_1agrad_1_1stored__gradient__vari.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::agrad::stored_gradient_vari:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1agrad_1_1stored__gradient__vari.png" usemap="#stan::agrad::stored_gradient_vari_map" alt=""/>
+  <map id="stan::agrad::stored_gradient_vari_map" name="stan::agrad::stored_gradient_vari_map">
+<area href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class." alt="stan::agrad::vari" shape="rect" coords="0,56,197,80"/>
+<area href="classstan_1_1agrad_1_1chainable.html" title="Abstract base class for variable implementations that handles memory management and applying the chai..." alt="stan::agrad::chainable" shape="rect" coords="0,0,197,24"/>
+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:af779bcf6d92cccf16672907758f5bedc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#af779bcf6d92cccf16672907758f5bedc">stored_gradient_vari</a> (double value, size_t size, <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> **dtrs, double *partials)</td></tr>
+<tr class="memdesc:af779bcf6d92cccf16672907758f5bedc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a stored gradient vari with the specified value, size, daughter varis, and partial derivatives.  <a href="#af779bcf6d92cccf16672907758f5bedc"></a><br/></td></tr>
+<tr class="separator:af779bcf6d92cccf16672907758f5bedc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae97f9740598ac7be4c3af5769a54ac19"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">chain</a> ()</td></tr>
+<tr class="memdesc:ae97f9740598ac7be4c3af5769a54ac19"><td class="mdescLeft">&#160;</td><td class="mdescRight">Propagate derivatives through this vari with partial derivatives given for the daughter vari by the stored partials.  <a href="#ae97f9740598ac7be4c3af5769a54ac19"></a><br/></td></tr>
+<tr class="separator:ae97f9740598ac7be4c3af5769a54ac19"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
+<tr class="memdesc:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a variable implementation from a value.  <a href="#add6d0976a3103aebe8b529fb3a4aede3"></a><br/></td></tr>
+<tr class="separator:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a> (const double x)</td></tr>
+<tr class="memdesc:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a variable implementation from a value.  <a href="#add6d0976a3103aebe8b529fb3a4aede3"></a><br/></td></tr>
+<tr class="separator:add6d0976a3103aebe8b529fb3a4aede3 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a38eab19f6ecee276e3f306c14df18403 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a> (const double x, bool stacked)</td></tr>
+<tr class="separator:a38eab19f6ecee276e3f306c14df18403 inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a> ()</td></tr>
+<tr class="memdesc:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Throw an illegal argument exception.  <a href="#aa95acf2a60125ef1083a0b929cf39adb"></a><br/></td></tr>
+<tr class="separator:aa95acf2a60125ef1083a0b929cf39adb inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a> ()</td></tr>
+<tr class="memdesc:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Initialize the adjoint for this (dependent) variable to 1.  <a href="#ac668b532eb7eb33af863dfb035c0b8dc"></a><br/></td></tr>
+<tr class="separator:ac668b532eb7eb33af863dfb035c0b8dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a> ()</td></tr>
+<tr class="memdesc:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the adjoint value of this variable to 0.  <a href="#a1b9805e76f3afcb3199d8455c577a4dc"></a><br/></td></tr>
+<tr class="separator:a1b9805e76f3afcb3199d8455c577a4dc inherit pub_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1agrad_1_1chainable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1agrad_1_1chainable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
+<tr class="memdesc:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a chainable object.  <a href="#a7a645b2e90197e1d6a0431707b7fad59"></a><br/></td></tr>
+<tr class="separator:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
+<tr class="memdesc:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Chainables are not destructible and should go on the function call stack or be allocated with operator new.  <a href="#a962b7191aa156e1f1714ba4750971636"></a><br/></td></tr>
+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:ae0a8a41b1a8e68d294cecb3ef46692e9"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae0a8a41b1a8e68d294cecb3ef46692e9">size_</a></td></tr>
+<tr class="separator:ae0a8a41b1a8e68d294cecb3ef46692e9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afb98edd9fb9584921e7ef283e5c9478e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> **&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#afb98edd9fb9584921e7ef283e5c9478e">dtrs_</a></td></tr>
+<tr class="separator:afb98edd9fb9584921e7ef283e5c9478e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6cc0dc9d0c215f4eedd8684f8d9d04ec"><td class="memItemLeft" align="right" valign="top">double *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#a6cc0dc9d0c215f4eedd8684f8d9d04ec">partials_</a></td></tr>
+<tr class="separator:a6cc0dc9d0c215f4eedd8684f8d9d04ec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
+<tr class="memdesc:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Allocate memory from the underlying memory pool.  <a href="#a1722e422e33d131e88ae9ca351b9e86c"></a><br/></td></tr>
+<tr class="separator:a1722e422e33d131e88ae9ca351b9e86c inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a> ()</td></tr>
+<tr class="memdesc:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover memory used for all variables for reuse.  <a href="#a653f4d93055013f4b4332e2e992268c8"></a><br/></td></tr>
+<tr class="separator:a653f4d93055013f4b4332e2e992268c8 inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a> ()</td></tr>
+<tr class="memdesc:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return all memory used for gradients back to the system.  <a href="#a7f23c079bd16b3183a46bb250ec231ac"></a><br/></td></tr>
+<tr class="separator:a7f23c079bd16b3183a46bb250ec231ac inherit pub_static_methods_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_attribs_classstan_1_1agrad_1_1vari"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_classstan_1_1agrad_1_1vari')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td></tr>
+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
+<tr class="memdesc:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="mdescLeft">&#160;</td><td class="mdescRight">The adjoint of this variable, which is the partial derivative of this variable with respect to the root variable.  <a href="#a23c19b981f1a4f850e840884b76d08a0"></a><br/></td></tr>
+<tr class="separator:a23c19b981f1a4f850e840884b76d08a0 inherit pub_attribs_classstan_1_1agrad_1_1vari"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>A var implementation that stores the daughter variable implementation pointers and the partial derivative with respect to the result explicitly in arrays constructed on the auto-diff memory stack. </p>
+<p>Like a simplified version of <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">OperandsAndPartials</a>. </p>
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00018">18</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="af779bcf6d92cccf16672907758f5bedc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::stored_gradient_vari::stored_gradient_vari </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>size</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> **&#160;</td>
+          <td class="paramname"><em>dtrs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double *&#160;</td>
+          <td class="paramname"><em>partials</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a stored gradient vari with the specified value, size, daughter varis, and partial derivatives. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">value</td><td>Value of vari </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">size</td><td>Number of daughters </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">dtrs</td><td>Array of pointers to daughters </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">partials</td><td>Partial derivatives of value with respect to daughters. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00038">38</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ae97f9740598ac7be4c3af5769a54ac19"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::stored_gradient_vari::chain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Propagate derivatives through this vari with partial derivatives given for the daughter vari by the stored partials. </p>
+
+<p>Reimplemented from <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">stan::agrad::vari</a>.</p>
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00052">52</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="afb98edd9fb9584921e7ef283e5c9478e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>** stan::agrad::stored_gradient_vari::dtrs_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00023">23</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6cc0dc9d0c215f4eedd8684f8d9d04ec"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double* stan::agrad::stored_gradient_vari::partials_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00024">24</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae0a8a41b1a8e68d294cecb3ef46692e9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::agrad::stored_gradient_vari::size_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stored__gradient__vari_8hpp_source.html#l00022">22</a> of file <a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="stored__gradient__vari_8hpp_source.html">stored_gradient_vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectname">Stan
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::agrad::var Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a44db5cfbac5b6858bc26cbb2518a6826">adj</a>() const </td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#af706ab2096ce340463d8794edb603a22">operator-&gt;</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9">operator/=</a>(const var &amp;b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ad2d16ef5b3e1dfda05252a41e80d2276">operator/=</a>(const double &amp;b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ae193444d7017bca48834761230b6cd76">operator/=</a>(const var &amp;b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a6bde2e6f35855e8455f3c9ec8bea97ee">operator/=</a>(const double b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a3545860122fa159c57e23dd0fbfbf5cd">operator&lt;&lt;</a>(std::ostream &amp;os, const var &amp;v)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">friend</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">Scalar</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">Scalar</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3">val</a>() const </td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3">val</a>() const </td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#adfb9d02c364f36d433ebbe551ed5cf6d">var</a>(vari *vi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">explicit</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146">var</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#af45c7283eb94f118473d6590387ae2bb">var</a>(bool b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a36df08fb95336e5c4475768447cc17dc">var</a>(char c)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#add6c4253ae479385de58f2dd02e5e82e">var</a>(short n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ac4651f0c746a0f08974866f3052b7137">var</a>(unsigned short n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a8a75e2e91a261d9919cc05ca0e2535c3">var</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a3044e37414ac3abe97862ec2a9bbc7a7">var</a>(unsigned int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a5603249b00e49e3b3176a7652274bd8f">var</a>(long int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#acdc706002d30bae61e31b94706110f66">var</a>(unsigned long int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a4160c721453aae2e1ab1a10d082e5ea4">var</a>(float x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a5af3ea95797e2c3789a01a32dab060e6">var</a>(double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ab2b3011f87a92d85b32f6a0da738c46e">var</a>(long double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#adfb9d02c364f36d433ebbe551ed5cf6d">var</a>(vari *vi)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">explicit</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146">var</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#af45c7283eb94f118473d6590387ae2bb">var</a>(bool b)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a36df08fb95336e5c4475768447cc17dc">var</a>(char c)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#add6c4253ae479385de58f2dd02e5e82e">var</a>(short n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ac4651f0c746a0f08974866f3052b7137">var</a>(unsigned short n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a8a75e2e91a261d9919cc05ca0e2535c3">var</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a3044e37414ac3abe97862ec2a9bbc7a7">var</a>(unsigned int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a5603249b00e49e3b3176a7652274bd8f">var</a>(long int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#acdc706002d30bae61e31b94706110f66">var</a>(unsigned long int n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a050ffd5f911d423f27673bc531e1e9c1">var</a>(unsigned long long n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a078422d44f10f7e4dadfeb9424f6fa94">var</a>(long long n)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a4160c721453aae2e1ab1a10d082e5ea4">var</a>(float x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#a5af3ea95797e2c3789a01a32dab060e6">var</a>(double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#ab2b3011f87a92d85b32f6a0da738c46e">var</a>(long double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af">vi_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td><td class="entry"></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a></li>  </ul>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1agrad_1_1var-members.html">List of all members</a>  </div>
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+<div class="title">stan::agrad::var Class Reference</div>  </div>
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+<div class="contents">
+
+<p>Independent (input) and dependent (output) variables for gradients.  
+ <a href="classstan_1_1agrad_1_1var.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a9ddcf3d9523473d4c99eb4dc81c6938f"><td class="memItemLeft" align="right" valign="top">typedef double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">Scalar</a></td></tr>
+<tr class="separator:a9ddcf3d9523473d4c99eb4dc81c6938f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9ddcf3d9523473d4c99eb4dc81c6938f"><td class="memItemLeft" align="right" valign="top">typedef double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">Scalar</a></td></tr>
+<tr class="separator:a9ddcf3d9523473d4c99eb4dc81c6938f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:adfb9d02c364f36d433ebbe551ed5cf6d"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1var.html#adfb9d02c364f36d433ebbe551ed5cf6d">var</a> (<a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *vi)</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Independent (input) and dependent (output) variables for gradients. </p>
+<p>An <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a> is constructed with a double and used like any other scalar. Arithmetical functions like negation, addition, and subtraction, as well as a range of mathematical functions like exponentiation and powers are overridden to operate on <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a> values objects.</p>
+<p>This class acts as a smart pointer, with resources managed by an agenda-based memory manager scoped to a single gradient calculation.</p>
+<p>An <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a> is constructed with a double and used like any other scalar. Arithmetical functions like negation, addition, and subtraction, as well as a range of mathematical functions like exponentiation and powers are overridden to operate on <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">agrad::var</a> values objects. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00701">701</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a9ddcf3d9523473d4c99eb4dc81c6938f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef double <a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">stan::agrad::var::Scalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00032">32</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9ddcf3d9523473d4c99eb4dc81c6938f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef double <a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">stan::agrad::var::Scalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00704">704</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="adfb9d02c364f36d433ebbe551ed5cf6d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>vi</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">explicit</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable from a pointer to a variable implementation. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">vi</td><td>Variable implementation. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00720">720</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a338e1033dc034d6333060ec779200146"></a>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
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+
+<p>Construct a variable for later assignment. </p>
+<p>This is implemented as a no-op, leaving the underlying implementation dangling. Before an assignment, the behavior is thus undefined just as for a basic double. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00731">731</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00741">741</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a36df08fb95336e5c4475768447cc17dc"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">char&#160;</td>
+          <td class="paramname"><em>c</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00751">751</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">short&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00761">761</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">unsigned short&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00771">771</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00781">781</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
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+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00791">791</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramtype">long int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00801">801</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">unsigned long int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00811">811</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a4160c721453aae2e1ab1a10d082e5ea4"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">float&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00821">821</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable with the specified value. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value of the variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00830">830</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">long double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00840">840</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+<table class="mlabels">
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+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>vi</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">explicit</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable from a pointer to a variable implementation. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">vi</td><td>Variable implementation. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00061">61</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a338e1033dc034d6333060ec779200146"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable for later assignment. </p>
+<p>This is implemented as a no-op, leaving the underlying implementation dangling. Before an assignment, the behavior is thus undefined just as for a basic double. </p>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00072">72</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00082">82</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a36df08fb95336e5c4475768447cc17dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">char&#160;</td>
+          <td class="paramname"><em>c</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00092">92</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add6c4253ae479385de58f2dd02e5e82e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">short&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00102">102</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4651f0c746a0f08974866f3052b7137"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">unsigned short&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00112">112</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8a75e2e91a261d9919cc05ca0e2535c3"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00122">122</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3044e37414ac3abe97862ec2a9bbc7a7"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00132">132</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5603249b00e49e3b3176a7652274bd8f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">long int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00142">142</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acdc706002d30bae61e31b94706110f66"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">unsigned long int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00152">152</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a050ffd5f911d423f27673bc531e1e9c1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">unsigned long long&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00162">162</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a078422d44f10f7e4dadfeb9424f6fa94"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">long long&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00172">172</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4160c721453aae2e1ab1a10d082e5ea4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">float&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00182">182</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5af3ea95797e2c3789a01a32dab060e6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable with the specified value. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value of the variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00191">191</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab2b3011f87a92d85b32f6a0da738c46e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::var::var </td>
+          <td>(</td>
+          <td class="paramtype">long double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable by static casting the specified value to <code>double</code>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00201">201</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a44db5cfbac5b6858bc26cbb2518a6826"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::var::adj </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the derivative of the root expression with respect to this expression. </p>
+<p>This method only works after one of the <code><a class="el" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94" title="Compute gradients of this dependent variable with respect to all variables on which it depends...">grad()</a></code> methods has been called.</p>
+<dl class="section return"><dt>Returns</dt><dd>Adjoint value for this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00222">222</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adafe2731ffff76ed74a84299633d70ac"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::var::grad </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute the gradient of this (dependent) variable with respect to the specified vector of (independent) variables, assigning the specified vector to the gradient. </p>
+<p>After the computation of the gradient and value, memory is recovered.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of independent variables. </td></tr>
+    <tr><td class="paramname">g</td><td>Gradient vector of partial derivatives of this variable with respect to x. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00238">238</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a14d0349fa31df6ae544165b40cd01d94"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::var::grad </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute gradients of this dependent variable with respect to all variables on which it depends. </p>
+<p>Memory is recovered, but not freed after this operation, calling <code><a class="el" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">recover_memory()</a></code>; see <code>free_all()</code> to release resources back to the system rather than saving them for reuse).</p>
+<p>Until the next creation of a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> instance, the gradient values will be available from an instance <code>x</code> of <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> via <code>x.adj()</code>. It may be slightly more efficient to do this without the intermediate creation and population of two vectors as done in the two-argument form <code><a class="el" href="classstan_1_1agrad_1_1var.html#adafe2731ffff76ed74a84299633d70ac" title="Compute the gradient of this dependent variable with respect to the specified vector of independent v...">grad(std::vector&lt;var&gt;&amp;, std::vector&lt;double&gt;&amp;)</a></code>. </p>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00263">263</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adafe2731ffff76ed74a84299633d70ac"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::var::grad </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute the gradient of this dependent variable with respect to the specified vector of independent variables, assigning the gradients componentwise to the specified vector of gradients. </p>
+<p>After the computation of the gradient and value, memory is recovered.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of independent variables. </td></tr>
+    <tr><td class="paramname">g</td><td>Gradient vector of partial derivatives of this variable with respect to x. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00865">865</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a14d0349fa31df6ae544165b40cd01d94"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::var::grad </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute gradients of this dependent variable with respect to all variables on which it depends. </p>
+<p>Memory is recovered, but not freed after this operation, calling <code><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8" title="Recover memory used for all variables for reuse.">vari::recover_memory()</a></code>; see <code>vari::free_all()</code> to release resources back to the system rather than saving them for reuse).</p>
+<p>Until the next creation of a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> instance, the gradient values will be available from an instance <code>x</code> of <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> via <code>x.vi_-&gt;adj_</code>. It may be slightly more efficient to do this without the intermediate creation and population of two vectors as done in the two-argument form <code><a class="el" href="classstan_1_1agrad_1_1var.html#adafe2731ffff76ed74a84299633d70ac" title="Compute the gradient of this dependent variable with respect to the specified vector of independent v...">grad(std::vector&lt;var&gt;&amp;, std::vector&lt;double&gt;&amp;)</a></code>. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00890">890</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7764c9ed32774d35c18d512d5c96f96"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::var::is_uninitialized </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if this variable has been declared, but not been defined. </p>
+<p>Any attempt to use an undefined variable's value or adjoint will result in a segmentation fault.</p>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if this variable does not yet have a defined variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00052">52</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab9b31165b391c7db9e1b47f0573bc747"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>&amp; stan::agrad::var::operator* </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to underlying implementation of this variable. </p>
+<p>If <code>x</code> is of type <code>var</code>, then applying this operator, <code>*x</code>, has the same behavior as <code>*(x.vi_)</code>.</p>
+<p><em>Warning</em>: The returned reference does not track changes to this variable.</p>
+<dl class="section return"><dt>Returns</dt><dd>variable </dd></dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00282">282</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ea7fa4896c40fce1c9d6cf2d59b695e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound multiply/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a *= b) behaves exactly the same way as (a = a * b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to multiply this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of multiplying this variable by the specified variable. </dd></dl>
+
+</div>
+</div>
+<a class="anchor" id="a724480f8a861f8f5430439da4765d1a4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound multiply/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a *= b) behaves exactly the same way as (a = a * b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to multiply this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of multplying this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="operator__multiply__equal_8hpp_source.html#l00015">15</a> of file <a class="el" href="operator__multiply__equal_8hpp_source.html">operator_multiply_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9a9aedf7da287c55b7ef482c452b5be7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound multiply/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a *= b) behaves exactly the same way as (a = a * b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to multiply this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of multiplying this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00970">970</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a222ff48b7d30354f136787e634811809"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound multiply/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a *= b) behaves exactly the same way as (a = a * b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to multiply this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of multplying this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00986">986</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8066e2b84e91f0993b63611d8ca9db4a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator+= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound add/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a += b) behaves exactly the same way as (a = a + b), creating an intermediate variable representing (a + b).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to add to this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of adding the specified variable to this variable. </dd></dl>
+
+</div>
+</div>
+<a class="anchor" id="a1f61621b09c7d87facf17e63f036db57"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator+= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound add/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a += b) behaves exactly the same way as (a = a + b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to add to this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of adding the specified variable to this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="operator__plus__equal_8hpp_source.html#l00015">15</a> of file <a class="el" href="operator__plus__equal_8hpp_source.html">operator_plus_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7aed84a14a5c7f34bddc0d5a17a2c77f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator+= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound add/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a += b) behaves exactly the same way as (a = a + b), creating an intermediate variable representing (a + b).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to add to this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of adding the specified variable to this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00907">907</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a64086c7c9362cf53e57551f8ed5add14"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator+= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound add/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a += b) behaves exactly the same way as (a = a + b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to add to this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of adding the specified variable to this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00922">922</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f0d2c15e16e20a61269259b7f7cc5b7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator-= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound subtract/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a -= b) behaves exactly the same way as (a = a - b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to subtract from this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of subtracting the specified variable from this variable. </dd></dl>
+
+</div>
+</div>
+<a class="anchor" id="a27e309010cc293bfc7b0895010ea576e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator-= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound subtract/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a -= b) behaves exactly the same way as (a = a - b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to subtract from this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of subtracting the specified variable from this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="operator__minus__equal_8hpp_source.html#l00015">15</a> of file <a class="el" href="operator__minus__equal_8hpp_source.html">operator_minus_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc63a21e809772e4e1943dcde7d81501"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator-= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound subtract/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a -= b) behaves exactly the same way as (a = a - b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to subtract from this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of subtracting the specified variable from this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00938">938</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af175a08753073e2b5cd0431df96f685e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator-= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound subtract/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a -= b) behaves exactly the same way as (a = a - b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to subtract from this variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of subtracting the specified variable from this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00954">954</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af706ab2096ce340463d8794edb603a22"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a>* stan::agrad::var::operator-&gt; </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a pointer to the underlying implementation of this variable. </p>
+<p>If <code>x</code> is of type <code>var</code>, then applying this operator, <code>x-&gt;</code>, behaves the same way as <code>x.vi_-&gt;</code>.</p>
+<p><em>Warning</em>: The returned result does not track changes to this variable. </p>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00296">296</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae193444d7017bca48834761230b6cd76"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator/= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound divide/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a /= b) behaves exactly the same way as (a = a / b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to divide this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of dividing this variable by the specified variable. </dd></dl>
+
+</div>
+</div>
+<a class="anchor" id="a6bde2e6f35855e8455f3c9ec8bea97ee"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator/= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound divide/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a /= b) behaves exactly the same way as (a = a / b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to divide this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of dividing this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="operator__divide__equal_8hpp_source.html#l00015">15</a> of file <a class="el" href="operator__divide__equal_8hpp_source.html">operator_divide_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa006b46d2909a3924efd0275a57f85a9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::var::operator/= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound divide/assignment operator for variables (C++). </p>
+<p>If this variable is a and the argument is the variable b, then (a /= b) behaves exactly the same way as (a = a / b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The variable to divide this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of dividing this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01001">1001</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad2d16ef5b3e1dfda05252a41e80d2276"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&amp; stan::agrad::var::operator/= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The compound divide/assignment operator for scalars (C++). </p>
+<p>If this variable is a and the argument is the scalar b, then (a /= b) behaves exactly the same way as (a = a / b). Note that the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">b</td><td>The scalar to divide this variable by. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The result of dividing this variable by the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01017">1017</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c15579ed3018cae0a0bf556bed164e3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::var::val </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of this variable. </p>
+<dl class="section return"><dt>Returns</dt><dd>The value of this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00210">210</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c15579ed3018cae0a0bf556bed164e3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::var::val </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of this variable. </p>
+<dl class="section return"><dt>Returns</dt><dd>The value of this variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00849">849</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Friends And Related Function Documentation</h2>
+<a class="anchor" id="a3545860122fa159c57e23dd0fbfbf5cd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream&amp; operator&lt;&lt; </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>os</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">friend</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the value of this auto-dif variable and its adjoint to the specified output stream. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">os</td><td>Output stream to which to write. </td></tr>
+    <tr><td class="paramname">v</td><td>Variable to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Reference to the specified output stream. </dd></dl>
+
+<p>Definition at line <a class="el" href="var_8hpp_source.html#l00411">411</a> of file <a class="el" href="var_8hpp_source.html">var.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="af62c13dcd2bfab818579f6715fbda6af"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> * stan::agrad::var::vi_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Pointer to the implementation of this variable. </p>
+<p>This value should not be modified, but may be accessed in <code>var</code> operators to construct <code>vari</code> instances. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00713">713</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following files:<ul>
+<li>src/stan/agrad/<a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a></li>
+<li>src/stan/agrad/rev/<a class="el" href="var_8hpp_source.html">var.hpp</a></li>
+<li>src/stan/agrad/rev/operators/<a class="el" href="operator__divide__equal_8hpp_source.html">operator_divide_equal.hpp</a></li>
+<li>src/stan/agrad/rev/operators/<a class="el" href="operator__minus__equal_8hpp_source.html">operator_minus_equal.hpp</a></li>
+<li>src/stan/agrad/rev/operators/<a class="el" href="operator__multiply__equal_8hpp_source.html">operator_multiply_equal.hpp</a></li>
+<li>src/stan/agrad/rev/operators/<a class="el" href="operator__plus__equal_8hpp_source.html">operator_plus_equal.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<!-- window showing the filter options -->
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+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::agrad::vari Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">chain</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#ac668b532eb7eb33af863dfb035c0b8dc">init_dependent</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a>(void *)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a>(size_t nbytes)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#abd24d4e4eb6b0c65c8447bd2cc73b200">operator&lt;&lt;</a>(std::ostream &amp;os, const vari *v)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">friend</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">set_zero_adjoint</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a335628f2e9085305224b4f9cc6e95ed5">var</a> class</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">friend</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">vari</a>(const double x)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#a38eab19f6ecee276e3f306c14df18403">vari</a>(const double x, bool stacked)</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">~vari</a>()</td><td class="entry"><a class="el" href="classstan_1_1agrad_1_1vari.html">stan::agrad::vari</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1agrad.html">agrad</a></li><li class="navelem"><a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p>The variable implementation base class.  
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+<tr class="memdesc:a1b9805e76f3afcb3199d8455c577a4dc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the adjoint value of this variable to 0.  <a href="#a1b9805e76f3afcb3199d8455c577a4dc"></a><br/></td></tr>
+<tr class="separator:a1b9805e76f3afcb3199d8455c577a4dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">chainable</a> ()</td></tr>
+<tr class="memdesc:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a chainable object.  <a href="#a7a645b2e90197e1d6a0431707b7fad59"></a><br/></td></tr>
+<tr class="separator:a7a645b2e90197e1d6a0431707b7fad59 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">~chainable</a> ()</td></tr>
+<tr class="memdesc:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Chainables are not destructible and should go on the function call stack or be allocated with operator new.  <a href="#a962b7191aa156e1f1714ba4750971636"></a><br/></td></tr>
+<tr class="separator:a962b7191aa156e1f1714ba4750971636 inherit pub_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a1722e422e33d131e88ae9ca351b9e86c"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">operator new</a> (size_t nbytes)</td></tr>
+<tr class="memdesc:a1722e422e33d131e88ae9ca351b9e86c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Allocate memory from the underlying memory pool.  <a href="#a1722e422e33d131e88ae9ca351b9e86c"></a><br/></td></tr>
+<tr class="separator:a1722e422e33d131e88ae9ca351b9e86c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a653f4d93055013f4b4332e2e992268c8"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">recover_memory</a> ()</td></tr>
+<tr class="memdesc:a653f4d93055013f4b4332e2e992268c8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover memory used for all variables for reuse.  <a href="#a653f4d93055013f4b4332e2e992268c8"></a><br/></td></tr>
+<tr class="separator:a653f4d93055013f4b4332e2e992268c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f23c079bd16b3183a46bb250ec231ac"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">free_memory</a> ()</td></tr>
+<tr class="memdesc:a7f23c079bd16b3183a46bb250ec231ac"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return all memory used for gradients back to the system.  <a href="#a7f23c079bd16b3183a46bb250ec231ac"></a><br/></td></tr>
+<tr class="separator:a7f23c079bd16b3183a46bb250ec231ac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_static_methods_classstan_1_1agrad_1_1chainable"><td colspan="2" onclick="javascript:toggleInherit('pub_static_methods_classstan_1_1agrad_1_1chainable')"><img src="closed.png" alt="-"/>&#160;Static Public Member Functions inherited from <a class="el" href="classstan_1_1agrad_1_1chainable.html">stan::agrad::chainable</a></td></tr>
+<tr class="memitem:ae78a7b4dfaf5f07c01f3d08f663caf06 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">static void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ae78a7b4dfaf5f07c01f3d08f663caf06">operator new</a> (size_t nbytes)</td></tr>
+<tr class="memdesc:ae78a7b4dfaf5f07c01f3d08f663caf06 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Allocate memory from the underlying memory pool.  <a href="#ae78a7b4dfaf5f07c01f3d08f663caf06"></a><br/></td></tr>
+<tr class="separator:ae78a7b4dfaf5f07c01f3d08f663caf06 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad1ea1170b887c7730a437a9e831e8c54 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">operator delete</a> (void *)</td></tr>
+<tr class="memdesc:ad1ea1170b887c7730a437a9e831e8c54 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Delete a pointer from the underlying memory pool.  <a href="#ad1ea1170b887c7730a437a9e831e8c54"></a><br/></td></tr>
+<tr class="separator:ad1ea1170b887c7730a437a9e831e8c54 inherit pub_static_methods_classstan_1_1agrad_1_1chainable"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a03ed9389d9c07f294820e406adfc865e"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e">val_</a></td></tr>
+<tr class="memdesc:a03ed9389d9c07f294820e406adfc865e"><td class="mdescLeft">&#160;</td><td class="mdescRight">The value of this variable.  <a href="#a03ed9389d9c07f294820e406adfc865e"></a><br/></td></tr>
+<tr class="separator:a03ed9389d9c07f294820e406adfc865e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a23c19b981f1a4f850e840884b76d08a0"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0">adj_</a></td></tr>
+<tr class="memdesc:a23c19b981f1a4f850e840884b76d08a0"><td class="mdescLeft">&#160;</td><td class="mdescRight">The adjoint of this variable, which is the partial derivative of this variable with respect to the root variable.  <a href="#a23c19b981f1a4f850e840884b76d08a0"></a><br/></td></tr>
+<tr class="separator:a23c19b981f1a4f850e840884b76d08a0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="friends"></a>
+Friends</h2></td></tr>
+<tr class="memitem:a335628f2e9085305224b4f9cc6e95ed5"><td class="memItemLeft" align="right" valign="top">class&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#a335628f2e9085305224b4f9cc6e95ed5">var</a></td></tr>
+<tr class="separator:a335628f2e9085305224b4f9cc6e95ed5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abd24d4e4eb6b0c65c8447bd2cc73b200"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1vari.html#abd24d4e4eb6b0c65c8447bd2cc73b200">operator&lt;&lt;</a> (std::ostream &amp;os, const <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *v)</td></tr>
+<tr class="memdesc:abd24d4e4eb6b0c65c8447bd2cc73b200"><td class="mdescLeft">&#160;</td><td class="mdescRight">Insertion operator for vari.  <a href="#abd24d4e4eb6b0c65c8447bd2cc73b200"></a><br/></td></tr>
+<tr class="separator:abd24d4e4eb6b0c65c8447bd2cc73b200"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>The variable implementation base class. </p>
+<p>A variable implementation is constructed with a constant value. It also stores the adjoint for storing the partial derivative with respect to the root of the derivative tree.</p>
+<p>The <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98" title="Apply the chain rule to this variable based on the variables on which it depends.">chain()</a> method applies the chain rule. Concrete extensions of this class will represent base variables or the result of operations such as addition or subtraction. These extended classes will store operand variables and propagate derivative information via an implementation of <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98" title="Apply the chain rule to this variable based on the variables on which it depends.">chain()</a>. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00053">53</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="add6d0976a3103aebe8b529fb3a4aede3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::vari::vari </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable implementation from a value. </p>
+<p>The adjoint is initialized to zero.</p>
+<p>All constructed variables are added to the stack. Variables should be constructed before variables on which they depend to insure proper partial derivative propagation. During derivative propagation, the <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98" title="Apply the chain rule to this variable based on the variables on which it depends.">chain()</a> method of each variable will be called in the reverse order of construction.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value of the constructed variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00082">82</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add6d0976a3103aebe8b529fb3a4aede3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::vari::vari </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable implementation from a value. </p>
+<p>The adjoint is initialized to zero.</p>
+<p>All constructed variables are added to the stack. Variables should be constructed before variables on which they depend to insure proper partial derivative propagation. During derivative propagation, the <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98" title="Apply the chain rule to this variable based on the variables on which it depends.">chain()</a> method of each variable will be called in the reverse order of construction.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value of the constructed variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00057">57</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a38eab19f6ecee276e3f306c14df18403"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::vari::vari </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>stacked</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00063">63</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa95acf2a60125ef1083a0b929cf39adb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::agrad::vari::~vari </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Throw an illegal argument exception. </p>
+<p><em>Warning</em>: Destructors should never called for agrad objects.</p>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">Logic</td><td>exception always. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00079">79</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa0a84901028b116fad7020b30b926b98"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::agrad::vari::chain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Apply the chain rule to this variable based on the variables on which it depends. </p>
+<p>The base implementation in this class is a no-op. </p>
+
+<p>Reimplemented from <a class="el" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592">stan::agrad::chainable</a>.</p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">stan::agrad::stored_gradient_vari</a>, and <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">stan::agrad::partials_vari</a>.</p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00093">93</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f23c079bd16b3183a46bb250ec231ac"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::vari::free_memory </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return all memory used for gradients back to the system. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00123">123</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac668b532eb7eb33af863dfb035c0b8dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::agrad::vari::init_dependent </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Initialize the adjoint for this (dependent) variable to 1. </p>
+<p>This operation is applied to the dependent variable before propagating derivatives. </p>
+
+<p>Reimplemented from <a class="el" href="classstan_1_1agrad_1_1chainable.html#a9ef6020dcc949b73c1c3dfb1d4623bae">stan::agrad::chainable</a>.</p>
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00088">88</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1722e422e33d131e88ae9ca351b9e86c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void* stan::agrad::vari::operator new </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>nbytes</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Allocate memory from the underlying memory pool. </p>
+<p>This memory is is managed by the gradient program and will be recovered as a whole. Classes should not be allocated with this operator if they have non-trivial destructors.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">nbytes</td><td>Number of bytes to allocate. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Pointer to allocated bytes. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00105">105</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a653f4d93055013f4b4332e2e992268c8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::vari::recover_memory </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Recover memory used for all variables for reuse. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00114">114</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1b9805e76f3afcb3199d8455c577a4dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::agrad::vari::set_zero_adjoint </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Set the adjoint value of this variable to 0. </p>
+
+<p>Reimplemented from <a class="el" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f">stan::agrad::chainable</a>.</p>
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00095">95</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Friends And Related Function Documentation</h2>
+<a class="anchor" id="abd24d4e4eb6b0c65c8447bd2cc73b200"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream&amp; operator&lt;&lt; </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>os</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1vari.html">vari</a> *&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">friend</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Insertion operator for vari. </p>
+<p>Prints the current value and the adjoint value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">os</td><td>[in,out] ostream to modify </td></tr>
+    <tr><td class="paramname">v</td><td>[in] vari object to print.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The modified ostream. </dd></dl>
+
+<p>Definition at line <a class="el" href="vari_8hpp_source.html#l00108">108</a> of file <a class="el" href="vari_8hpp_source.html">vari.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a335628f2e9085305224b4f9cc6e95ed5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">friend</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00055">55</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a23c19b981f1a4f850e840884b76d08a0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::vari::adj_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The adjoint of this variable, which is the partial derivative of this variable with respect to the root variable. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00068">68</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a03ed9389d9c07f294820e406adfc865e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::agrad::vari::val_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The value of this variable. </p>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l00062">62</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following files:<ul>
+<li>src/stan/agrad/<a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a></li>
+<li>src/stan/agrad/rev/<a class="el" href="vari_8hpp_source.html">vari.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html">arg_adapt_delta</a></li>  </ul>
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+<div class="title">stan::gm::arg_adapt_delta Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html">stan::gm::arg_adapt_delta</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#ab994caa2d7658bd6548f17b18cd5efaf">arg_adapt_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html">stan::gm::arg_adapt_delta</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#a916005859f965aabc1d829a7062ec424">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html">stan::gm::arg_adapt_delta</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html">arg_adapt_delta</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::gm::arg_adapt_delta Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="arg__adapt__delta_8hpp_source.html">arg_adapt_delta.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_adapt_delta:</div>
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+<p>Definition at line <a class="el" href="arg__adapt__delta_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__adapt__delta_8hpp_source.html">arg_adapt_delta.hpp</a>.</p>
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+</ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__engaged.html">arg_adapt_engaged</a></li>  </ul>
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+<div class="title">stan::gm::arg_adapt_engaged Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__engaged_8hpp_source.html">arg_adapt_engaged.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_adapt_engaged:</div>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html">stan::gm::arg_adapt_gamma</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a1e89fd146d9a20e98c550321d03aa674">arg_adapt_gamma</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html">stan::gm::arg_adapt_gamma</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a6fe8d59b8c1315ee5c6dc6b466698e19">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html">stan::gm::arg_adapt_gamma</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1gm_1_1arg__adapt__gamma-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::arg_adapt_gamma Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="arg__adapt__gamma_8hpp_source.html">arg_adapt_gamma.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_adapt_gamma:</div>
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+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">bool stan::gm::arg_adapt_gamma::is_valid </td>
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+
+</div>
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__adapt__gamma_8hpp_source.html">arg_adapt_gamma.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html">arg_adapt_init_buffer</a></li>  </ul>
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+<div class="title">stan::gm::arg_adapt_init_buffer Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__init__buffer_8hpp_source.html">arg_adapt_init_buffer.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__adapt__init__buffer_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__adapt__init__buffer_8hpp_source.html">arg_adapt_init_buffer.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a458117f29f2665be1b17d7ce3fc2728b"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::arg_adapt_init_buffer::arg_adapt_init_buffer </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="arg__adapt__init__buffer_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__adapt__init__buffer_8hpp_source.html">arg_adapt_init_buffer.hpp</a>.</p>
+
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+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__adapt__init__buffer_8hpp_source.html">arg_adapt_init_buffer.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html">stan::gm::arg_adapt_kappa</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a69a930fe17bcb920dd1beaa31d47ac20">arg_adapt_kappa</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html">stan::gm::arg_adapt_kappa</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a1b03b095c18343b8932d36aca1211e12">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html">stan::gm::arg_adapt_kappa</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_adapt_kappa Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__kappa_8hpp_source.html">arg_adapt_kappa.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__adapt__kappa_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__adapt__kappa_8hpp_source.html">arg_adapt_kappa.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">bool stan::gm::arg_adapt_kappa::is_valid </td>
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+          <td></td>
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+
+<p>Definition at line <a class="el" href="arg__adapt__kappa_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__adapt__kappa_8hpp_source.html">arg_adapt_kappa.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__adapt__kappa_8hpp_source.html">arg_adapt_kappa.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__t0.html">arg_adapt_t0</a></li>  </ul>
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+<div class="title">stan::gm::arg_adapt_t0 Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__t0_8hpp_source.html">arg_adapt_t0.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__adapt__t0_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__adapt__t0_8hpp_source.html">arg_adapt_t0.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+  </td>
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+<p>Definition at line <a class="el" href="arg__adapt__t0_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__adapt__t0_8hpp_source.html">arg_adapt_t0.hpp</a>.</p>
+
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+          <td class="memname">bool stan::gm::arg_adapt_t0::is_valid </td>
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+          <td></td>
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+<p>Definition at line <a class="el" href="arg__adapt__t0_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__adapt__t0_8hpp_source.html">arg_adapt_t0.hpp</a>.</p>
+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__adapt__t0_8hpp_source.html">arg_adapt_t0.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html">stan::gm::arg_adapt_term_buffer</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html#a8e4699ec0baa6885ba9c34430b6d83b2">arg_adapt_term_buffer</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html">stan::gm::arg_adapt_term_buffer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__term__buffer_8hpp_source.html">arg_adapt_term_buffer.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__adapt__term__buffer_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__adapt__term__buffer_8hpp_source.html">arg_adapt_term_buffer.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8e4699ec0baa6885ba9c34430b6d83b2"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::arg_adapt_term_buffer::arg_adapt_term_buffer </td>
+          <td>(</td>
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+          <td></td>
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+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="arg__adapt__term__buffer_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__adapt__term__buffer_8hpp_source.html">arg_adapt_term_buffer.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__adapt__term__buffer_8hpp_source.html">arg_adapt_term_buffer.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__adapt__window.html">arg_adapt_window</a></li>  </ul>
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+<div class="title">stan::gm::arg_adapt_window Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__adapt__window_8hpp_source.html">arg_adapt_window.hpp</a>&gt;</code></p>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ae28cffcf6579400a8736fc581c6ab5">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">arg_bfgs</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__bfgs.html">stan::gm::arg_bfgs</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__bfgs.html">arg_bfgs</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_bfgs Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__bfgs_8hpp_source.html">arg_bfgs.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_bfgs:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1gm_1_1arg__bfgs.png" usemap="#stan::gm::arg_bfgs_map" alt=""/>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a0c1429d90a7c7f0943730e16cde44fac"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">arg_bfgs</a> ()</td></tr>
+<tr class="separator:a0c1429d90a7c7f0943730e16cde44fac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1gm_1_1categorical__argument"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1gm_1_1categorical__argument')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td></tr>
+<tr class="memitem:ae72c69a4cbf867643694227c006c53a4 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a> ()</td></tr>
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+<tr class="separator:a6d8744329f8af88ec15747b57851bc67 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a5d662cc0b84b02e3b3622a0eeec02bf7 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a5ae28cffcf6579400a8736fc581c6ab5 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1gm_1_1argument"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1gm_1_1argument')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__data.html">arg_data</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_data Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__data_8hpp_source.html">arg_data.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_data:</div>
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+  <img src="classstan_1_1gm_1_1arg__data.png" usemap="#stan::gm::arg_data_map" alt=""/>
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+<tr class="memitem:af14bc033277233421428ef9fde504b07"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__data.html#af14bc033277233421428ef9fde504b07">arg_data</a> ()</td></tr>
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+<tr class="inherit_header pro_attribs_classstan_1_1gm_1_1categorical__argument"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1gm_1_1categorical__argument')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td></tr>
+<tr class="memitem:ae906b6761d356c568023f68020647240 inherit pro_attribs_classstan_1_1gm_1_1categorical__argument"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> * &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="arg__data_8hpp_source.html#l00012">12</a> of file <a class="el" href="arg__data_8hpp_source.html">arg_data.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="af14bc033277233421428ef9fde504b07"></a>
+<div class="memitem">
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+          <td class="memname">stan::gm::arg_data::arg_data </td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="arg__data_8hpp_source.html#l00016">16</a> of file <a class="el" href="arg__data_8hpp_source.html">arg_data.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__data_8hpp_source.html">arg_data.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__data__file.html">arg_data_file</a></li>  </ul>
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+<div class="title">stan::gm::arg_data_file Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__data__file_8hpp_source.html">arg_data_file.hpp</a>&gt;</code></p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__dense__e.html">stan::gm::arg_dense_e</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">_is_present</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">arg_dense_e</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__dense__e.html">stan::gm::arg_dense_e</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a87b246d97afb366e67ae99984dc4540e">is_present</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a43ec298199e879d2254b0b22a07932fd">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">unvalued_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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diff --git a/doc/api/html/classstan_1_1gm_1_1arg__dense__e.html b/doc/api/html/classstan_1_1gm_1_1arg__dense__e.html
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__dense__e.html">arg_dense_e</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_dense_e Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="arg__dense__e_8hpp_source.html">arg_dense_e.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_dense_e:</div>
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+ <div class="center">
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:af591c90b48c64017b2eed129e7fd2de6"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">arg_dense_e</a> ()</td></tr>
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+<p>Definition at line <a class="el" href="arg__dense__e_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__dense__e_8hpp_source.html">arg_dense_e.hpp</a>.</p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
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+  <i>&copy; 2011&ndash;2013,
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">unvalued_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__diag__e.html">arg_diag_e</a></li>  </ul>
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+<div class="title">stan::gm::arg_diag_e Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__diag__e_8hpp_source.html">arg_diag_e.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_diag_e:</div>
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+</ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__diagnose.html">arg_diagnose</a></li>  </ul>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1gm_1_1arg__diagnose-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::arg_diagnose Class Reference</div>  </div>
+</div><!--header-->
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+<p><code>#include &lt;<a class="el" href="arg__diagnose_8hpp_source.html">arg_diagnose.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_diagnose:</div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="arg__diagnose_8hpp_source.html#l00012">12</a> of file <a class="el" href="arg__diagnose_8hpp_source.html">arg_diagnose.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a29fa2b3eb2a85d31f3de053e7ab4a7cb"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::arg_diagnose::arg_diagnose </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="arg__diagnose_8hpp_source.html#l00016">16</a> of file <a class="el" href="arg__diagnose_8hpp_source.html">arg_diagnose.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__diagnose_8hpp_source.html">arg_diagnose.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::arg_diagnostic_file Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__diagnostic__file.html">stan::gm::arg_diagnostic_file</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__diagnostic__file.html">arg_diagnostic_file</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_diagnostic_file Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__diagnostic__file_8hpp_source.html">arg_diagnostic_file.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_diagnostic_file:</div>
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+<p>Definition at line <a class="el" href="arg__diagnostic__file_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__diagnostic__file_8hpp_source.html">arg_diagnostic_file.hpp</a>.</p>
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+          <td></td>
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+<p>Definition at line <a class="el" href="arg__diagnostic__file_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__diagnostic__file_8hpp_source.html">arg_diagnostic_file.hpp</a>.</p>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a55f86d294e39ee6a422bdf1308fb3e5b">print</a>(std::ostream *s, int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a55d7f8d70a85d02895446acc7e9402ee">print_help</a>(std::ostream *s, int depth, bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">values</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">~list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__engine.html">arg_engine</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="arg__engine_8hpp_source.html">arg_engine.hpp</a>&gt;</code></p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">unvalued_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__fail.html">arg_fail</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_fail Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__fail_8hpp_source.html">arg_fail.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__hmc.html">arg_hmc</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_hmc Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="arg__hmc_8hpp_source.html">arg_hmc.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_hmc:</div>
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+<tr class="inherit_header pro_attribs_classstan_1_1gm_1_1categorical__argument"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1gm_1_1categorical__argument')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td></tr>
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+<p>Definition at line <a class="el" href="arg__hmc_8hpp_source.html#l00015">15</a> of file <a class="el" href="arg__hmc_8hpp_source.html">arg_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a21bce37da4a429c509a142d2989c9e25"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
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+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="arg__hmc_8hpp_source.html#l00019">19</a> of file <a class="el" href="arg__hmc_8hpp_source.html">arg_hmc.hpp</a>.</p>
+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__hmc_8hpp_source.html">arg_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__id.html">arg_id</a></li>  </ul>
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+<div class="title">stan::gm::arg_id Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__id.html">stan::gm::arg_id</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__id.html#a9db2f80b010bff893370ae4b230bd966">arg_id</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__id.html">stan::gm::arg_id</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__id.html#a477cdfd1a053c2e7b63bdadada63ff60">is_valid</a>(int value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__id.html">stan::gm::arg_id</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__id.html">arg_id</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::gm::arg_id Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__id_8hpp_source.html">arg_id.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_id:</div>
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+<p>Definition at line <a class="el" href="arg__id_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__id_8hpp_source.html">arg_id.hpp</a>.</p>
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+
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+<hr/>The documentation for this class was generated from the following file:<ul>
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+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__init.html">arg_init</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="arg__init_8hpp_source.html">arg_init.hpp</a>&gt;</code></p>
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+
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+</ul>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html">arg_init_alpha</a></li>  </ul>
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+<div class="title">stan::gm::arg_init_alpha Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html">stan::gm::arg_init_alpha</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#a62422aee45bcf245c6707a75ad762f4a">arg_init_alpha</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html">stan::gm::arg_init_alpha</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#ac40372ef2c1cbe5d9ede053b1014c003">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html">stan::gm::arg_init_alpha</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_init_alpha Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__init__alpha_8hpp_source.html">arg_init_alpha.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__init__alpha_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__init__alpha_8hpp_source.html">arg_init_alpha.hpp</a>.</p>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">bool stan::gm::arg_init_alpha::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
+        </tr>
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+<p>Definition at line <a class="el" href="arg__init__alpha_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__init__alpha_8hpp_source.html">arg_init_alpha.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__init__alpha_8hpp_source.html">arg_init_alpha.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__int__time.html">arg_int_time</a></li>  </ul>
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+<div class="title">stan::gm::arg_int_time Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__int__time_8hpp_source.html">arg_int_time.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__int__time_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__int__time_8hpp_source.html">arg_int_time.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="arg__int__time_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__int__time_8hpp_source.html">arg_int_time.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a71716eb472c59395c6de8cbca1755c00"></a>
+<div class="memitem">
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+<table class="mlabels">
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+          <td class="memname">bool stan::gm::arg_int_time::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="arg__int__time_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__int__time_8hpp_source.html">arg_int_time.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__int__time_8hpp_source.html">arg_int_time.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__iter.html">stan::gm::arg_iter</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__iter.html#addc4d554b12927d3e099cb78e84b4c69">arg_iter</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__iter.html">stan::gm::arg_iter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__iter.html#a390a002c014d9d88c41ab5b224b0e771">is_valid</a>(int value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__iter.html">stan::gm::arg_iter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__iter_8hpp_source.html">arg_iter.hpp</a>&gt;</code></p>
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+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a390a002c014d9d88c41ab5b224b0e771"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::arg_iter::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="arg__iter_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__iter_8hpp_source.html">arg_iter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__iter_8hpp_source.html">arg_iter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__max__depth.html">arg_max_depth</a></li>  </ul>
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+<div class="title">stan::gm::arg_max_depth Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__max__depth_8hpp_source.html">arg_max_depth.hpp</a>&gt;</code></p>
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+          <td>(</td>
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+          <td></td>
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+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="arg__max__depth_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__max__depth_8hpp_source.html">arg_max_depth.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+          <td class="memname">bool stan::gm::arg_max_depth::is_valid </td>
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+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="arg__max__depth_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__max__depth_8hpp_source.html">arg_max_depth.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__max__depth_8hpp_source.html">arg_max_depth.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<div class="title">stan::gm::arg_method Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__method.html">stan::gm::arg_method</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__method.html#a0ab921dbf66c5b63669cb77f07d797e9">arg_method</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__method.html">stan::gm::arg_method</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a2428856fc920f6d7b4f50c1408bd9c9a">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a1f1d85337d7e4d67ef688997d8418dbd">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ac0e9e2d2392255d5d6576390c7560b89">list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">values</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">~list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__method_8hpp_source.html">arg_method.hpp</a>&gt;</code></p>
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+
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__metric.html">stan::gm::arg_metric</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__metric.html#a8f59bf4d98051c730af026865135958d">arg_metric</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__metric.html">stan::gm::arg_metric</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ac0e9e2d2392255d5d6576390c7560b89">list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__metric_8hpp_source.html">arg_metric.hpp</a>&gt;</code></p>
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+
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+<li>src/stan/gm/arguments/<a class="el" href="arg__metric_8hpp_source.html">arg_metric.hpp</a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<div class="title">stan::gm::arg_nesterov Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__nesterov.html">stan::gm::arg_nesterov</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">_subarguments</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ae28cffcf6579400a8736fc581c6ab5">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">arg_nesterov</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__nesterov.html">stan::gm::arg_nesterov</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_nesterov Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__nesterov_8hpp_source.html">arg_nesterov.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_nesterov:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1gm_1_1arg__nesterov.png" usemap="#stan::gm::arg_nesterov_map" alt=""/>
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+<tr class="memitem:aff8818db928802f6e048d6a3dcf080ea"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">arg_nesterov</a> ()</td></tr>
+<tr class="separator:aff8818db928802f6e048d6a3dcf080ea"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1gm_1_1categorical__argument"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1gm_1_1categorical__argument')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td></tr>
+<tr class="memitem:ae72c69a4cbf867643694227c006c53a4 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a> ()</td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__newton.html">arg_newton</a></li>  </ul>
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+<div class="title">stan::gm::arg_newton Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__newton_8hpp_source.html">arg_newton.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_newton:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1gm_1_1arg__newton.png" usemap="#stan::gm::arg_newton_map" alt=""/>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a40a307722a2f91f3c1507261183fd4a2"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__newton.html#a40a307722a2f91f3c1507261183fd4a2">arg_newton</a> ()</td></tr>
+<tr class="separator:a40a307722a2f91f3c1507261183fd4a2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1gm_1_1categorical__argument"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1gm_1_1categorical__argument')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td></tr>
+<tr class="memitem:ae72c69a4cbf867643694227c006c53a4 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a> ()</td></tr>
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+<tr class="separator:a6d8744329f8af88ec15747b57851bc67 inherit pub_methods_classstan_1_1gm_1_1categorical__argument"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+<p><code>#include &lt;<a class="el" href="arg__num__samples_8hpp_source.html">arg_num_samples.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__num__samples_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__num__samples_8hpp_source.html">arg_num_samples.hpp</a>.</p>
+
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+          <td class="memname">bool stan::gm::arg_num_samples::is_valid </td>
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+<p>Definition at line <a class="el" href="arg__num__samples_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__num__samples_8hpp_source.html">arg_num_samples.hpp</a>.</p>
+
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+<hr/>The documentation for this class was generated from the following file:<ul>
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+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html">arg_num_warmup</a></li>  </ul>
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+<div class="title">stan::gm::arg_num_warmup Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html">stan::gm::arg_num_warmup</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html#a12b94f117fb965fee31d2a53d946a3b9">arg_num_warmup</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html">stan::gm::arg_num_warmup</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_num_warmup Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__num__warmup_8hpp_source.html">arg_num_warmup.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__num__warmup_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__num__warmup_8hpp_source.html">arg_num_warmup.hpp</a>.</p>
+
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+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__num__warmup_8hpp_source.html">arg_num_warmup.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__nuts.html">arg_nuts</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_nuts Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__nuts_8hpp_source.html">arg_nuts.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_nuts:</div>
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+  <img src="classstan_1_1gm_1_1arg__nuts.png" usemap="#stan::gm::arg_nuts_map" alt=""/>
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+<tr class="memitem:a54338616bb4ea3c6cdaa922fe60f6279"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1arg__nuts.html#a54338616bb4ea3c6cdaa922fe60f6279">arg_nuts</a> ()</td></tr>
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+<p>Definition at line <a class="el" href="arg__nuts_8hpp_source.html#l00016">16</a> of file <a class="el" href="arg__nuts_8hpp_source.html">arg_nuts.hpp</a>.</p>
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+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<div class="title">stan::gm::arg_optimize Member List</div>  </div>
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+<div class="contents">
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__optimize.html">stan::gm::arg_optimize</a>, including all inherited members.</p>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__optimize.html">arg_optimize</a></li>  </ul>
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_optimize Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__optimize_8hpp_source.html">arg_optimize.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_optimize:</div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="arg__optimize_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__optimize_8hpp_source.html">arg_optimize.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a212f9e1a9ea25739e42913cd99f6cfa3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::arg_optimize::arg_optimize </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="arg__optimize_8hpp_source.html#l00018">18</a> of file <a class="el" href="arg__optimize_8hpp_source.html">arg_optimize.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__optimize_8hpp_source.html">arg_optimize.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<div class="title">stan::gm::arg_optimize_algo Class Reference</div>  </div>
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+<p>Definition at line <a class="el" href="arg__optimize__algo_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__optimize__algo_8hpp_source.html">arg_optimize_algo.hpp</a>.</p>
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+<a class="anchor" id="a6c60961805502a27dd60db458155b30e"></a>
+<div class="memitem">
+<div class="memproto">
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+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="arg__optimize__algo_8hpp_source.html#l00018">18</a> of file <a class="el" href="arg__optimize__algo_8hpp_source.html">arg_optimize_algo.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__optimize__algo_8hpp_source.html">arg_optimize_algo.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::arg_output Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__output_8hpp_source.html">arg_output.hpp</a>&gt;</code></p>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__output__file.html">arg_output_file</a></li>  </ul>
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+<div class="title">stan::gm::arg_output_file Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__output__file.html">stan::gm::arg_output_file</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__output__file.html#a7653a338dae46687a0cd46607cb8df30">arg_output_file</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__output__file.html">stan::gm::arg_output_file</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__output__file_8hpp_source.html">arg_output_file.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_output_file:</div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="arg__output__file_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__output__file_8hpp_source.html">arg_output_file.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a7653a338dae46687a0cd46607cb8df30"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">stan::gm::arg_output_file::arg_output_file </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="arg__output__file_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__output__file_8hpp_source.html">arg_output_file.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__output__file_8hpp_source.html">arg_output_file.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__refresh.html">stan::gm::arg_refresh</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a1055e8b9beac79398a5efd25106bef73">arg_refresh</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html">stan::gm::arg_refresh</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a2ea73528686bcd3386826638346a7173">is_valid</a>(int value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html">stan::gm::arg_refresh</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__refresh.html">arg_refresh</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::gm::arg_refresh Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__refresh_8hpp_source.html">arg_refresh.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_refresh:</div>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__rwm.html">arg_rwm</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::arg_rwm Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="arg__rwm_8hpp_source.html">arg_rwm.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_rwm:</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
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+  <i>&copy; 2011&ndash;2013,
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html">arg_sample_algo</a></li>  </ul>
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+<div class="title">stan::gm::arg_sample_algo Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html">stan::gm::arg_sample_algo</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">_cursor</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">_values</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html#a677c78a97f6e522c2b532d5ec8cdc436">arg_sample_algo</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html">stan::gm::arg_sample_algo</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a2428856fc920f6d7b4f50c1408bd9c9a">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a1f1d85337d7e4d67ef688997d8418dbd">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#ac0e9e2d2392255d5d6576390c7560b89">list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">values</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">~list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="arg__sample__algo_8hpp_source.html#l00013">13</a> of file <a class="el" href="arg__sample__algo_8hpp_source.html">arg_sample_algo.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="arg__sample__algo_8hpp_source.html#l00017">17</a> of file <a class="el" href="arg__sample__algo_8hpp_source.html">arg_sample_algo.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__sample__algo_8hpp_source.html">arg_sample_algo.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html">arg_save_iterations</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html">stan::gm::arg_save_iterations</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html#ac3c6147547688bf229a5a229b761891f">arg_save_iterations</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html">stan::gm::arg_save_iterations</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html">arg_save_iterations</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1gm_1_1arg__save__iterations-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::arg_save_iterations Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="arg__save__iterations_8hpp_source.html">arg_save_iterations.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_save_iterations:</div>
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+<p>Definition at line <a class="el" href="arg__save__iterations_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__save__iterations_8hpp_source.html">arg_save_iterations.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+
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+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__save__warmup.html">arg_save_warmup</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="arg__save__warmup_8hpp_source.html">arg_save_warmup.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__save__warmup_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__save__warmup_8hpp_source.html">arg_save_warmup.hpp</a>.</p>
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+<a class="anchor" id="abc63cf780ff0ec05b668034557e66e5a"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::arg_save_warmup::arg_save_warmup </td>
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+
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+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__seed.html">stan::gm::arg_seed</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__seed.html#a49ef4eab0312fb9eebdaf8901a24a50f">arg_seed</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__seed.html">stan::gm::arg_seed</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__seed_8hpp_source.html">arg_seed.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="arg__seed_8hpp_source.html#l00010">10</a> of file <a class="el" href="arg__seed_8hpp_source.html">arg_seed.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a49ef4eab0312fb9eebdaf8901a24a50f"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::arg_seed::arg_seed </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="arg__seed_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__seed_8hpp_source.html">arg_seed.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__seed_8hpp_source.html">arg_seed.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__static.html">arg_static</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="arg__static_8hpp_source.html">arg_static.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_static:</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__stepsize.html">stan::gm::arg_stepsize</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#ab10f7c015e43cae0bd66ebd7d2ea60bb">arg_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__stepsize.html">stan::gm::arg_stepsize</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#a39d1b37895f28567618958d5b7df849d">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__stepsize.html">stan::gm::arg_stepsize</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__stepsize.html">arg_stepsize</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::gm::arg_stepsize Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__stepsize_8hpp_source.html">arg_stepsize.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::arg_stepsize:</div>
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+
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+<li>src/stan/gm/arguments/<a class="el" href="arg__stepsize_8hpp_source.html">arg_stepsize.hpp</a></li>
+</ul>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__stepsize__jitter.html">arg_stepsize_jitter</a></li>  </ul>
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+<div class="title">stan::gm::arg_stepsize_jitter Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__stepsize__jitter_8hpp_source.html">arg_stepsize_jitter.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="arg__stepsize__jitter_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__stepsize__jitter_8hpp_source.html">arg_stepsize_jitter.hpp</a>.</p>
+
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+<div class="memitem">
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+          <td class="memname">bool stan::gm::arg_stepsize_jitter::is_valid </td>
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+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__stepsize__jitter_8hpp_source.html">arg_stepsize_jitter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__test.html">stan::gm::arg_test</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">values</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">~list_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  Stan Development Team.
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#a1105ef70c0defa9892e9bd5993fd24cf">arg_test_grad_eps</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html">stan::gm::arg_test_grad_eps</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#aa547cb6de6ea0e76098b79cce8e94cf7">is_valid</a>(double value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html">stan::gm::arg_test_grad_eps</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html">arg_test_grad_eps</a></li>  </ul>
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+<div class="title">stan::gm::arg_test_grad_eps Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__test__grad__eps_8hpp_source.html">arg_test_grad_eps.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_test_grad_eps:</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__test__grad__err.html">arg_test_grad_err</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="arg__test__grad__err_8hpp_source.html">arg_test_grad_err.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::arg_test_grad_err:</div>
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+
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+<li>src/stan/gm/arguments/<a class="el" href="arg__test__grad__err_8hpp_source.html">arg_test_grad_err.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__test__gradient_8hpp_source.html">arg_test_gradient.hpp</a>&gt;</code></p>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1arg__thin.html">arg_thin</a></li>  </ul>
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+<div class="title">stan::gm::arg_thin Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__thin.html">stan::gm::arg_thin</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">_bad_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">_constrained</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">_default</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">_default_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">_good_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__thin.html#a968a02a29a6fc8097ce610f3be4e5ac9">arg_thin</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__thin.html">stan::gm::arg_thin</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__thin.html#a98ba3e88a6641e25ca08d3c35ca68e68">is_valid</a>(int value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1arg__thin.html">stan::gm::arg_thin</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument::is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="arg__thin_8hpp_source.html">arg_thin.hpp</a>&gt;</code></p>
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+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
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+        <tr>
+          <td class="memname">bool stan::gm::arg_thin::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="arg__thin_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__thin_8hpp_source.html">arg_thin.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__thin_8hpp_source.html">arg_thin.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_tolerance Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__tolerance_8hpp_source.html">arg_tolerance.hpp</a>&gt;</code></p>
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+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
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+          <td class="paramtype">const char *&#160;</td>
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+<p>Definition at line <a class="el" href="arg__tolerance_8hpp_source.html#l00014">14</a> of file <a class="el" href="arg__tolerance_8hpp_source.html">arg_tolerance.hpp</a>.</p>
+
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+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
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+          <td class="memname">bool stan::gm::arg_tolerance::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="arg__tolerance_8hpp_source.html#l00026">26</a> of file <a class="el" href="arg__tolerance_8hpp_source.html">arg_tolerance.hpp</a>.</p>
+
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+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="arg__tolerance_8hpp_source.html">arg_tolerance.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::arg_unit_e Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1arg__unit__e.html">stan::gm::arg_unit_e</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a43ec298199e879d2254b0b22a07932fd">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">stan::gm::unvalued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<div class="title">stan::gm::arg_unit_e Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="arg__unit__e_8hpp_source.html">arg_unit_e.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<tr class="memitem:aa0d6c7ba1141afefb7e78b829bc556a7"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a></td></tr>
+<tr class="separator:aa0d6c7ba1141afefb7e78b829bc556a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a63234e5b668b59bda3c18c3ade793332"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td></tr>
+<tr class="separator:a63234e5b668b59bda3c18c3ade793332"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a1604ff4589c7f92728663ce1c4709c3b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00012">12</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ad3b825604d30e95f4e66eef6cbadf533"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::argument::argument </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00015">15</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af5c733afb4fdc0f55795f8cdd2891d7f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::argument::argument </td>
+          <td>(</td>
+          <td class="paramtype">const std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00019">19</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a58068b14405201e7fde123047e251dc0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::gm::argument::~argument </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00024">24</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a30ba1fe18d6f4016b030835969039e9d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>* stan::gm::argument::arg </td>
+          <td>(</td>
+          <td class="paramtype">const std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ae28cffcf6579400a8736fc581c6ab5">stan::gm::categorical_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00067">67</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1df06fb3f558fc0eecfce30d38f77359"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::argument::compute_indent </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00071">71</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a49d0e69d3fbade5ba476bac73f68cb24"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::argument::description </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00030">30</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af6212284d6fbf9ee71cdc0563d9bf891"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::argument::find_arg </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>valid_paths</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">stan::gm::categorical_argument</a>, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a2428856fc920f6d7b4f50c1408bd9c9a">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">stan::gm::singleton_argument&lt; T &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00046">46</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a95e720fb0f0dda0b2be4201274fa47c8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::argument::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00026">26</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab89f5fe38e4a01cd098d5c38b25b63bd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool stan::gm::argument::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>help_flag</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">stan::gm::categorical_argument</a>, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">stan::gm::singleton_argument&lt; T &gt;</a>, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a43ec298199e879d2254b0b22a07932fd">stan::gm::unvalued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00037">37</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a00e74796257dff5e01e40a771a6bdc93"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::argument::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55f86d294e39ee6a422bdf1308fb3e5b">stan::gm::list_argument</a>, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">stan::gm::categorical_argument</a>, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">stan::gm::unvalued_argument</a>, and <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">stan::gm::valued_argument</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa2e3ed12ca3904af93b24c42f8a008ff"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::argument::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const bool&#160;</td>
+          <td class="paramname"><em>recurse</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55d7f8d70a85d02895446acc7e9402ee">stan::gm::list_argument</a>, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">stan::gm::categorical_argument</a>, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">stan::gm::valued_argument</a>, and <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">stan::gm::unvalued_argument</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1d9fabf656c50a0e5bc3d5d47ca091aa"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::argument::probe_args </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> *&#160;</td>
+          <td class="paramname"><em>base_arg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">stan::gm::categorical_argument</a>, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">stan::gm::singleton_argument&lt; T &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00044">44</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab68a5c3e2ba856a6717ffe71b7968f53"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::gm::argument::split_arg </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>arg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>value</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00054">54</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aa0d6c7ba1141afefb7e78b829bc556a7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::argument::_description</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00077">77</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a23946e8de0291c9868b0e5430ff71cf0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::argument::_name</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00076">76</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1604ff4589c7f92728663ce1c4709c3b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::argument::help_width</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00080">80</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a63234e5b668b59bda3c18c3ade793332"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::argument::indent_width</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument_8hpp_source.html#l00079">79</a> of file <a class="el" href="argument_8hpp_source.html">argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="argument_8hpp_source.html">argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a123bcf0183cb6bbe71068ff187a67e67"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> * &gt; &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__parser.html#a123bcf0183cb6bbe71068ff187a67e67">_arguments</a></td></tr>
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+<tr class="memitem:a8756ce3f3d1e6a9ee3076439d5af15a7"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__parser.html#a8756ce3f3d1e6a9ee3076439d5af15a7">_help_flag</a></td></tr>
+<tr class="separator:a8756ce3f3d1e6a9ee3076439d5af15a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0d7e3677a25c3602d9491c5876cb398c"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__parser.html#a0d7e3677a25c3602d9491c5876cb398c">_method_flag</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00017">17</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a540ddee5190ee5dd85a8773d98a5cb83"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::argument_parser::argument_parser </td>
+          <td>(</td>
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+          <td class="paramname"><em>valid_args</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00021">21</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3e40d509ada7d1ea9def28f819f54ee9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>* stan::gm::argument_parser::arg </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00208">208</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a97217b4fce24caa4f13f01366ba7eede"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::argument_parser::help_printed </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00216">216</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acc91054d8cad8ed7b123bfc008589f91"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::argument_parser::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[], </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out</em> = <code>0</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00029">29</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d439a88a50a5497f76bbc5f020aaf91"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::argument_parser::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em> = <code>'\0'</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00139">139</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9ab402e181e3de508c3a7b594cb67960"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::argument_parser::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>recurse</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00149">149</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab87bcb3b493725f33fe83d51a402f92"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::argument_parser::print_usage </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>executable</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00158">158</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a123bcf0183cb6bbe71068ff187a67e67"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>*&gt;&amp; stan::gm::argument_parser::_arguments</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00222">222</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a8756ce3f3d1e6a9ee3076439d5af15a7"></a>
+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::argument_parser::_help_flag</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00228">228</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d7e3677a25c3602d9491c5876cb398c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::argument_parser::_method_flag</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__parser_8hpp_source.html#l00229">229</a> of file <a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="argument__parser_8hpp_source.html">argument_parser.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <div class="headertitle">
+<div class="title">stan::gm::argument_probe Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1argument__probe.html">stan::gm::argument_probe</a>, including all inherited members.</p>
+<table class="directory">
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument__probe.html#a4754d08a83d1bdf23e18ceb1b16dc26a">probe_args</a>(std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument__probe.html">stan::gm::argument_probe</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1gm_1_1argument__probe-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::argument_probe Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a>&gt;</code></p>
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+<tr class="memitem:a82b991e17fd517f1a04ba905acb545be"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__probe.html#a82b991e17fd517f1a04ba905acb545be">argument_probe</a> (std::vector&lt; <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> * &gt; &amp;valid_args)</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a92cda768d0cd100860a9de7e3b1b6838"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> * &gt; &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">_arguments</a></td></tr>
+<tr class="separator:a92cda768d0cd100860a9de7e3b1b6838"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="argument__probe_8hpp_source.html#l00014">14</a> of file <a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a82b991e17fd517f1a04ba905acb545be"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+          <td class="memname">stan::gm::argument_probe::argument_probe </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> * &gt; &amp;&#160;</td>
+          <td class="paramname"><em>valid_args</em></td><td>)</td>
+          <td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__probe_8hpp_source.html#l00018">18</a> of file <a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4754d08a83d1bdf23e18ceb1b16dc26a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::argument_probe::probe_args </td>
+          <td>(</td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>s</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__probe_8hpp_source.html#l00021">21</a> of file <a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a92cda768d0cd100860a9de7e3b1b6838"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>*&gt;&amp; stan::gm::argument_probe::_arguments</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="argument__probe_8hpp_source.html#l00031">31</a> of file <a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="argument__probe_8hpp_source.html">argument_probe.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::categorical_argument Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">print_help</a>(std::ostream *s, const int depth, const bool recurse)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">subarguments</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">~categorical_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1categorical__argument.html">stan::gm::categorical_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00011">11</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ae72c69a4cbf867643694227c006c53a4"></a>
+<div class="memitem">
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+          <td class="memname">virtual stan::gm::categorical_argument::~categorical_argument </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00015">15</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5ae28cffcf6579400a8736fc581c6ab5"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>* stan::gm::categorical_argument::arg </td>
+          <td>(</td>
+          <td class="paramtype">const std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00143">143</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::categorical_argument::find_arg </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>valid_paths</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00126">126</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5fcc67aed6fecfb8b1b4b430fbe8f9e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::categorical_argument::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>help_flag</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00068">68</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a571a79c8271b50dee3a49641690773cf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::categorical_argument::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1argument.html#a00e74796257dff5e01e40a771a6bdc93">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00024">24</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d8744329f8af88ec15747b57851bc67"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::categorical_argument::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const bool&#160;</td>
+          <td class="paramname"><em>recurse</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1argument.html#aa2e3ed12ca3904af93b24c42f8a008ff">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00035">35</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5d662cc0b84b02e3b3622a0eeec02bf7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::categorical_argument::probe_args </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> *&#160;</td>
+          <td class="paramname"><em>base_arg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00119">119</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5ca383118480518414b2b5b52bc42dfb"></a>
+<div class="memitem">
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+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>*&gt;&amp; stan::gm::categorical_argument::subarguments </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00139">139</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ae906b6761d356c568023f68020647240"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>*&gt; stan::gm::categorical_argument::_subarguments</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__argument_8hpp_source.html#l00153">153</a> of file <a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="categorical__argument_8hpp_source.html">categorical_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#ab8b4feffbf25d433f7f4545a28fed897">add</a>(const std::string &amp;name, const expr_type &amp;result_type, const expr_type &amp;arg_type1, const expr_type &amp;arg_type2, const expr_type &amp;arg_type3, const expr_type &amp;arg_type4, const expr_type &amp;arg_type5, const expr_type &amp;arg_type6, const expr_type &amp;arg_type7)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a3cac5b9cb17575d88d76286fcff64344">add_binary</a>(const ::std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a5ef070db4552215d2de0ebdcf2298481">add_nullary</a>(const ::std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7e6eae9e711df2373c8f624c7d9da53c">add_quaternary</a>(const ::std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a028061fc0bf4b4842aacd64be3fcc89e">add_ternary</a>(const ::std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9ce2dcdafcd2370053c4eb0c9be10042">add_unary</a>(const ::std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#ae14f96665097dc1c77f89750e73e8af9">get_result_type</a>(const std::string &amp;name, const std::vector&lt; expr_type &gt; &amp;args, std::ostream &amp;error_msgs)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">instance</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a6b48032da5b50b100fdb4ebcba899197">key_set</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">num_promotions</a>(const std::vector&lt; expr_type &gt; &amp;call_args, const std::vector&lt; expr_type &gt; &amp;sig_args)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
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+<tr class="memitem:a7e6eae9e711df2373c8f624c7d9da53c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7e6eae9e711df2373c8f624c7d9da53c">add_quaternary</a> (const ::std::string &amp;name)</td></tr>
+<tr class="separator:a7e6eae9e711df2373c8f624c7d9da53c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9a6ad50ac8bbc4a95db624019121925d"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">num_promotions</a> (const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;call_args, const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;sig_args)</td></tr>
+<tr class="separator:a9a6ad50ac8bbc4a95db624019121925d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae14f96665097dc1c77f89750e73e8af9"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#ae14f96665097dc1c77f89750e73e8af9">get_result_type</a> (const std::string &amp;name, const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;args, std::ostream &amp;error_msgs)</td></tr>
+<tr class="separator:ae14f96665097dc1c77f89750e73e8af9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6b48032da5b50b100fdb4ebcba899197"><td class="memItemLeft" align="right" valign="top">std::set&lt; std::string &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a6b48032da5b50b100fdb4ebcba899197">key_set</a> () const </td></tr>
+<tr class="separator:a6b48032da5b50b100fdb4ebcba899197"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a7f9782621df19462a0f088d0cf1542ff"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="classstan_1_1gm_1_1function__signatures.html">function_signatures</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">instance</a> ()</td></tr>
+<tr class="separator:a7f9782621df19462a0f088d0cf1542ff"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00094">94</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2cd5e6592f8f0839d0744d0ac6c889a6"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>arg_types</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00118">118</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a155a6d04ca2dd66396558e55afee2ac9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00124">124</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7030b5e710a69202f33055d64f506aac"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00129">129</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa0947100246ba8239f476a6b337c7a45"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00136">136</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a827e5f55c134829c58dc20924ba02d8e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00145">145</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a029bfb7842b41f1c3cd853ca9806a6c9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type4</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00156">156</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb2e2b50157a56f5a924cf9d8c134025"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type5</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00169">169</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a59a3c6beef4febbc41c38a7ed92e4b8a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type6</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00184">184</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8b4feffbf25d433f7f4545a28fed897"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>result_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>arg_type7</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00201">201</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3cac5b9cb17575d88d76286fcff64344"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add_binary </td>
+          <td>(</td>
+          <td class="paramtype">const ::std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00226">226</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5ef070db4552215d2de0ebdcf2298481"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add_nullary </td>
+          <td>(</td>
+          <td class="paramtype">const ::std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00220">220</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<a class="anchor" id="a7e6eae9e711df2373c8f624c7d9da53c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add_quaternary </td>
+          <td>(</td>
+          <td class="paramtype">const ::std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00232">232</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a028061fc0bf4b4842aacd64be3fcc89e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add_ternary </td>
+          <td>(</td>
+          <td class="paramtype">const ::std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00229">229</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9ce2dcdafcd2370053c4eb0c9be10042"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::function_signatures::add_unary </td>
+          <td>(</td>
+          <td class="paramtype">const ::std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00223">223</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae14f96665097dc1c77f89750e73e8af9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::function_signatures::get_result_type </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00254">254</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f9782621df19462a0f088d0cf1542ff"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1gm_1_1function__signatures.html">function_signatures</a> &amp; stan::gm::function_signatures::instance </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00112">112</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b48032da5b50b100fdb4ebcba899197"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::set&lt; std::string &gt; stan::gm::function_signatures::key_set </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00305">305</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9a6ad50ac8bbc4a95db624019121925d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::function_signatures::num_promotions </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>call_args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sig_args</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00235">235</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::gm::list_argument Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">valid_value</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1list__argument.html">stan::gm::list_argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00012">12</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td>(</td>
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+          <td></td>
+        </tr>
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+  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00016">16</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">stan::gm::list_argument::~list_argument </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00020">20</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
+
+</div>
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+          <td class="memname"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>* stan::gm::list_argument::arg </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00151">151</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">void stan::gm::list_argument::find_arg </td>
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+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>valid_paths</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00126">126</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+  <tr>
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+        <tr>
+          <td class="memname">bool stan::gm::list_argument::is_default </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#af72ce3805416a25c51304b5448dae967">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00178">178</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+        <tr>
+          <td class="memname">bool stan::gm::list_argument::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>help_flag</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00048">48</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">void stan::gm::list_argument::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00031">31</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">void stan::gm::list_argument::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>recurse</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00036">36</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">std::string stan::gm::list_argument::print_valid </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a71e5e9f18b38112a0f37e631e06479c2">stan::gm::valued_argument</a>.</p>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00164">164</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a3d7db8f03b459a944745799cb17fbb22">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00162">162</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">virtual void stan::gm::list_argument::probe_args </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> *&#160;</td>
+          <td class="paramname"><em>base_arg</em>, </td>
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+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+</table>
+</div><div class="memdoc">
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+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">stan::gm::argument</a>.</p>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00103">103</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">bool stan::gm::list_argument::valid_value </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00143">143</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">std::string stan::gm::list_argument::value </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00160">160</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00158">158</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+<div class="memproto">
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+          <td class="memname">int stan::gm::list_argument::_cursor</td>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00182">182</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">int stan::gm::list_argument::_default_cursor</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00183">183</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1gm_1_1argument.html">argument</a>*&gt; stan::gm::list_argument::_values</td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="list__argument_8hpp_source.html#l00185">185</a> of file <a class="el" href="list__argument_8hpp_source.html">list_argument.hpp</a>.</p>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">_validity</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">_value</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">_value_type</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ad3b825604d30e95f4e66eef6cbadf533">argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">compute_indent</a>(const int depth)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">description</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">find_arg</a>(std::string name, std::string prefix, std::vector&lt; std::string &gt; &amp;valid_paths)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a1604ff4589c7f92728663ce1c4709c3b">help_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a></td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">is_default</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">is_valid</a>(T value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">name</a>() const </td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">parse_args</a>(std::vector&lt; std::string &gt; &amp;args, std::ostream *out, std::ostream *err, bool &amp;help_flag)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">print</a>(std::ostream *s, const int depth, const char prefix)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">print_help</a>(std::ostream *s, const int depth, const bool recurse=false)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1valued__argument.html">stan::gm::valued_argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">print_valid</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">print_value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">probe_args</a>(argument *base_arg, std::stringstream &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">set_value</a>(const T &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">singleton_argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a33f50fa7bdbeaf5e7bb2255d80b78945">singleton_argument</a>(const std::string name)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">split_arg</a>(const std::string &amp;arg, std::string &amp;name, std::string &amp;value)</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">value</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">~argument</a>()</td><td class="entry"><a class="el" href="classstan_1_1gm_1_1argument.html">stan::gm::argument</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::singleton_argument&lt; T &gt;:</div>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00048">48</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33f50fa7bdbeaf5e7bb2255d80b78945"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::<a class="el" href="classstan_1_1gm_1_1singleton__argument.html">singleton_argument</a> </td>
+          <td>(</td>
+          <td class="paramtype">const std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00054">54</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a343a60ef80e0dd3eafe685141a6c3fa8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::find_arg </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>valid_paths</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00116">116</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ea5538fe5533addc1f6795a4ac1eb49"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::is_default </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#af72ce3805416a25c51304b5448dae967">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00144">144</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a007c5b0d3f9498c45089075bb0c3c390"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::is_valid </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">protected</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00152">152</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ae2898ccb341e201a3f70af8d63b34f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>help_flag</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00059">59</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a8b1ec553f2faad91f393a16301f283b7"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::print_valid </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a71e5e9f18b38112a0f37e631e06479c2">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00140">140</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a314ff92f87549d7b79966e5ff0148f27"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::print_value </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a3d7db8f03b459a944745799cb17fbb22">stan::gm::valued_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00136">136</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf5dc642547b460e7df60fd9a1e3a025"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::probe_args </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1gm_1_1argument.html">argument</a> *&#160;</td>
+          <td class="paramname"><em>base_arg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">stan::gm::argument</a>.</p>
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00098">98</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a71e1284e9af67ce97dc32baa943a59a9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::set_value </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>value</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00126">126</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7c7d0321e410a7cf3cecfcda7ddbaa4a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::value </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00124">124</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a6c77999833a1f8e580fb13f76af3c4be"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_bad_value</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00160">160</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3fb0b88831bbc32580be800e735654ef"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_constrained</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00157">157</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
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+<a class="anchor" id="a09f10b878343aa0cce9e33a5cf7f8032"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_default_value</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00155">155</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a69fa41809718b5093ddff19c515beeee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_good_value</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00159">159</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a74d2460a6fd7de8d3d05b191856f5468"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_validity</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00151">151</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a841db6c125379f5a359f3049f532f53b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument</a>&lt; T &gt;::_value</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00154">154</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a></li>  </ul>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::unvalued_argument Class Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::unvalued_argument:</div>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="unvalued__argument_8hpp_source.html#l00012">12</a> of file <a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ad92f588ed35ed51647cac11f883a945a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+          <td class="memname">stan::gm::unvalued_argument::unvalued_argument </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="unvalued__argument_8hpp_source.html#l00016">16</a> of file <a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>.</p>
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+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+<p>Definition at line <a class="el" href="unvalued__argument_8hpp_source.html#l00050">50</a> of file <a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>.</p>
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+          <td class="memname">bool stan::gm::unvalued_argument::parse_args </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
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+          <td class="paramtype">std::ostream *&#160;</td>
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+          <td class="paramtype">std::ostream *&#160;</td>
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+        </tr>
+        <tr>
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+
+<p>Definition at line <a class="el" href="unvalued__argument_8hpp_source.html#l00034">34</a> of file <a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>.</p>
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+        <tr>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+          <td class="memname">void stan::gm::unvalued_argument::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
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+          <td class="paramkey"></td>
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+          <td class="paramname"><em>recurse</em> = <code>false</code>&#160;</td>
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+          <td></td>
+          <td>)</td>
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+
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+<a class="anchor" id="a6b227464109b7ecf60f8a9093b92ee50"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">bool stan::gm::unvalued_argument::_is_present</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="unvalued__argument_8hpp_source.html#l00055">55</a> of file <a class="el" href="unvalued__argument_8hpp_source.html">unvalued_argument.hpp</a>.</p>
+
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+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<p>Definition at line <a class="el" href="valued__argument_8hpp_source.html#l00010">10</a> of file <a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af72ce3805416a25c51304b5448dae967"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool stan::gm::valued_argument::is_default </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a1f1d85337d7e4d67ef688997d8418dbd">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">stan::gm::singleton_argument&lt; T &gt;</a>.</p>
+
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::valued_argument::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1gm_1_1argument.html#a00e74796257dff5e01e40a771a6bdc93">stan::gm::argument</a>.</p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55f86d294e39ee6a422bdf1308fb3e5b">stan::gm::list_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="valued__argument_8hpp_source.html#l00014">14</a> of file <a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a>.</p>
+
+</div>
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+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::gm::valued_argument::print_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const bool&#160;</td>
+          <td class="paramname"><em>recurse</em> = <code>false</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
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+<p>Implements <a class="el" href="classstan_1_1gm_1_1argument.html#aa2e3ed12ca3904af93b24c42f8a008ff">stan::gm::argument</a>.</p>
+
+<p>Reimplemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55d7f8d70a85d02895446acc7e9402ee">stan::gm::list_argument</a>.</p>
+
+<p>Definition at line <a class="el" href="valued__argument_8hpp_source.html#l00026">26</a> of file <a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a71e5e9f18b38112a0f37e631e06479c2"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::string stan::gm::valued_argument::print_valid </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">stan::gm::singleton_argument&lt; T &gt;</a>.</p>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::string stan::gm::valued_argument::print_value </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">stan::gm::list_argument</a>, and <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">stan::gm::singleton_argument&lt; T &gt;</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="abca552e2f3f5a60700aef0fb4b7e2982"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::valued_argument::_default</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="valued__argument_8hpp_source.html#l00047">47</a> of file <a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8a47f35a2b7426e96bbed0739714b767"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::valued_argument::_value_type</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="valued__argument_8hpp_source.html#l00048">48</a> of file <a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="valued__argument_8hpp_source.html">valued_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1io_1_1cmd__line-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::cmd_line Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Parses and stores command-line arguments.  
+ <a href="classstan_1_1io_1_1cmd__line.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8b00f5947e12e84d1740116a05a4ca16"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a8b00f5947e12e84d1740116a05a4ca16">cmd_line</a> (int argc, const char *argv[])</td></tr>
+<tr class="memdesc:a8b00f5947e12e84d1740116a05a4ca16"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a command-line argument object from the specified command-line arguments.  <a href="#a8b00f5947e12e84d1740116a05a4ca16"></a><br/></td></tr>
+<tr class="separator:a8b00f5947e12e84d1740116a05a4ca16"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acffdc087dbbe052e4827b281e2c388f7"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7">command</a> ()</td></tr>
+<tr class="memdesc:acffdc087dbbe052e4827b281e2c388f7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the name of the command itself.  <a href="#acffdc087dbbe052e4827b281e2c388f7"></a><br/></td></tr>
+<tr class="separator:acffdc087dbbe052e4827b281e2c388f7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6d18234501f15e832c610807519091bc"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a6d18234501f15e832c610807519091bc">has_key</a> (const std::string &amp;key) const </td></tr>
+<tr class="memdesc:a6d18234501f15e832c610807519091bc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified key is defined.  <a href="#a6d18234501f15e832c610807519091bc"></a><br/></td></tr>
+<tr class="separator:a6d18234501f15e832c610807519091bc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a44c058f7d1a236d9fdc95720191e8bd2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a44c058f7d1a236d9fdc95720191e8bd2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a44c058f7d1a236d9fdc95720191e8bd2">val</a> (const std::string &amp;key, T &amp;x) const </td></tr>
+<tr class="memdesc:a44c058f7d1a236d9fdc95720191e8bd2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the value for the key provided.  <a href="#a44c058f7d1a236d9fdc95720191e8bd2"></a><br/></td></tr>
+<tr class="separator:a44c058f7d1a236d9fdc95720191e8bd2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2d24eb7b0df0df0f9237e722c9935344"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a2d24eb7b0df0df0f9237e722c9935344">has_flag</a> (const std::string &amp;flag) const </td></tr>
+<tr class="memdesc:a2d24eb7b0df0df0f9237e722c9935344"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified flag is defined.  <a href="#a2d24eb7b0df0df0f9237e722c9935344"></a><br/></td></tr>
+<tr class="separator:a2d24eb7b0df0df0f9237e722c9935344"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5cfdf91b7237b7db7cd9ea0b7de571b6"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a5cfdf91b7237b7db7cd9ea0b7de571b6">bare_size</a> () const </td></tr>
+<tr class="memdesc:a5cfdf91b7237b7db7cd9ea0b7de571b6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the number of bare arguments.  <a href="#a5cfdf91b7237b7db7cd9ea0b7de571b6"></a><br/></td></tr>
+<tr class="separator:a5cfdf91b7237b7db7cd9ea0b7de571b6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3879e1290c19f6580ee0285dc1625675"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3879e1290c19f6580ee0285dc1625675"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675">bare</a> (size_t n, T &amp;x) const </td></tr>
+<tr class="memdesc:a3879e1290c19f6580ee0285dc1625675"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the bare argument.  <a href="#a3879e1290c19f6580ee0285dc1625675"></a><br/></td></tr>
+<tr class="separator:a3879e1290c19f6580ee0285dc1625675"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7b567a1d5ff8fbfd102541ff7165f0a8"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html#a7b567a1d5ff8fbfd102541ff7165f0a8">print</a> (std::ostream &amp;out) const </td></tr>
+<tr class="memdesc:a7b567a1d5ff8fbfd102541ff7165f0a8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Print a human readable parsed form of the command-line arguments to the specified output stream.  <a href="#a7b567a1d5ff8fbfd102541ff7165f0a8"></a><br/></td></tr>
+<tr class="separator:a7b567a1d5ff8fbfd102541ff7165f0a8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Parses and stores command-line arguments. </p>
+<p>Command-line arguments are organized into four types.</p>
+<p><b>Command</b>: The first argument (at index 0) is just the command itself. There method <code><a class="el" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7" title="Returns the name of the command itself.">command()</a></code> retrieves the command.</p>
+<p><b>Key/Value</b>: The second type of argument is a key-value pair, which must be in the form <code>&ndash;key=val</code>. Two hyphens are used to separate arguments from negated numbers. The method <code>has_key(const std::string&amp;)</code> indicates if there is a key and <code>val(const std::string&amp;,T&amp;)</code> writes its value into a reference (whose type is templated; any type understand by the output operator <code>&gt;&gt;</code> is acceptable.</p>
+<p><b>Flag</b>: Flags are specified as <code>&ndash;flag</code>. The method <code>has_flag(const std::string&amp;)</code> tests if a flag is present.</p>
+<p><b>Bare Argument</b>: Bare arguments are any arguments that are not prefixed with two hyphens (<code>&ndash;</code>). The method <code><a class="el" href="classstan_1_1io_1_1cmd__line.html#a5cfdf91b7237b7db7cd9ea0b7de571b6" title="Return the number of bare arguments.">bare_size()</a></code> returns the number of bare arguments and they are retrieved with the generic method <code>bare(const std::string&amp;,T&amp;)</code>. </p>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00113">113</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8b00f5947e12e84d1740116a05a4ca16"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::cmd_line::cmd_line </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[]&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a command-line argument object from the specified command-line arguments. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">argc</td><td>Number of arguments. </td></tr>
+    <tr><td class="paramname">argv</td><td>Argument strings. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00142">142</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3879e1290c19f6580ee0285dc1625675"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::cmd_line::bare </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the bare argument. </p>
+<p>If the specified index is valid for bare arguments, write the bare argument at the specified index into the specified reference, and otherwise return false without modifying the reference.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">n</td><td>Bare argument position. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">x</td><td>Reference to result. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if there were enough bare arguments. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of value returned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00230">230</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5cfdf91b7237b7db7cd9ea0b7de571b6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::io::cmd_line::bare_size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the number of bare arguments. </p>
+<dl class="section return"><dt>Returns</dt><dd>Number of bare arguments. </dd></dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00212">212</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acffdc087dbbe052e4827b281e2c388f7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::io::cmd_line::command </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the name of the command itself. </p>
+<p>The command is always supplied as the first argument (at index 0).</p>
+<dl class="section return"><dt>Returns</dt><dd>Name of command. </dd></dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00155">155</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2d24eb7b0df0df0f9237e722c9935344"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::cmd_line::has_flag </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>flag</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified flag is defined. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">flag</td><td>Flag to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if flag is defined. </dd></dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00203">203</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d18234501f15e832c610807519091bc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::cmd_line::has_key </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>key</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified key is defined. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">key</td><td>Key to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if it has a value. </dd></dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00165">165</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b567a1d5ff8fbfd102541ff7165f0a8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::cmd_line::print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>out</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Print a human readable parsed form of the command-line arguments to the specified output stream. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[out]</td><td class="paramname">out</td><td>Output stream. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00245">245</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a44c058f7d1a236d9fdc95720191e8bd2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::cmd_line::val </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>key</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the value for the key provided. </p>
+<p>If the specified key is defined, write the value of the key into the specified reference and return <code>true</code>, otherwise do not modify the reference and return <code>false</code>.</p>
+<p>The conversions defined by <code>std::ostream</code> are used to convert the base string value to the specified type. Thus this method will work as long as <code>operator&gt;&gt;()</code> is defined for the specified type.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">key</td><td>Key whose value is returned. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">x</td><td>Reference to value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>False if the key is not found, and true if it is found. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00189">189</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
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+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::io::csv_writer Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596">comma</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab">newline</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a">write</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#af5ad776d96e98944627f61f046cd5745">write</a>(double x)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#abeea10d26f5a33df95941359955f6429">write</a>(const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a756aee107218b98b5aa5d283f27e853b">write</a>(const std::string &amp;s)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d">write_col_major</a>(const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1io_1_1csv__writer-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::csv_writer Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p>Writes Stan variables in comma-separated-value format to an output stream.  
+ <a href="classstan_1_1io_1_1csv__writer.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a3b3dd2236e6e62005bad3a4dfbea6596"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596">comma</a> ()</td></tr>
+<tr class="memdesc:a3b3dd2236e6e62005bad3a4dfbea6596"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a comma.  <a href="#a3b3dd2236e6e62005bad3a4dfbea6596"></a><br/></td></tr>
+<tr class="separator:a3b3dd2236e6e62005bad3a4dfbea6596"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a50ab9dce7685e32f9e7575a4aac66e0f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a676de0a0f10ef649af9dd81b1b91afab"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a newline character.  <a href="#a676de0a0f10ef649af9dd81b1b91afab"></a><br/></td></tr>
+<tr class="separator:a676de0a0f10ef649af9dd81b1b91afab"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:ac4e076bd6f52bae564b785cb868bac5a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a value.  <a href="#ac4e076bd6f52bae564b785cb868bac5a"></a><br/></td></tr>
+<tr class="separator:ac4e076bd6f52bae564b785cb868bac5a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:af5ad776d96e98944627f61f046cd5745"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a value.  <a href="#af5ad776d96e98944627f61f046cd5745"></a><br/></td></tr>
+<tr class="separator:af5ad776d96e98944627f61f046cd5745"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a52c5a9818363f72590cc1f3f2a70ab02"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a52c5a9818363f72590cc1f3f2a70ab02"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a52c5a9818363f72590cc1f3f2a70ab02">write_row_major</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a52c5a9818363f72590cc1f3f2a70ab02"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a value.  <a href="#a52c5a9818363f72590cc1f3f2a70ab02"></a><br/></td></tr>
+<tr class="separator:a52c5a9818363f72590cc1f3f2a70ab02"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac301f64044fc4f019df0ceea3223434d"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:ac301f64044fc4f019df0ceea3223434d"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d">write_col_major</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ac301f64044fc4f019df0ceea3223434d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a value in column-major order.  <a href="#ac301f64044fc4f019df0ceea3223434d"></a><br/></td></tr>
+<tr class="separator:ac301f64044fc4f019df0ceea3223434d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abeea10d26f5a33df95941359955f6429"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:abeea10d26f5a33df95941359955f6429"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html#abeea10d26f5a33df95941359955f6429">write</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:abeea10d26f5a33df95941359955f6429"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a756aee107218b98b5aa5d283f27e853b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html#a756aee107218b98b5aa5d283f27e853b">write</a> (const std::string &amp;s)</td></tr>
+<tr class="memdesc:a756aee107218b98b5aa5d283f27e853b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a value.  <a href="#a756aee107218b98b5aa5d283f27e853b"></a><br/></td></tr>
+<tr class="separator:a756aee107218b98b5aa5d283f27e853b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Writes Stan variables in comma-separated-value format to an output stream. </p>
+<p>All output is written to the same line and separated by commas. Use the <code><a class="el" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab" title="Write a newline character.">newline()</a></code> method to advance to the next line of CSV output. </p>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00021">21</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a50ab9dce7685e32f9e7575a4aac66e0f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::csv_writer::csv_writer </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a CSV writer that writes to the specified output stream. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">o</td><td>Output stream on which to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00049">49</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3b3dd2236e6e62005bad3a4dfbea6596"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::comma </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a comma. </p>
+<p>On the first call do nothing, subsequently write a comma. </p>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00034">34</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a676de0a0f10ef649af9dd81b1b91afab"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::newline </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a newline character. </p>
+<p>End a line of output and start a new line. This method needs to be called rather than writing a newline to the output stream because it resets the comma flag. </p>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00061">61</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4e076bd6f52bae564b785cb868bac5a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a value. </p>
+<p>Write the specified integer to the output stream on the current line.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Integer to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00074">74</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af5ad776d96e98944627f61f046cd5745"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a value. </p>
+<p>Write the specified double to the output stream on the current line.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Double to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00087">87</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abeea10d26f5a33df95941359955f6429"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00125">125</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a756aee107218b98b5aa5d283f27e853b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>s</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a value. </p>
+<p>Write the specified string to the output stream with quotes around it and quotes inside escaped to double quotes.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">s</td><td>String to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00138">138</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac301f64044fc4f019df0ceea3223434d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write_col_major </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a value in column-major order. </p>
+<p>Write the specified matrix to the output stream in column-major order.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix of doubles to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00117">117</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a52c5a9818363f72590cc1f3f2a70ab02"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::csv_writer::write_row_major </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a value. </p>
+<p>Write the specified matrix to the output stream in row-major order.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="csv__writer_8hpp_source.html#l00101">101</a> of file <a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="csv__writer_8hpp_source.html">csv_writer.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a4cdc64bb5dbdc26f15885fc34737752e">add_vec</a>(std::stringstream &amp;msg, const std::vector&lt; size_t &gt; &amp;dims) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#a1865fdffc3451dd6460a5540c8e0912e">contains_i</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#ac531d67fb8a74300ebbe014dfe367706">contains_r</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#a1bdf386abd7e81a9a287c6a59a48eac9">dims_i</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#ad1a19a706880befca7fe4a3c4dc4a39f">dims_r</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a936afdc0abaf478ad05baaa9e5c899ed">to_vec</a>(size_t n1, size_t n2, size_t n3, size_t n4)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a5592642ebe6a9ec30cdc97c05e025456">to_vec</a>(size_t n1, size_t n2, size_t n3, size_t n4, size_t n5)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a16f365bd3c63c030a9fb7ef48f0b53a6">to_vec</a>(size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a7c9a822c3aeb4f3d49dbd0ce509be573">to_vec</a>(size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6, size_t n7)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a6b4a742d7a221312bc81fc4fdd9bf011">validate_dims</a>(const std::string &amp;stage, const std::string &amp;name, const std::string &amp;base_type, const std::vector&lt; size_t &gt; &amp;dims_declared) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#ac9a6ba06213461f7d86c5823813de2bd">vals_i</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html#aa9b7bc08c1152a313e90b74ade5338b5">vals_r</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump.html">stan::io::dump</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1dump.html">dump</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::io::dump Class Reference</div>  </div>
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+<p>Represents named arrays with dimensions.  
+ <a href="classstan_1_1io_1_1dump.html#details">More...</a></p>
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+<p><code>#include &lt;<a class="el" href="dump_8hpp_source.html">dump.hpp</a>&gt;</code></p>
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+<tr class="separator:a7c9a822c3aeb4f3d49dbd0ce509be573 inherit pub_static_methods_classstan_1_1io_1_1var__context"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aab65fbc55030028781f4060cf8dba8b8 inherit pub_static_methods_classstan_1_1io_1_1var__context"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; size_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html#aab65fbc55030028781f4060cf8dba8b8">to_vec</a> (size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6, size_t n7, size_t n8)</td></tr>
+<tr class="separator:aab65fbc55030028781f4060cf8dba8b8 inherit pub_static_methods_classstan_1_1io_1_1var__context"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Represents named arrays with dimensions. </p>
+<p>A dump object represents a dump of named arrays with dimensions. The arrays may have any dimensionality. The values for an array are typed to double or int.</p>
+<p>See <code><a class="el" href="classstan_1_1io_1_1dump__reader.html" title="Reads data from S-plus dump format.">dump_reader</a></code> for more information on the format.</p>
+<p>Dump objects are created from reading dump files from an input stream.</p>
+<p>The dimensions and values of variables may be accessed by name. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00817">817</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a05c2de349bdf89ef97e2940dfabe3064"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump::dump </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a dump object from the specified input stream. </p>
+<p><b>Warning:</b> This method does not close the input stream.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">in</td><td>Input stream from which to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00849">849</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a1865fdffc3451dd6460a5540c8e0912e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::dump::contains_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if this dump contains an integer valued array with the specified name. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Variable name to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the variable name has an integer array value. </dd></dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#a57b4df63029aa81a4ee3e93899722068">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00887">887</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac531d67fb8a74300ebbe014dfe367706"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::dump::contains_r </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if this dump contains the specified variable name is defined. </p>
+<p>This method returns <code>true</code> even if the values are all integers.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Variable name to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the variable exists. </dd></dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#abaa6a87ecb4d45c29386f0de57b330f4">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00875">875</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1bdf386abd7e81a9a287c6a59a48eac9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;size_t&gt; stan::io::dump::dims_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the dimensions for the integer variable with the specified name. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dimensions of variable. </dd></dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#a445c05ee5f0fbe9548cdbdc7b08d31f1">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00949">949</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad1a19a706880befca7fe4a3c4dc4a39f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;size_t&gt; stan::io::dump::dims_r </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the dimensions for the double variable with the specified name. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dimensions of variable. </dd></dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#ae1e90fd2b90b43267a5ab1c1b5cf880a">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00919">919</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a965e639a5884ffd40d3849c8a706e145"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::io::dump::names_i </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a list of the names of the integer variables in the dump. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">names</td><td>Vector to store the list of names in. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#a2b1417a3a4b012539392eb6f44e8f059">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00978">978</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c287f947ed4205be9115f8d4dbffb0d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::io::dump::names_r </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a list of the names of the floating point variables in the dump. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">names</td><td>Vector to store the list of names in. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#a9161afdc65cf035209fcb3da96f3affe">stan::io::var_context</a>.</p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00962">962</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae73ebbf7c924c54f04cb4cab5d3bb61c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::dump::remove </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Remove variable from the object. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of the variable to remove. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If variable is removed returns <code>true</code>, else returns <code>false</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00995">995</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac9a6ba06213461f7d86c5823813de2bd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt; stan::io::dump::vals_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Return the integer values for the variable with the specified name. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
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+<dl class="section return"><dt>Returns</dt><dd>Values. </dd></dl>
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+<p>Implements <a class="el" href="classstan_1_1io_1_1var__context.html#ae491a228dc66136ed04f9d22b18386d2">stan::io::var_context</a>.</p>
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+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00935">935</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
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+<p>Return the double values for the variable with the specified name or null. </p>
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+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
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+</dl>
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+
+</div>
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+<li>src/stan/io/<a class="el" href="dump_8hpp_source.html">dump.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p>Reads data from S-plus dump format.  
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+<tr class="memdesc:a5a2d82e204b9dc1b0af62fc902a17e37"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a reader for the specified input stream.  <a href="#a5a2d82e204b9dc1b0af62fc902a17e37"></a><br/></td></tr>
+<tr class="separator:a5a2d82e204b9dc1b0af62fc902a17e37"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:aff43241b7509e1877e4bca83e292fff1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destroy this reader.  <a href="#aff43241b7509e1877e4bca83e292fff1"></a><br/></td></tr>
+<tr class="separator:aff43241b7509e1877e4bca83e292fff1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aed540ae1e798ad34757a2a66c35ad054"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#aed540ae1e798ad34757a2a66c35ad054">name</a> ()</td></tr>
+<tr class="memdesc:aed540ae1e798ad34757a2a66c35ad054"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the name of the most recently read variable.  <a href="#aed540ae1e798ad34757a2a66c35ad054"></a><br/></td></tr>
+<tr class="separator:aed540ae1e798ad34757a2a66c35ad054"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6ada826cbef5e7ab4213efe629945d95"><td class="memItemLeft" align="right" valign="top">std::vector&lt; size_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#a6ada826cbef5e7ab4213efe629945d95">dims</a> ()</td></tr>
+<tr class="memdesc:a6ada826cbef5e7ab4213efe629945d95"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the dimensions of the most recently read variable.  <a href="#a6ada826cbef5e7ab4213efe629945d95"></a><br/></td></tr>
+<tr class="separator:a6ada826cbef5e7ab4213efe629945d95"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a17c0c96ad8cb3c3c362fa74384b45bb7"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#a17c0c96ad8cb3c3c362fa74384b45bb7">is_int</a> ()</td></tr>
+<tr class="memdesc:a17c0c96ad8cb3c3c362fa74384b45bb7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the last item read is integer.  <a href="#a17c0c96ad8cb3c3c362fa74384b45bb7"></a><br/></td></tr>
+<tr class="separator:a17c0c96ad8cb3c3c362fa74384b45bb7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a595a2345787b84d1cb763c5f45a2c749"><td class="memItemLeft" align="right" valign="top">std::vector&lt; int &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#a595a2345787b84d1cb763c5f45a2c749">int_values</a> ()</td></tr>
+<tr class="memdesc:a595a2345787b84d1cb763c5f45a2c749"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the integer values from the last item if the last item read was an integer and the empty vector otherwise.  <a href="#a595a2345787b84d1cb763c5f45a2c749"></a><br/></td></tr>
+<tr class="separator:a595a2345787b84d1cb763c5f45a2c749"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac275a400d67c89a01d980fa2ea093ed3"><td class="memItemLeft" align="right" valign="top">std::vector&lt; double &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#ac275a400d67c89a01d980fa2ea093ed3">double_values</a> ()</td></tr>
+<tr class="memdesc:ac275a400d67c89a01d980fa2ea093ed3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the floating point values from the last item if the last item read contained floating point values and the empty vector otherwise.  <a href="#ac275a400d67c89a01d980fa2ea093ed3"></a><br/></td></tr>
+<tr class="separator:ac275a400d67c89a01d980fa2ea093ed3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aed46c1062b3a19c22a7440b72f1c8ffd"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__reader.html#aed46c1062b3a19c22a7440b72f1c8ffd">next</a> ()</td></tr>
+<tr class="memdesc:aed46c1062b3a19c22a7440b72f1c8ffd"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read the next value from the input stream, returning <code>true</code> if successful and <code>false</code> if no further input may be read.  <a href="#aed46c1062b3a19c22a7440b72f1c8ffd"></a><br/></td></tr>
+<tr class="separator:aed46c1062b3a19c22a7440b72f1c8ffd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Reads data from S-plus dump format. </p>
+<p>A <code><a class="el" href="classstan_1_1io_1_1dump__reader.html" title="Reads data from S-plus dump format.">dump_reader</a></code> parses data from the S-plus dump format, a human-readable ASCII representation of arbitrarily dimensioned arrays of integers and arrays of floating point values.</p>
+<p>Stan's dump reader is limited to reading integers, scalars and arrays of arbitrary dimensionality of integers and scalars. It is able to read from a file consisting of a sequence of dumped variables.</p>
+<p>There cannot be any <code>NA</code> (i.e., undefined) values, because these cannot be represented as <code>double</code> values.</p>
+<p>The dump reader class follows a standard scanner pattern. The method <code><a class="el" href="classstan_1_1io_1_1dump__reader.html#aed46c1062b3a19c22a7440b72f1c8ffd" title="Read the next value from the input stream, returning true if successful and false if no further input...">next()</a></code> is called to scan the next input. The type, dimensions, and values of the input is then available through method calls. Here, the type is either double or integer, and the values are the name of the variable and its array of values. If there is a single value, the dimension array is empty. For a list, the dimension array contains a single entry for the number of values. For an array, the dimensions are the dimensions of the array.</p>
+<p>Reads are performed in an "S-compatible" mode whereby a string such as "1" or "-127" denotes and integer, whereas a string such as "1." or "0.9e-5" represents a floating point value.</p>
+<p>For dumping, arrays are indexed in last-index major fashion, which corresponds to column-major order for matrices represented as two-dimensional arrays. As a result, the first indices change fastest. For instance, if there is an three-dimensional array <code>x</code> with dimensions <code>[2,2,2]</code>, then there are 8 values, provided in the order</p>
+<p><code>[0,0,0]</code>, <code>[1,0,0]</code>, <code>[0,1,0]</code>, <code>[1,1,0]</code>, <code>[0,0,1]</code>, <code>[1,0,1]</code>, <code>[0,1,1]</code>, <code>[1,1,1]</code>.</p>
+<p>definitions ::= definition+</p>
+<p>definition ::= name ("-&gt;" | '=') value optional_semicolon</p>
+<p>name ::= char* | ''' char* ''' | '"' char* '"'</p>
+<p>value ::= value&lt;int&gt; | value&lt;double&gt;</p>
+<p>value&lt;T&gt; ::= T | seq&lt;T&gt; | 'struct' '(' seq&lt;T&gt; ',' ".Dim" '=' seq&lt;int&gt; ')'</p>
+<p>seq&lt;int&gt; ::= int ':' int | cseq&lt;int&gt;</p>
+<p>seq&lt;double&gt; ::= cseq&lt;double&gt;</p>
+<p>cseq&lt;T&gt; ::= 'c' '(' T % ',' ')' </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00427">427</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a60f0c45b98358118444362c4a954068f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_reader::dump_reader </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a reader for standard input. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00709">709</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5a2d82e204b9dc1b0af62fc902a17e37"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_reader::dump_reader </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a reader for the specified input stream. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">in</td><td>Input stream reference from which to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00716">716</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aff43241b7509e1877e4bca83e292fff1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_reader::~dump_reader </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this reader. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00721">721</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6ada826cbef5e7ab4213efe629945d95"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;size_t&gt; stan::io::dump_reader::dims </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the dimensions of the most recently read variable. </p>
+<dl class="section return"><dt>Returns</dt><dd>Last dimensions. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00739">739</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac275a400d67c89a01d980fa2ea093ed3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;double&gt; stan::io::dump_reader::double_values </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the floating point values from the last item if the last item read contained floating point values and the empty vector otherwise. </p>
+<dl class="section return"><dt>Returns</dt><dd>Floating point values of last item. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00771">771</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a595a2345787b84d1cb763c5f45a2c749"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt; stan::io::dump_reader::int_values </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the integer values from the last item if the last item read was an integer and the empty vector otherwise. </p>
+<dl class="section return"><dt>Returns</dt><dd>Integer values of last item. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00760">760</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a17c0c96ad8cb3c3c362fa74384b45bb7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::dump_reader::is_int </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the last item read is integer. </p>
+<p>Return <code>true</code> if the value(s) in the most recently read item are integer values and <code>false</code> if they are floating point. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00750">750</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed540ae1e798ad34757a2a66c35ad054"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::io::dump_reader::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the name of the most recently read variable. </p>
+<dl class="section return"><dt>Returns</dt><dd>Name of most recently read variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00729">729</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed46c1062b3a19c22a7440b72f1c8ffd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::io::dump_reader::next </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Read the next value from the input stream, returning <code>true</code> if successful and <code>false</code> if no further input may be read. </p>
+<dl class="section return"><dt>Returns</dt><dd>Return <code>true</code> if a fresh variable was read. </dd></dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00782">782</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="dump_8hpp_source.html">dump.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f">dump_list</a>(std::string name, std::vector&lt; T &gt; xs)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8">dump_structure</a>(std::string, std::vector&lt; size_t &gt; dims, std::vector&lt; T &gt; xs)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502">dump_var</a>(std::string name, T x)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#ad5f0fd7ec8b1fc78d6719cabb6caa0d9">dump_writer</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a783a19484fcba2bf776369f012a30509">dump_writer</a>(std::ostream &amp;out)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a7505270979a70bd19a2893f33a0ba346">write</a>(const std::string &amp;name, const T &amp;x)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a69f9822358de693b3de8acf4e8dbae1b">~dump_writer</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1dump__writer.html">stan::io::dump_writer</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1io_1_1dump__writer-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::dump_writer Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Writes data into the S-plus dump format.  
+ <a href="classstan_1_1io_1_1dump__writer.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="dump_8hpp_source.html">dump.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ad5f0fd7ec8b1fc78d6719cabb6caa0d9"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#ad5f0fd7ec8b1fc78d6719cabb6caa0d9">dump_writer</a> ()</td></tr>
+<tr class="memdesc:ad5f0fd7ec8b1fc78d6719cabb6caa0d9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a dump writer writing to standard output.  <a href="#ad5f0fd7ec8b1fc78d6719cabb6caa0d9"></a><br/></td></tr>
+<tr class="separator:ad5f0fd7ec8b1fc78d6719cabb6caa0d9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a783a19484fcba2bf776369f012a30509"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a783a19484fcba2bf776369f012a30509">dump_writer</a> (std::ostream &amp;out)</td></tr>
+<tr class="memdesc:a783a19484fcba2bf776369f012a30509"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a dump writer writing to the specified output stream.  <a href="#a783a19484fcba2bf776369f012a30509"></a><br/></td></tr>
+<tr class="separator:a783a19484fcba2bf776369f012a30509"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a69f9822358de693b3de8acf4e8dbae1b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a69f9822358de693b3de8acf4e8dbae1b">~dump_writer</a> ()</td></tr>
+<tr class="memdesc:a69f9822358de693b3de8acf4e8dbae1b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destroy this writer.  <a href="#a69f9822358de693b3de8acf4e8dbae1b"></a><br/></td></tr>
+<tr class="separator:a69f9822358de693b3de8acf4e8dbae1b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7505270979a70bd19a2893f33a0ba346"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7505270979a70bd19a2893f33a0ba346"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a7505270979a70bd19a2893f33a0ba346">write</a> (const std::string &amp;name, const T &amp;x)</td></tr>
+<tr class="memdesc:a7505270979a70bd19a2893f33a0ba346"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a variable with the specified name and value.  <a href="#a7505270979a70bd19a2893f33a0ba346"></a><br/></td></tr>
+<tr class="separator:a7505270979a70bd19a2893f33a0ba346"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aeffcdc7277269597f6f9e0bbd6110ef8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aeffcdc7277269597f6f9e0bbd6110ef8"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8">dump_structure</a> (std::string, std::vector&lt; size_t &gt; dims, std::vector&lt; T &gt; xs)</td></tr>
+<tr class="memdesc:aeffcdc7277269597f6f9e0bbd6110ef8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a structure variable with the specified name, dimensions, and integer or double values.  <a href="#aeffcdc7277269597f6f9e0bbd6110ef8"></a><br/></td></tr>
+<tr class="separator:aeffcdc7277269597f6f9e0bbd6110ef8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adeb591bec98817e4e2d3c049d672137f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:adeb591bec98817e4e2d3c049d672137f"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f">dump_list</a> (std::string name, std::vector&lt; T &gt; xs)</td></tr>
+<tr class="memdesc:adeb591bec98817e4e2d3c049d672137f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a list variable with the specified name and integer or double values.  <a href="#adeb591bec98817e4e2d3c049d672137f"></a><br/></td></tr>
+<tr class="separator:adeb591bec98817e4e2d3c049d672137f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f58183f74acada75a5dd61a83234502"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7f58183f74acada75a5dd61a83234502"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502">dump_var</a> (std::string name, T x)</td></tr>
+<tr class="memdesc:a7f58183f74acada75a5dd61a83234502"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write a list variable with the specified name and integer or double values.  <a href="#a7f58183f74acada75a5dd61a83234502"></a><br/></td></tr>
+<tr class="separator:a7f58183f74acada75a5dd61a83234502"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Writes data into the S-plus dump format. </p>
+<p>A <code><a class="el" href="classstan_1_1io_1_1dump__writer.html" title="Writes data into the S-plus dump format.">dump_writer</a></code> writes data into the S-plus dump format, a human-readable ASCII representation of arbitrarily dimensioned arrays of integers and arrays of floating point values. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00036">36</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ad5f0fd7ec8b1fc78d6719cabb6caa0d9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_writer::dump_writer </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a dump writer writing to standard output. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00265">265</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a783a19484fcba2bf776369f012a30509"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_writer::dump_writer </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>out</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a dump writer writing to the specified output stream. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">out</td><td>Output stream for writing. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00273">273</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a69f9822358de693b3de8acf4e8dbae1b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::dump_writer::~dump_writer </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this writer. </p>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00278">278</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="adeb591bec98817e4e2d3c049d672137f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::dump_writer::dump_list </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt;&#160;</td>
+          <td class="paramname"><em>xs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a list variable with the specified name and integer or double values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+    <tr><td class="paramname">xs</td><td>Values of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td><code>double</code> or <code>int</code>. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00333">333</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeffcdc7277269597f6f9e0bbd6110ef8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::dump_writer::dump_structure </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; size_t &gt;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt;&#160;</td>
+          <td class="paramname"><em>xs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a structure variable with the specified name, dimensions, and integer or double values. </p>
+<p>name Name of variable. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">dims</td><td>Dimensions of variable. </td></tr>
+    <tr><td class="paramname">xs</td><td>Values of variable in last-index major format. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td><code>double</code> or <code>int</code>. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00315">315</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f58183f74acada75a5dd61a83234502"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::dump_writer::dump_var </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a list variable with the specified name and integer or double values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+    <tr><td class="paramname">x</td><td>Value of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td><code>double</code> or <code>int</code>. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00348">348</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7505270979a70bd19a2893f33a0ba346"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::dump_writer::write </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write a variable with the specified name and value. </p>
+<p>This method will work for basic types consisting of doubles and integers, <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> types for vectors, row vectors and matrices. If this method works for a type, it will work for a standard vector of that type.</p>
+<p>Information concerning final type organization into <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vectors, row vectors and matrices is lost.</p>
+<p>All data is written in final-index dominant ordering.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable to write. </td></tr>
+    <tr><td class="paramname">x</td><td>Value of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of variable being written. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dump_8hpp_source.html#l00299">299</a> of file <a class="el" href="dump_8hpp_source.html">dump.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="dump_8hpp_source.html">dump.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1io_1_1mcmc__writer-members.html b/doc/api/html/classstan_1_1io_1_1mcmc__writer-members.html
new file mode 100644
index 00000000000..cc161ed2e7d
--- /dev/null
+++ b/doc/api/html/classstan_1_1io_1_1mcmc__writer-members.html
@@ -0,0 +1,121 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+<!-- end header part -->
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">mcmc_writer</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::io::mcmc_writer&lt; M &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">mcmc_writer</a>(std::ostream *sample_stream, std::ostream *diagnostic_stream, std::ostream *msg_stream=0)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">print_adapt_finish</a>(stan::mcmc::base_mcmc *sampler, std::ostream *stream)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a8e38711ae1d5cb3562d739e65a26a672">print_adapt_finish</a>(stan::mcmc::base_mcmc *sampler)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">print_diagnostic_names</a>(stan::mcmc::sample sample, stan::mcmc::base_mcmc *sampler, M &amp;model)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">print_diagnostic_params</a>(stan::mcmc::sample &amp;sample, stan::mcmc::base_mcmc *sampler)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">print_sample_names</a>(stan::mcmc::sample &amp;sample, stan::mcmc::base_mcmc *sampler, M &amp;model)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">print_sample_params</a>(RNG &amp;rng, stan::mcmc::sample &amp;sample, stan::mcmc::base_mcmc &amp;sampler, M &amp;model)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a>(double warmDeltaT, double sampleDeltaT, std::ostream *stream, const char prefix= '\0')</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a18d3702721db48c5a6a6ae0f693988fe">print_timing</a>(double warmDeltaT, double sampleDeltaT)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1io_1_1mcmc__writer.html b/doc/api/html/classstan_1_1io_1_1mcmc__writer.html
new file mode 100644
index 00000000000..15eeb420a31
--- /dev/null
+++ b/doc/api/html/classstan_1_1io_1_1mcmc__writer.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<script type="text/javascript" src="jquery.js"></script>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">mcmc_writer</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1io_1_1mcmc__writer-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::mcmc_writer&lt; M &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a6a688bb1b2851d68f7305cb97c750a2b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">mcmc_writer</a> (std::ostream *sample_stream, std::ostream *diagnostic_stream, std::ostream *msg_stream=0)</td></tr>
+<tr class="separator:a6a688bb1b2851d68f7305cb97c750a2b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4ff21af4911d312b84f3ad955c6be1f7"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">print_sample_names</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;sample, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *sampler, M &amp;model)</td></tr>
+<tr class="separator:a4ff21af4911d312b84f3ad955c6be1f7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1141fad60b8e8587b5f84ded115a870f"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a1141fad60b8e8587b5f84ded115a870f"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">print_sample_params</a> (RNG &amp;rng, <a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;sample, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> &amp;sampler, M &amp;model)</td></tr>
+<tr class="separator:a1141fad60b8e8587b5f84ded115a870f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a19e50100237ae6ceedb36f3485db0a98"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">print_adapt_finish</a> (<a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *sampler, std::ostream *stream)</td></tr>
+<tr class="separator:a19e50100237ae6ceedb36f3485db0a98"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8e38711ae1d5cb3562d739e65a26a672"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a8e38711ae1d5cb3562d739e65a26a672">print_adapt_finish</a> (<a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *sampler)</td></tr>
+<tr class="separator:a8e38711ae1d5cb3562d739e65a26a672"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a92e6f182bccdd993e73f751e5aafd7e9"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">print_diagnostic_names</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> sample, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *sampler, M &amp;model)</td></tr>
+<tr class="separator:a92e6f182bccdd993e73f751e5aafd7e9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a611c78b4786bb2a649bbaa660350dc35"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">print_diagnostic_params</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;sample, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *sampler)</td></tr>
+<tr class="separator:a611c78b4786bb2a649bbaa660350dc35"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acec599e2966fe94577b9a5e125edc058"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a> (double warmDeltaT, double sampleDeltaT, std::ostream *stream, const char prefix= '\0')</td></tr>
+<tr class="separator:acec599e2966fe94577b9a5e125edc058"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a18d3702721db48c5a6a6ae0f693988fe"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a18d3702721db48c5a6a6ae0f693988fe">print_timing</a> (double warmDeltaT, double sampleDeltaT)</td></tr>
+<tr class="separator:a18d3702721db48c5a6a6ae0f693988fe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M&gt;<br/>
+class stan::io::mcmc_writer&lt; M &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00018">18</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a6a688bb1b2851d68f7305cb97c750a2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::<a class="el" href="classstan_1_1io_1_1mcmc__writer.html">mcmc_writer</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>sample_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>diagnostic_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msg_stream</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00022">22</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a19e50100237ae6ceedb36f3485db0a98"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_adapt_finish </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>stream</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00082">82</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8e38711ae1d5cb3562d739e65a26a672"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_adapt_finish </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00091">91</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a92e6f182bccdd993e73f751e5aafd7e9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_diagnostic_names </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a>&#160;</td>
+          <td class="paramname"><em>sample</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00096">96</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a611c78b4786bb2a649bbaa660350dc35"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_diagnostic_params </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>sample</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00120">120</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ff21af4911d312b84f3ad955c6be1f7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_sample_names </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>sample</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00030">30</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1141fad60b8e8587b5f84ded115a870f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_sample_params </td>
+          <td>(</td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>sample</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> &amp;&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00051">51</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acec599e2966fe94577b9a5e125edc058"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_timing </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>warmDeltaT</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>sampleDeltaT</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
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+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em> = <code>'\0'</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00139">139</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18d3702721db48c5a6a6ae0f693988fe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; M &gt;::print_timing </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>warmDeltaT</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>sampleDeltaT</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="mcmc__writer_8hpp_source.html#l00156">156</a> of file <a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="mcmc__writer_8hpp_source.html">mcmc_writer.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: Member List</title>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<!-- window showing the filter options -->
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
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+</div>
+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1reader.html">reader</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::io::reader&lt; T &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a581d87c0d6f4fbcc889fcda61d9da129">available</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a69f82bd5d88795b0012d04b239685858">available_i</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9572cd028cf0d073c45ab83ae6f4477e">cholesky_factor</a>(size_t M, size_t N)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ac49f77d0cd4d89f3d06ac62515cfa809">cholesky_factor_constrain</a>(size_t M, size_t N, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#af409911d7c4b3996291884fbebecfd85">corr</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aeaafba520a6ad5ae7654e24d46ffbb39">corr_constrain</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a83d52f9f5ffec50991cf3224f1caad9c">corr_constrain</a>(T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa410515341701109fb937c14b101e20d">corr_matrix</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a75eb056f8f7b1032865feb97f506e3e6">corr_matrix_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ab23e0b88e39d354121b66e6823e1cac9">corr_matrix_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a6b0b034457a37f2eb7c27cec9b8e600d">cov_matrix</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ab8ada631ae87ef2de7978a33299e872e">cov_matrix_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a1ea7077509503ff9bf2777430cb70fcf">cov_matrix_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#af1a2b111d918d34bfebf6bb3b821495f">integer</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aeccd55003bc47a1eade2c75c20d0d13f">integer_constrain</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a41d16a67c77fa38a5da05da6b4eb563f">integer_constrain</a>(T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9287c3669f5eea0a5b2f22708d26da67">integer_lb_constrain</a>(int lb)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a786ee459470898a8fbc8a240dec6f269">integer_lb_constrain</a>(int lb, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#af9be53bcf3f435d5c25b07774853afa3">integer_lub</a>(int lb, int ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa73203544d85c8e7f4a6e682edb8db4f">integer_lub_constrain</a>(int lb, int ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a0934519cf50d98a616b4e3a0bc9539fc">integer_lub_constrain</a>(int lb, int ub, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a5dce1d461bcef2fda9d996fb07bb6782">integer_ub</a>(int ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa492d17e0aeaba5a082fc554d248048e">integer_ub_constrain</a>(int ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ad23ce5d0b04667272770eb04eff2bfd4">integer_ub_constrain</a>(int ub, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a71946c44faafcf4669f3cfde52816633">map_row_vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a1285611f704d4a3ec0d0e10ff98206d4">map_vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#afd2aeccae677df87006d976cbcae9fd2">matrix</a>(size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a72043393997619c044478ced8a867f69">matrix_constrain</a>(size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a44a9e74ffa53964f23173a5c31e798c8">matrix_constrain</a>(size_t m, size_t n, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#afcad89dd91b23010956526b523ed8c95">matrix_lb</a>(const TL lb, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a79b98ecf881169d6dd480caa096c0ed8">matrix_lb_constrain</a>(const TL lb, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9b119826c47b45fa83df1758de07c5ff">matrix_lb_constrain</a>(const TL lb, size_t m, size_t n, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a13209c64b39d9c7515fb561ec788a516">matrix_lub</a>(const TL lb, const TU ub, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9007b1739c9738d88347f499e9a39021">matrix_lub_constrain</a>(const TL lb, const TU ub, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a7b8a944a6d7ff2ea53cf7a3e78843306">matrix_lub_constrain</a>(const TL lb, const TU ub, size_t m, size_t n, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a280b0c933f7dae06f472e56432b45489">matrix_ub</a>(const TU ub, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#af70a11c24ac7cfba146d0864a05dcf9a">matrix_ub_constrain</a>(const TU ub, size_t m, size_t n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ace55576f9257795f986494e343c11978">matrix_ub_constrain</a>(const TU ub, size_t m, size_t n, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ae5597679b7085f74c44ae623ef117410">ordered</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ae371520b9f4d28912092b43c40fdccb3">ordered_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a8e91154c913c5645c8a4ae474f1a6748">ordered_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ac3f49da1bc5719a4cd6da4b35f488b34">positive_ordered</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aedeee305b5de15af5e1e296a07649dc2">positive_ordered_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ad2794458867712e2e7dd40674b8e2196">positive_ordered_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ad57e12e95a36df2d9448f6123e3d2cfa">prob</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a2d999e486addc7652b2be90365b89bc4">prob_constrain</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a07a0565ad1ff42fe678bcb51ed748455">prob_constrain</a>(T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa3ae88d711db3f2469c86131c28191ac">reader</a>(std::vector&lt; T &gt; &amp;data_r, std::vector&lt; int &gt; &amp;data_i)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a857c3ed31d34189e5768ef2475024b36">row_vector</a>(size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a83f84052299bcadcd6bdf0273e7a48d4">row_vector_constrain</a>(size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a2165af289c7ec046db04aec5d369bc9b">row_vector_constrain</a>(size_t m, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a91cbfaaef51a6f1537ae86c13403c8fc">row_vector_lb</a>(const TL lb, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ac2a358a28348483347a0c3d18587dcff">row_vector_lb_constrain</a>(const TL lb, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a03477c8e7dec8028b31d7435161a58d1">row_vector_lb_constrain</a>(const TL lb, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a4cb4db5f423c38abdf0e3cb8f9d9188b">row_vector_lub</a>(const TL lb, const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aaa3a163e402812f41d271adcf974e455">row_vector_lub_constrain</a>(const TL lb, const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ab1d1b3316dd321fdf4965d8843920800">row_vector_lub_constrain</a>(const TL lb, const TU ub, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">row_vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a7e2430e335d19e695f50494130e9a183">row_vector_ub</a>(const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a956b2417c03f1f4645377fc06e1eee94">row_vector_ub_constrain</a>(const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a66650f9f00be4acabf92acfca8c53dbc">row_vector_ub_constrain</a>(const TU ub, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a804e3de3992c9f6a53c03596369dd1d0">scalar</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a1436d19aa2acb5c139f7abccda0245c0">scalar_constrain</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#adc2d45ed51c042512f07e2c977894b7b">scalar_constrain</a>(T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a63d5909de270e2f187707c7bdfa1b2ba">scalar_lb</a>(const TL lb)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa9191795f375a3e3c5e048ca1eb045ba">scalar_lb_constrain</a>(const TL lb)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a8fc8affb3f2c3835965d943c7a7ce83c">scalar_lb_constrain</a>(const TL lb, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a13f36e576e51d8e9d72589133d7cf107">scalar_lub</a>(const TL lb, const TU ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a12299645ca45f2b765fea6fe14447733">scalar_lub_constrain</a>(const TL lb, const TU ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ad821d1abbeefcd04f3350a213276d53e">scalar_lub_constrain</a>(TL lb, TU ub, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#acf5c5343597a44d4d2173881c7c68912">scalar_pos</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a45d5a9c201fb25c44f1bba987e64d387">scalar_pos_constrain</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a41d6bf28bfa13c861ce1afe8cd7d4c1e">scalar_pos_constrain</a>(T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa5e2f8eca996110fb2be2e436d583b62">scalar_ub</a>(TU ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a21b4b63d07615a9d0a7c5de364a43a36">scalar_ub_constrain</a>(const TU ub)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a48afbd36262b7a2f51dec8d2fad471dd">scalar_ub_constrain</a>(const TU ub, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a9b15c1f051764a8a50a08c5880f810bb">simplex</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a1fa21fc736a271ff845ffddc5ecae125">simplex_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a8ee8c20266159e7ce8763c8014bf2899">simplex_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a72a39fbd649e5be85b0f20ac00721c35">std_vector</a>(size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a6b8ebf459013095c8bef590c5e7f2dd2">unit_vector</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aafcb145538d7414947c3420b652ad962">unit_vector_constrain</a>(size_t k)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ac4c986f3ceee7c402820835ba7bfde62">unit_vector_constrain</a>(size_t k, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ac7cbe04c9a1439e20b27c3cf612bd963">vector</a>(size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a393939c8de7bd2609b069424244b005a">vector_constrain</a>(size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aec8c3e697090c981438b94da63c02ccc">vector_constrain</a>(size_t m, T &amp;)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#ae6eeeaea16178783def48d93e92e502e">vector_lb</a>(const TL lb, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a8edd356b9b6575e74458dfc36fd1079c">vector_lb_constrain</a>(const TL lb, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a380b2abea05be45eef534178ccddae74">vector_lb_constrain</a>(const TL lb, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#acfa86e4338c499595998dd4dc0b58c6d">vector_lub</a>(const TL lb, const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#aa0eb51076e214b1cfee60b70260186c8">vector_lub_constrain</a>(const TL lb, const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a6f0780b890a223ecc7840732bda385e5">vector_lub_constrain</a>(const TL lb, const TU ub, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a35d1322b79079e9227ae225a480807db">vector_ub</a>(const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a5f5c24c79245cdcdc447f1d70ab16f67">vector_ub_constrain</a>(const TU ub, size_t m)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a7c62e6ad093def5f59767807a3c46b74">vector_ub_constrain</a>(const TU ub, size_t m, T &amp;lp)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html#a679801e4a7936f90c13e9a6498745314">~reader</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1reader.html">reader</a></li>  </ul>
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+<a href="#pub-types">Public Types</a> &#124;
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+<a href="classstan_1_1io_1_1reader-members.html">List of all members</a>  </div>
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+<div class="title">stan::io::reader&lt; T &gt; Class Template Reference</div>  </div>
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+
+<p>A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calculations.  
+ <a href="classstan_1_1io_1_1reader.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="reader_8hpp_source.html">reader.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+class stan::io::reader&lt; T &gt;</h3>
+
+<p>A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calculations. </p>
+<p>The template parameter <code>T</code> represents the type of scalars and the values in vectors and matrices. The only requirement on the template type <code>T</code> is that a double can be copied into it, as in</p>
+<p><code>T t = 0.0;</code></p>
+<p>This includes <code>double</code> itself and the reverse-mode algorithmic differentiation class <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code>.</p>
+<p>For transformed values, the scalar type parameter <code>T</code> must support the transforming operations, such as <code>exp(x)</code> for positive-bounded variables. It must also support equality and inequality tests with <code>double</code> values.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Basic scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00034">34</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a05f161f2ef596f356d249afbb0b43ca6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Map&lt;<a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a>&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#a05f161f2ef596f356d249afbb0b43ca6">map_matrix_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00067">67</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a71946c44faafcf4669f3cfde52816633"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Map&lt;<a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">row_vector_t</a>&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#a71946c44faafcf4669f3cfde52816633">map_row_vector_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00069">69</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1285611f704d4a3ec0d0e10ff98206d4"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Map&lt;<a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a>&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#a1285611f704d4a3ec0d0e10ff98206d4">map_vector_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00068">68</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aded74129931435c293b0fd0885535d93"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00063">63</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9266295ff05e7617d42304c90e485b52"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">row_vector_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00065">65</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acc7ad774f8ec903caa164a9ac1e78b30"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a></td>
+        </tr>
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+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00064">64</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aa3ae88d711db3f2469c86131c28191ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1reader.html">reader</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>data_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>data_i</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a variable reader using the specified vectors as the source of scalar and integer values for data. </p>
+<p>This class holds a reference to the specified data vectors.</p>
+<p>Attempting to read beyond the end of the data or integer value sequences raises a runtime exception.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">data_r</td><td>Sequence of scalar values. </td></tr>
+    <tr><td class="paramname">data_i</td><td>Sequence of integer values. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00083">83</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a679801e4a7936f90c13e9a6498745314"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::~<a class="el" href="classstan_1_1io_1_1reader.html">reader</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this variable reader. </p>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00094">94</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a581d87c0d6f4fbcc889fcda61d9da129"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::available </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the number of scalars remaining to be read. </p>
+<dl class="section return"><dt>Returns</dt><dd>Number of scalars left to read. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00101">101</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::available_i </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the number of integers remaining to be read. </p>
+<dl class="section return"><dt>Returns</dt><dd>Number of integers left to read. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00110">110</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::cholesky_factor </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>N</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Return the next Cholesky factor with the specified dimensionality, reading it directly without transforms. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Rows of Cholesky factor </td></tr>
+    <tr><td class="paramname">N</td><td>Columns of Cholesky factor </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next Cholesky factor. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the matrix is not a valid Cholesky factor. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00945">945</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+template&lt;typename T &gt; </div>
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+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>N</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next Cholesky factor with the specified dimensionality, reading from an unconstrained vector of the appropriate size. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Rows of Cholesky factor </td></tr>
+    <tr><td class="paramname">N</td><td>Columns of Cholesky factor </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next Cholesky factor. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the matrix is not a valid Cholesky factor. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00962">962</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::cholesky_factor_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next Cholesky factor with the specified dimensionality, reading from an unconstrained vector of the appropriate size, and increment the log probability reference with the log Jacobian adjustment for the transform. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir"></td><td class="paramname">M</td><td>Rows of Cholesky factor </td></tr>
+    <tr><td class="paramdir"></td><td class="paramname">N</td><td>Columns of Cholesky factor </td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">lp</td><td>log probability </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next Cholesky factor. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the matrix is not a valid Cholesky factor. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00980">980</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af409911d7c4b3996291884fbebecfd85"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar, checking that it is a valid value for a correlation, between -1 (inclusive) and 1 (inclusive). </p>
+<p>See <code>stan::math::check_bounded(T)</code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>Next correlation value. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the value is not valid for a correlation </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00720">720</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeaafba520a6ad5ae7654e24d46ffbb39"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr_constrain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be a correlation between -1 and 1. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">stan::prob::corr_constrain(T)</a></code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to a correlation. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00734">734</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a83d52f9f5ffec50991cf3224f1caad9c"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr_constrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be a (partial) correlation between -1 and 1, incrementing the specified reference with the log of the absolute Jacobian determinant. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a845c7b8687f4e6b588820b815e464729" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">stan::prob::corr_constrain(T,T&amp;)</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lp</td><td>The reference to the variable holding the log probability to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to a correlation. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00749">749</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa410515341701109fb937c14b101e20d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr_matrix </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Returns the next correlation matrix of the specified dimensionality. </p>
+<p>See <code>stan::math::check_corr_matrix(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next correlation matrix of the specified dimensionality. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the matrix is not a correlation matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01041">1041</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next correlation matrix of the specified dimensionality. </p>
+<p>See <code>stan::prob::corr_matrix_constrain(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next correlation matrix of the specified dimensionality. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01055">1055</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab23e0b88e39d354121b66e6823e1cac9"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::corr_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next correlation matrix of the specified dimensionality, incrementing the specified reference with the log absolute Jacobian determinant. </p>
+<p>See <code>stan::prob::corr_matrix_constrain(Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of the (square) correlation matrix. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next correlation matrix of the specified dimensionality. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01070">1070</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b0b034457a37f2eb7c27cec9b8e600d"></a>
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+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next covariance matrix with the specified dimensionality. </p>
+<p>See <code>stan::math::check_cov_matrix(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next covariance matrix of the specified dimensionality. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the matrix is not a valid covariance matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00996">996</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8ada631ae87ef2de7978a33299e872e"></a>
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::cov_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next covariance matrix of the specified dimensionality. </p>
+<p>See <code>stan::prob::cov_matrix_constrain(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next covariance matrix of the specified dimensionality. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01010">1010</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::cov_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next covariance matrix of the specified dimensionality, incrementing the specified reference with the log absolute Jacobian determinant. </p>
+<p>See <code>stan::prob::cov_matrix_constrain(Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Dimensionality of the (square) covariance matrix. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next covariance matrix of the specified dimensionality. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01026">1026</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
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+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Return the next integer in the integer sequence. </p>
+<dl class="section return"><dt>Returns</dt><dd>Next integer value. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00119">119</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_constrain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer in the integer sequence. </p>
+<p>This form is a convenience method to make compiling easier; its behavior is the same as <code>int()</code></p>
+<dl class="section return"><dt>Returns</dt><dd>Next integer value. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00133">133</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a41d16a67c77fa38a5da05da6b4eb563f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_constrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer in the integer sequence. </p>
+<p>This form is a convenience method to make compiling easier; its behavior is the same as <code><a class="el" href="classstan_1_1io_1_1reader.html#af1a2b111d918d34bfebf6bb3b821495f" title="Return the next integer in the integer sequence.">integer()</a></code></p>
+<dl class="section return"><dt>Returns</dt><dd>Next integer value. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00144">144</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1535fc6c26ecedd2aa25989853a09261"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lb </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is greater than or equal to the specified lower bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not greater than or equal to the lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00331">331</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9287c3669f5eea0a5b2f22708d26da67"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is greater than or equal to the specified lower bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not greater than or equal to the lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00347">347</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a786ee459470898a8fbc8a240dec6f269"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is greater than or equal to the specified lower bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. lp Log probability (ignored because no Jacobian) </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not greater than or equal to the lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00360">360</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9be53bcf3f435d5c25b07774853afa3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lub </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<p>Even if the upper bounds and lower bounds are not consistent, the next integer value will be consumed.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00419">419</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa73203544d85c8e7f4a6e682edb8db4f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00443">443</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0934519cf50d98a616b4e3a0bc9539fc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. lp Log probability (ignored because no Jacobian) </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00457">457</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5dce1d461bcef2fda9d996fb07bb6782"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_ub </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00374">374</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa492d17e0aeaba5a082fc554d248048e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00390">390</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad23ce5d0b04667272770eb04eff2bfd4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::integer_ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next integer, checking that it is less than or equal to the specified upper bound. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound. lp Log probability (ignored because no Jacobian) </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next integer read. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>If the next integer read is not less than or equal to the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00403">403</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd2aeccae677df87006d976cbcae9fd2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a matrix of the specified dimensionality made up of the next scalars arranged in column-major order. </p>
+<p>Row-major reading means that if a matrix of <code>m=2</code> rows and <code>n=3</code> columns is reada and the next scalar values are <code>1,2,3,4,5,6</code>, the result is</p>
+<pre> 
+a = 1 4
+    2 5
+    3 6</pre><dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows. </td></tr>
+    <tr><td class="paramname">n</td><td>Number of columns. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Eigen::Matrix made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00287">287</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+</div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_constrain </td>
+          <td>(</td>
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+          <td class="paramtype">size_t&#160;</td>
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+<p>Return a matrix of the specified dimensionality made up of the next scalars arranged in column-major order. </p>
+<p>The constraint is a no-op. See <code>matrix(size_t, size_t)</code> for more information.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00301">301</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a44a9e74ffa53964f23173a5c31e798c8"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_constrain </td>
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+<p>Return a matrix of the specified dimensionality made up of the next scalars arranged in column-major order. </p>
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+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows. </td></tr>
+    <tr><td class="paramname">n</td><td>Number of columns. lp Log probability to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Matrix made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00317">317</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lb </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
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+        <tr>
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+          <td></td><td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01120">1120</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a79b98ecf881169d6dd480caa096c0ed8"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
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+        <tr>
+          <td></td>
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+          <td></td><td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01128">1128</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9b119826c47b45fa83df1758de07c5ff"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01136">1136</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+  <td class="mlabels-left">
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lub </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
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+          <td></td><td></td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01259">1259</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a9007b1739c9738d88347f499e9a39021"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
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+          <td></td><td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01267">1267</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a7b8a944a6d7ff2ea53cf7a3e78843306"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01275">1275</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_ub </td>
+          <td>(</td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">size_t&#160;</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01189">1189</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">matrix_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::matrix_ub_constrain </td>
+          <td>(</td>
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+          <td class="paramname"><em>ub</em>, </td>
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+          <td class="paramtype">size_t&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01197">1197</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01205">1205</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<table class="mlabels">
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::ordered </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the next vector of specified size containing values in ascending order. </p>
+<p>See <code>stan::math::check_ordered(T)</code> for behavior on failure.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of returned vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector of positive values in ascending order. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00857">857</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Return the next ordered vector of the specified length. </p>
+<p>See <code>stan::prob::ordered_constrain(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Length of returned vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next ordered vector of the specified length. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00872">872</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
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+
+<p>Return the next ordered vector of the specified size, incrementing the specified reference with the log absolute Jacobian of the determinant. </p>
+<p>See <code>stan::prob::ordered_constrain(Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of vector. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next ordered vector of the specified size. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00887">887</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::positive_ordered </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Return the next vector of specified size containing positive values in ascending order. </p>
+<p>See <code>stan::math::check_positive_ordered(T)</code> for behavior on failure.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of returned vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector of positive values in ascending order. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00901">901</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::positive_ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Return the next positive ordered vector of the specified length. </p>
+<p>See <code>stan::prob::positive_ordered_constrain(Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Length of returned vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next positive_ordered vector of the specified length. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00916">916</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ad2794458867712e2e7dd40674b8e2196"></a>
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::positive_ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next positive_ordered vector of the specified size, incrementing the specified reference with the log absolute Jacobian of the determinant. </p>
+<p>See <code>stan::prob::positive_ordered_constrain(Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of vector. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next positive_ordered vector of the specified size. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00931">931</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad57e12e95a36df2d9448f6123e3d2cfa"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::prob </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar, checking that it is a valid value for a probability, between 0 (inclusive) and 1 (inclusive). </p>
+<p>See <code>stan::math::check_bounded(T)</code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>Next probability value. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00674">674</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::prob_constrain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be a probability between 0 and 1. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">stan::prob::prob_constrain(T)</a></code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to a probability. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00688">688</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
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+<div class="memitem">
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+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::prob_constrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be a probability between 0 and 1, incrementing the specified reference with the log of the absolute Jacobian determinant. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">stan::prob::prob_constrain(T)</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lp</td><td>Reference to log probability variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to a probability. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00702">702</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Return a row vector of specified dimensionality made up of the next scalars. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00242">242</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">row_vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::row_vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Return a row vector of specified dimensionality made up of the next scalars. </p>
+<p>The constraint is a no-op.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00253">253</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return a row vector of specified dimensionality made up of the next scalars. </p>
+<p>The constraint is a no-op, so the log probability is not incremented.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. lp Log probability to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00266">266</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01098">1098</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01105">1105</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01112">1112</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01237">1237</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01244">1244</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramtype">size_t&#160;</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01251">1251</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01167">1167</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramname"><em>ub</em>, </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01174">1174</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01181">1181</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Return the next scalar in the sequence. </p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00155">155</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00167">167</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00182">182</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00517">517</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Return the next scalar transformed to have the specified lower bound. </p>
+<p>See <code>stan::prob::lb_constrain(T,double)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound on values. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next scalar transformed to have the specified lower bound. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00536">536</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+template&lt;typename T &gt; </div>
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+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to have the specified lower bound, incrementing the specified reference with the log of the absolute Jacobian determinant of the transform. </p>
+<p>See <code>stan::prob::lb_constrain(T,double,T&amp;)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound on result. </td></tr>
+    <tr><td class="paramname">lp</td><td>Reference to log probability variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00552">552</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_lub </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Return the next scalar, checking that it is between the specified lower and upper bound. </p>
+<p>See <code>stan::math::check_bounded(T,double,double)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next scalar value. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the scalar is not between the specified lower and upper bounds. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00624">624</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+template&lt;typename T &gt; </div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be between the specified lower and upper bounds. </p>
+<p>See <code>stan::prob::lub_constrain(T,double,double)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next scalar transformed to fall between the specified bounds. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00644">644</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad821d1abbeefcd04f3350a213276d53e"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<div class="memtemplate">
+template&lt;typename TL , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be between the the specified lower and upper bounds. </p>
+<p>See <code>stan::prob::lub_constrain(T,double,double,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+    <tr><td class="paramname">lp</td><td>Reference to log probability variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00662">662</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acf5c5343597a44d4d2173881c7c68912"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_pos </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar, checking that it is positive. </p>
+<p>See <code>stan::math::check_positive(T)</code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>Next positive scalar. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if x is not positive </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00472">472</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a45d5a9c201fb25c44f1bba987e64d387"></a>
+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_pos_constrain </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar, transformed to be positive. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a9cb1d75e59f02fa90c1052b403012dc8" title="Return the positive value for the specified unconstrained input.">stan::prob::positive_constrain(T)</a></code>.</p>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to be positive. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00486">486</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
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+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_pos_constrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to be positive, incrementing the specified reference with the log absolute determinant of the Jacobian. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a2ee662d6ef96688a59a873ef6e41a461" title="Return the positive value for the specified unconstrained input, incrementing the scalar reference wi...">stan::prob::positive_constrain(T,T&amp;)</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lp</td><td>Reference to log probability variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next scalar transformed to be positive. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00500">500</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5e2f8eca996110fb2be2e436d583b62"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+template&lt;typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_ub </td>
+          <td>(</td>
+          <td class="paramtype">TU&#160;</td>
+          <td class="paramname"><em>ub</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the next scalar, checking that it is less than or equal to the specified upper bound. </p>
+<p>See <code>stan::math::check_less_or_equal(T,double)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next scalar value. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the scalar is greater than the specified upper bound </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00571">571</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a21b4b63d07615a9d0a7c5de364a43a36"></a>
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+template&lt;typename T &gt; </div>
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+template&lt;typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the next scalar transformed to have the specified upper bound. </p>
+<p>See <code>stan::prob::ub_constrain(T,double)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound on values. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Next scalar transformed to have the specified upper bound. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00589">589</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+template&lt;typename T &gt; </div>
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+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::scalar_ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return the next scalar transformed to have the specified upper bound, incrementing the specified reference with the log of the absolute Jacobian determinant of the transform. </p>
+<p>See <code>stan::prob::ub_constrain(T,double,T&amp;)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound on result. </td></tr>
+    <tr><td class="paramname">lp</td><td>Reference to log probability variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00605">605</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
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+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::simplex </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a simplex of the specified size made up of the next scalars. </p>
+<p>See <code><a class="el" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of returned simplex. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex read from the specified size number of scalars. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the k values is not a simplex. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00810">810</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1fa21fc736a271ff845ffddc5ecae125"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::simplex_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next simplex transformed vector of the specified length. </p>
+<p>This operation consumes one less than the specified length number of scalars.</p>
+<p>See <code>stan::prob::simplex_constrain(Eigen::Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Number of dimensions in resulting simplex. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex derived from next <code>k-1</code> scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00827">827</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::simplex_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next simplex of the specified size (using one fewer unconstrained scalars), incrementing the specified reference with the log absolute Jacobian determinant. </p>
+<p>See <code>stan::prob::simplex_constrain(Eigen::Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of simplex. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability to increment with log absolute Jacobian determinant. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next simplex of the specified size. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00843">843</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72a39fbd649e5be85b0f20ac00721c35"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::std_vector </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a standard library vector of the specified dimensionality made up of the next scalars. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Size of vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00194">194</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b8ebf459013095c8bef590c5e7f2dd2"></a>
+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::unit_vector </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return a unit_vector of the specified size made up of the next scalars. </p>
+<p>See <code><a class="el" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f" title="Return true if the specified vector is unit vector.">stan::math::check_unit_vector</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of returned unit_vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex read from the specified size number of scalars. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the k values is not a unit_vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00763">763</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aafcb145538d7414947c3420b652ad962"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::unit_vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next unit_vector transformed vector of the specified length. </p>
+<p>This operation consumes one less than the specified length number of scalars.</p>
+<p>See <code>stan::prob::unit_vector_constrain(Eigen::Matrix)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Number of dimensions in resulting unit_vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex derived from next <code>k-1</code> scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00780">780</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::unit_vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the next unit_vector of the specified size (using one fewer unconstrained scalars), incrementing the specified reference with the log absolute Jacobian determinant. </p>
+<p>See <code>stan::prob::unit_vector_constrain(Eigen::Matrix,T&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Size of unit_vector. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability to increment with log absolute Jacobian determinant. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The next unit_vector of the specified size. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00796">796</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;typename T &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::vector </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Return a column vector of specified dimensionality made up of the next scalars. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00208">208</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">vector_t</a> <a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader</a>&lt; T &gt;::vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Return a column vector of specified dimensionality made up of the next scalars. </p>
+<p>The constraint is a no-op.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00218">218</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return a column vector of specified dimensionality made up of the next scalars. </p>
+<p>The constraint and hence Jacobian are no-ops.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Number of rows in the vector to read. lp Log probability to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Column vector made up of the next scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l00229">229</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01076">1076</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01083">1083</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01090">1090</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01215">1215</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01222">1222</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01229">1229</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01145">1145</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01152">1152</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="reader_8hpp_source.html#l01159">1159</a> of file <a class="el" href="reader_8hpp_source.html">reader.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="reader_8hpp_source.html">reader.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="classstan_1_1io_1_1stan__csv__reader-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::stan_csv_reader Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Reads from a Stan output csv file.  
+ <a href="classstan_1_1io_1_1stan__csv__reader.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a959ed39477ffd99a18b8ee217f6ad457"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a959ed39477ffd99a18b8ee217f6ad457">stan_csv_reader</a> ()</td></tr>
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+<tr class="memitem:a53321a2f3045ed4cec11c77413f18759"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a53321a2f3045ed4cec11c77413f18759">~stan_csv_reader</a> ()</td></tr>
+<tr class="separator:a53321a2f3045ed4cec11c77413f18759"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a882e750d8fb201dfa1cdb5e174f21957"><td class="memItemLeft" align="right" valign="top">static bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a882e750d8fb201dfa1cdb5e174f21957">read_metadata</a> (std::istream &amp;in, <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html">stan_csv_metadata</a> &amp;metadata)</td></tr>
+<tr class="separator:a882e750d8fb201dfa1cdb5e174f21957"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7b816d25cface2d2236069cfc54367bf"><td class="memItemLeft" align="right" valign="top">static bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a7b816d25cface2d2236069cfc54367bf">read_header</a> (std::istream &amp;in, Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;header)</td></tr>
+<tr class="separator:a7b816d25cface2d2236069cfc54367bf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afa996f8c6897a2e40f3e5b44a26db0e3"><td class="memItemLeft" align="right" valign="top">static bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#afa996f8c6897a2e40f3e5b44a26db0e3">read_adaptation</a> (std::istream &amp;in, <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html">stan_csv_adaptation</a> &amp;adaptation)</td></tr>
+<tr class="separator:afa996f8c6897a2e40f3e5b44a26db0e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1ec68f0382342bfd8e7de9d823239247"><td class="memItemLeft" align="right" valign="top">static bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a1ec68f0382342bfd8e7de9d823239247">read_samples</a> (std::istream &amp;in, Eigen::MatrixXd &amp;samples, <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html">stan_csv_timing</a> &amp;timing)</td></tr>
+<tr class="separator:a1ec68f0382342bfd8e7de9d823239247"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a113f6a5169758e1c03370b0156f926e3"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="structstan_1_1io_1_1stan__csv.html">stan_csv</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a113f6a5169758e1c03370b0156f926e3">parse</a> (std::istream &amp;in)</td></tr>
+<tr class="memdesc:a113f6a5169758e1c03370b0156f926e3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Parses the file.  <a href="#a113f6a5169758e1c03370b0156f926e3"></a><br/></td></tr>
+<tr class="separator:a113f6a5169758e1c03370b0156f926e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Reads from a Stan output csv file. </p>
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00071">71</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a959ed39477ffd99a18b8ee217f6ad457"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::stan_csv_reader::stan_csv_reader </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00075">75</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a53321a2f3045ed4cec11c77413f18759"></a>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::stan_csv_reader::~stan_csv_reader </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00076">76</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a113f6a5169758e1c03370b0156f926e3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1io_1_1stan__csv.html">stan_csv</a> stan::io::stan_csv_reader::parse </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Parses the file. </p>
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00319">319</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afa996f8c6897a2e40f3e5b44a26db0e3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static bool stan::io::stan_csv_reader::read_adaptation </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html">stan_csv_adaptation</a> &amp;&#160;</td>
+          <td class="paramname"><em>adaptation</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00183">183</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b816d25cface2d2236069cfc54367bf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static bool stan::io::stan_csv_reader::read_header </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>header</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00155">155</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a882e750d8fb201dfa1cdb5e174f21957"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static bool stan::io::stan_csv_reader::read_metadata </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html">stan_csv_metadata</a> &amp;&#160;</td>
+          <td class="paramname"><em>metadata</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00078">78</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1ec68f0382342bfd8e7de9d823239247"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static bool stan::io::stan_csv_reader::read_samples </td>
+          <td>(</td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>in</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::MatrixXd &amp;&#160;</td>
+          <td class="paramname"><em>samples</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1io_1_1stan__csv__timing.html">stan_csv_timing</a> &amp;&#160;</td>
+          <td class="paramname"><em>timing</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00242">242</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a>, including all inherited members.</p>
+<table class="directory">
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html#a7c9a822c3aeb4f3d49dbd0ce509be573">to_vec</a>(size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6, size_t n7)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1var__context.html">stan::io::var_context</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
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+<p>A <code>var_reader</code> reads array variables of integer and floating point type by name and dimension.  
+ <a href="classstan_1_1io_1_1var__context.html#details">More...</a></p>
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+<p><code>#include &lt;<a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>&gt;</code></p>
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+<tr class="memitem:abaa6a87ecb4d45c29386f0de57b330f4"><td class="memItemLeft" align="right" valign="top">virtual bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html#abaa6a87ecb4d45c29386f0de57b330f4">contains_r</a> (const std::string &amp;name) const =0</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
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+<tr class="separator:a936afdc0abaf478ad05baaa9e5c899ed"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a5592642ebe6a9ec30cdc97c05e025456"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a16f365bd3c63c030a9fb7ef48f0b53a6"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; size_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html#a16f365bd3c63c030a9fb7ef48f0b53a6">to_vec</a> (size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6)</td></tr>
+<tr class="separator:a16f365bd3c63c030a9fb7ef48f0b53a6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7c9a822c3aeb4f3d49dbd0ce509be573"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; size_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html#a7c9a822c3aeb4f3d49dbd0ce509be573">to_vec</a> (size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6, size_t n7)</td></tr>
+<tr class="separator:a7c9a822c3aeb4f3d49dbd0ce509be573"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aab65fbc55030028781f4060cf8dba8b8"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; size_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html#aab65fbc55030028781f4060cf8dba8b8">to_vec</a> (size_t n1, size_t n2, size_t n3, size_t n4, size_t n5, size_t n6, size_t n7, size_t n8)</td></tr>
+<tr class="separator:aab65fbc55030028781f4060cf8dba8b8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>A <code>var_reader</code> reads array variables of integer and floating point type by name and dimension. </p>
+<p>An array's dimensionality is described by a sequence of (unsigned) integers. For instance, <code>(7, 2, 3)</code> picks out a 7 by 2 by 3 array. The empty dimensionality sequence <code>()</code> is used for scalars.</p>
+<p>Multidimensional arrays are stored in column-major order, meaning the first index changes the most quickly.</p>
+<p>If a variable has integer variables, it should return those integer values cast to floating point values when accessed through the floating-point methods. </p>
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00029">29</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4cdc64bb5dbdc26f15885fc34737752e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::var_context::add_vec </td>
+          <td>(</td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; size_t &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00113">113</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a57b4df63029aa81a4ee3e93899722068"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool stan::io::var_context::contains_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified variable name has integer values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if an integer variable of the specified name is defined. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#a1865fdffc3451dd6460a5540c8e0912e">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abaa6a87ecb4d45c29386f0de57b330f4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool stan::io::var_context::contains_r </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified variable name is defined. </p>
+<p>This method should return <code>true</code> even if the values are all integers.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the variable exists with real values. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#ac531d67fb8a74300ebbe014dfe367706">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a445c05ee5f0fbe9548cdbdc7b08d31f1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::vector&lt;size_t&gt; stan::io::var_context::dims_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the dimensions of the specified floating point variable. </p>
+<p>If the variable doesn't exist (or if it is a scalar), the return result should be the empty vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sequence of dimensions for the variable. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#a1bdf386abd7e81a9a287c6a59a48eac9">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae1e90fd2b90b43267a5ab1c1b5cf880a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::vector&lt;size_t&gt; stan::io::var_context::dims_r </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the dimensions for the specified floating point variable. </p>
+<p>If the variable doesn't exist or if it is a scalar, the return result should be the empty vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sequence of dimensions for the variable. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#ad1a19a706880befca7fe4a3c4dc4a39f">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2b1417a3a4b012539392eb6f44e8f059"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::io::var_context::names_i </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a list of the names of the integer variables in the context. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">names</td><td>Vector to store the list of names in. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#a965e639a5884ffd40d3849c8a706e145">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9161afdc65cf035209fcb3da96f3affe"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::io::var_context::names_r </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a list of the names of the floating point variables in the context. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">names</td><td>Vector to store the list of names in. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#a4c287f947ed4205be9115f8d4dbffb0d">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4dead4b7dda5bc87bbc73f95fbc5cc14"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00178">178</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramname"><em>n1</em></td><td>)</td>
+          <td></td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00181">181</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
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+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>&#160;</td>
+        </tr>
+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00186">186</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
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+<a class="anchor" id="ae14b5a7e54016763fc3ab8f29d98b7ed"></a>
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+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
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+        </tr>
+        <tr>
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+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>&#160;</td>
+        </tr>
+        <tr>
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+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00192">192</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a936afdc0abaf478ad05baaa9e5c899ed"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n4</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00200">200</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a5592642ebe6a9ec30cdc97c05e025456"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n5</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00209">209</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
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+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n6</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00220">220</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
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+<a class="anchor" id="a7c9a822c3aeb4f3d49dbd0ce509be573"></a>
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+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n7</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00232">232</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
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+          <td class="memname">static std::vector&lt;size_t&gt; stan::io::var_context::to_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n7</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n8</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00246">246</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b4a742d7a221312bc81fc4fdd9bf011"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::var_context::validate_dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>stage</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; size_t &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims_declared</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__context_8hpp_source.html#l00123">123</a> of file <a class="el" href="var__context_8hpp_source.html">var_context.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae491a228dc66136ed04f9d22b18386d2"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::vector&lt;int&gt; stan::io::var_context::vals_i </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the integer values for the variable of the specified name in last-index-major order or the empty sequence if the variable is not defined. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sequence of integer values. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#ac9a6ba06213461f7d86c5823813de2bd">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf3c30da7aa7a81b67d0cb3a480a5295"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual std::vector&lt;double&gt; stan::io::var_context::vals_r </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point values for the variable of the specified variable name in last-index-major order. </p>
+<p>This method should cast integers to floating point values if the values of the named variable are all integers.</p>
+<p>If there is no variable of the specified name, the empty vector is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">name</td><td>Name of variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sequence of values for the named variable. </dd></dl>
+
+<p>Implemented in <a class="el" href="classstan_1_1io_1_1dump.html#aa9b7bc08c1152a313e90b74ade5338b5">stan::io::dump</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="var__context_8hpp_source.html">var_context.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1writer.html">writer</a></li>  </ul>
+</div>
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+<div class="title">stan::io::writer&lt; T &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264">cholesky_factor_unconstrain</a>(matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73">CONSTRAINT_TOLERANCE</a></td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb">corr_matrix_unconstrain</a>(matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658">corr_unconstrain</a>(T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4">cov_matrix_unconstrain</a>(matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5">data_i</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">data_r</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a5614adc99ab468fdc3957c6444df46c7">integer</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a73a1d50b227b9488dc28ee98847aa100">matrix_lb_unconstrain</a>(double lb, matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a0f4b5839e3bd701f2c586e7d31bb0dbf">matrix_lub_unconstrain</a>(double lb, double ub, matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a098679782a22794d929d982a1f1a147b">matrix_ub_unconstrain</a>(double ub, matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a1120b4bda9918cce7944b2b857bed5f9">matrix_unconstrain</a>(const matrix_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#af9e8b0cc64f52fe8b893aa68b24efe28">ordered_unconstrain</a>(vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#adf62c05a81fce5b27e1a2bdcd2eb51f3">positive_ordered_unconstrain</a>(vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1">prob_unconstrain</a>(T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a2c478d495e007c8eba20f089a089c163">row_vector_lb_unconstrain</a>(double lb, row_vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a044b59a59c26439b2bb2bc19071531d6">row_vector_lub_unconstrain</a>(double lb, double ub, row_vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#afd20cc10409dce8c8f19dd7739bf05bb">row_vector_ub_unconstrain</a>(double ub, row_vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#ac994c53580dee20c98e2734b889be4ad">row_vector_unconstrain</a>(const vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536">scalar_lb_unconstrain</a>(double lb, T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a841fbd5b6feddfbad117c3cb23f2844c">scalar_lub_unconstrain</a>(double lb, double ub, T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a0711f8ca4117ca12cdb301e40838dc74">scalar_pos_unconstrain</a>(T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a747459c1f2b0d23711d7d36f18269ed6">scalar_ub_unconstrain</a>(double ub, T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a15d75c45cfa52d103ad5660283fdde45">scalar_unconstrain</a>(T &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#ae9bc049dd109093051e7db16aa18be56">simplex_unconstrain</a>(vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#aa0f2b9b17db03235f4cd3f90092ac6d0">unit_vector_unconstrain</a>(vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#ad47362a39537ff1b5d771780ee652d2b">vector_lb_unconstrain</a>(double lb, vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a2cd367320f480096f724c2e180f6abfe">vector_lub_unconstrain</a>(double lb, double ub, vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a4d032dfecf63d6cc4f4fbe9acfbf1d26">vector_ub_unconstrain</a>(double ub, vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a5fac170691f85ce21490c654985c2880">vector_unconstrain</a>(const vector_t &amp;y)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51">writer</a>(std::vector&lt; T &gt; &amp;data_r, std::vector&lt; int &gt; &amp;data_i)</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5">~writer</a>()</td><td class="entry"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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new file mode 100644
index 00000000000..b0bc36e3b01
--- /dev/null
+++ b/doc/api/html/classstan_1_1io_1_1writer.html
@@ -0,0 +1,1616 @@
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1io.html">io</a></li><li class="navelem"><a class="el" href="classstan_1_1io_1_1writer.html">writer</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="classstan_1_1io_1_1writer-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::io::writer&lt; T &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from constrained to a sequence of constrained variables.  
+ <a href="classstan_1_1io_1_1writer.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="writer_8hpp_source.html">writer.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:aadbf07fa0a161b2037f3dfbe0548f263"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; T, <br class="typebreak"/>
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+<tr class="separator:aadbf07fa0a161b2037f3dfbe0548f263"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4f9ede8dc253f291c7a27cacd03cf542"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a></td></tr>
+<tr class="separator:a4f9ede8dc253f291c7a27cacd03cf542"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a51abce190e367fccf3c1f8ddfa3c5170"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; T, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a></td></tr>
+<tr class="separator:a51abce190e367fccf3c1f8ddfa3c5170"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a897e6e5d45368b1c69a5f773f71f03e7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a7dcb9072dd6ce295bd1c73721c339c51"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51">writer</a> (std::vector&lt; T &gt; &amp;<a class="el" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">data_r</a>, std::vector&lt; int &gt; &amp;<a class="el" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5">data_i</a>)</td></tr>
+<tr class="memdesc:a7dcb9072dd6ce295bd1c73721c339c51"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a writer that writes to the specified scalar and integer vectors.  <a href="#a7dcb9072dd6ce295bd1c73721c339c51"></a><br/></td></tr>
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+<tr class="memitem:aab627c99226cf0e3dd237512f673c8e5"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5">~writer</a> ()</td></tr>
+<tr class="memdesc:aab627c99226cf0e3dd237512f673c8e5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destroy this writer.  <a href="#aab627c99226cf0e3dd237512f673c8e5"></a><br/></td></tr>
+<tr class="separator:aab627c99226cf0e3dd237512f673c8e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afc520ab8c7f1a351ba7b8955d7045a73"><td class="memItemLeft" align="right" valign="top">std::vector&lt; T &gt; &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">data_r</a> ()</td></tr>
+<tr class="memdesc:afc520ab8c7f1a351ba7b8955d7045a73"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a reference to the underlying vector of real values that have been written.  <a href="#afc520ab8c7f1a351ba7b8955d7045a73"></a><br/></td></tr>
+<tr class="separator:afc520ab8c7f1a351ba7b8955d7045a73"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a6cf35dda98f2d8d322f337fa5e4db8c5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a reference to the underlying vector of integer values that have been written.  <a href="#a6cf35dda98f2d8d322f337fa5e4db8c5"></a><br/></td></tr>
+<tr class="separator:a6cf35dda98f2d8d322f337fa5e4db8c5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a5614adc99ab468fdc3957c6444df46c7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the specified integer to the sequence of integer values.  <a href="#a5614adc99ab468fdc3957c6444df46c7"></a><br/></td></tr>
+<tr class="separator:a5614adc99ab468fdc3957c6444df46c7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a15d75c45cfa52d103ad5660283fdde45"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified scalar.  <a href="#a15d75c45cfa52d103ad5660283fdde45"></a><br/></td></tr>
+<tr class="separator:a15d75c45cfa52d103ad5660283fdde45"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a0711f8ca4117ca12cdb301e40838dc74"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified positive-constrained scalar.  <a href="#a0711f8ca4117ca12cdb301e40838dc74"></a><br/></td></tr>
+<tr class="separator:a0711f8ca4117ca12cdb301e40838dc74"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f2596b8de12ff0a3121a6acbbf79536"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536">scalar_lb_unconstrain</a> (double lb, T &amp;y)</td></tr>
+<tr class="memdesc:a7f2596b8de12ff0a3121a6acbbf79536"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the unconstrained version of the specified input, which is constrained to be above the specified lower bound.  <a href="#a7f2596b8de12ff0a3121a6acbbf79536"></a><br/></td></tr>
+<tr class="separator:a7f2596b8de12ff0a3121a6acbbf79536"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a747459c1f2b0d23711d7d36f18269ed6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified lower-bounded value.  <a href="#a747459c1f2b0d23711d7d36f18269ed6"></a><br/></td></tr>
+<tr class="separator:a747459c1f2b0d23711d7d36f18269ed6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a841fbd5b6feddfbad117c3cb23f2844c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified value with the specified bounds.  <a href="#a841fbd5b6feddfbad117c3cb23f2844c"></a><br/></td></tr>
+<tr class="separator:a841fbd5b6feddfbad117c3cb23f2844c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a00cb858ddd90f1af498f1dfe552f2658"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658">corr_unconstrain</a> (T &amp;y)</td></tr>
+<tr class="memdesc:a00cb858ddd90f1af498f1dfe552f2658"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified correlation-constrained variable.  <a href="#a00cb858ddd90f1af498f1dfe552f2658"></a><br/></td></tr>
+<tr class="separator:a00cb858ddd90f1af498f1dfe552f2658"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a320165b59bc22f73db4898d4d4a5a7e1"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1">prob_unconstrain</a> (T &amp;y)</td></tr>
+<tr class="memdesc:a320165b59bc22f73db4898d4d4a5a7e1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained value corresponding to the specified probability value.  <a href="#a320165b59bc22f73db4898d4d4a5a7e1"></a><br/></td></tr>
+<tr class="separator:a320165b59bc22f73db4898d4d4a5a7e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:af9e8b0cc64f52fe8b893aa68b24efe28"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained vector that corresponds to the specified ascendingly ordered vector.  <a href="#af9e8b0cc64f52fe8b893aa68b24efe28"></a><br/></td></tr>
+<tr class="separator:af9e8b0cc64f52fe8b893aa68b24efe28"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:adf62c05a81fce5b27e1a2bdcd2eb51f3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained vector that corresponds to the specified postiive ascendingly ordered vector.  <a href="#adf62c05a81fce5b27e1a2bdcd2eb51f3"></a><br/></td></tr>
+<tr class="separator:adf62c05a81fce5b27e1a2bdcd2eb51f3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a5fac170691f85ce21490c654985c2880"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the specified unconstrained vector.  <a href="#a5fac170691f85ce21490c654985c2880"></a><br/></td></tr>
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+<tr class="memdesc:ac994c53580dee20c98e2734b889be4ad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the specified unconstrained vector.  <a href="#ac994c53580dee20c98e2734b889be4ad"></a><br/></td></tr>
+<tr class="separator:ac994c53580dee20c98e2734b889be4ad"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a1120b4bda9918cce7944b2b857bed5f9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the specified unconstrained matrix.  <a href="#a1120b4bda9918cce7944b2b857bed5f9"></a><br/></td></tr>
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+<tr class="memitem:ad47362a39537ff1b5d771780ee652d2b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#ad47362a39537ff1b5d771780ee652d2b">vector_lb_unconstrain</a> (double lb, <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;y)</td></tr>
+<tr class="separator:ad47362a39537ff1b5d771780ee652d2b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a2c478d495e007c8eba20f089a089c163"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a73a1d50b227b9488dc28ee98847aa100"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a73a1d50b227b9488dc28ee98847aa100">matrix_lb_unconstrain</a> (double lb, <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="separator:a73a1d50b227b9488dc28ee98847aa100"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4d032dfecf63d6cc4f4fbe9acfbf1d26"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a4d032dfecf63d6cc4f4fbe9acfbf1d26">vector_ub_unconstrain</a> (double ub, <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;y)</td></tr>
+<tr class="separator:a4d032dfecf63d6cc4f4fbe9acfbf1d26"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afd20cc10409dce8c8f19dd7739bf05bb"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#afd20cc10409dce8c8f19dd7739bf05bb">row_vector_ub_unconstrain</a> (double ub, <a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> &amp;y)</td></tr>
+<tr class="separator:afd20cc10409dce8c8f19dd7739bf05bb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a098679782a22794d929d982a1f1a147b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a098679782a22794d929d982a1f1a147b">matrix_ub_unconstrain</a> (double ub, <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="separator:a098679782a22794d929d982a1f1a147b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2cd367320f480096f724c2e180f6abfe"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a2cd367320f480096f724c2e180f6abfe">vector_lub_unconstrain</a> (double lb, double ub, <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;y)</td></tr>
+<tr class="separator:a2cd367320f480096f724c2e180f6abfe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a044b59a59c26439b2bb2bc19071531d6"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a044b59a59c26439b2bb2bc19071531d6">row_vector_lub_unconstrain</a> (double lb, double ub, <a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> &amp;y)</td></tr>
+<tr class="separator:a044b59a59c26439b2bb2bc19071531d6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0f4b5839e3bd701f2c586e7d31bb0dbf"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a0f4b5839e3bd701f2c586e7d31bb0dbf">matrix_lub_unconstrain</a> (double lb, double ub, <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="separator:a0f4b5839e3bd701f2c586e7d31bb0dbf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa0f2b9b17db03235f4cd3f90092ac6d0"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#aa0f2b9b17db03235f4cd3f90092ac6d0">unit_vector_unconstrain</a> (<a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;y)</td></tr>
+<tr class="memdesc:aa0f2b9b17db03235f4cd3f90092ac6d0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained vector corresponding to the specified unit_vector value.  <a href="#aa0f2b9b17db03235f4cd3f90092ac6d0"></a><br/></td></tr>
+<tr class="separator:aa0f2b9b17db03235f4cd3f90092ac6d0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae9bc049dd109093051e7db16aa18be56"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#ae9bc049dd109093051e7db16aa18be56">simplex_unconstrain</a> (<a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;y)</td></tr>
+<tr class="memdesc:ae9bc049dd109093051e7db16aa18be56"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the unconstrained vector corresponding to the specified simplex value.  <a href="#ae9bc049dd109093051e7db16aa18be56"></a><br/></td></tr>
+<tr class="separator:ae9bc049dd109093051e7db16aa18be56"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae96ed09cbcd87375c712e20503894264"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264">cholesky_factor_unconstrain</a> (<a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="memdesc:ae96ed09cbcd87375c712e20503894264"><td class="mdescLeft">&#160;</td><td class="mdescRight">Writes the unconstrained Cholesky factor corresponding to the specified constrained matrix.  <a href="#ae96ed09cbcd87375c712e20503894264"></a><br/></td></tr>
+<tr class="separator:ae96ed09cbcd87375c712e20503894264"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2f9bb2387b552311a613cc00391e6bb4"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4">cov_matrix_unconstrain</a> (<a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="memdesc:a2f9bb2387b552311a613cc00391e6bb4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Writes the unconstrained covariance matrix corresponding to the specified constrained correlation matrix.  <a href="#a2f9bb2387b552311a613cc00391e6bb4"></a><br/></td></tr>
+<tr class="separator:a2f9bb2387b552311a613cc00391e6bb4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af26ec20d15ff3a57ab0e1a87579decbb"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb">corr_matrix_unconstrain</a> (<a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;y)</td></tr>
+<tr class="memdesc:af26ec20d15ff3a57ab0e1a87579decbb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Writes the unconstrained correlation matrix corresponding to the specified constrained correlation matrix.  <a href="#af26ec20d15ff3a57ab0e1a87579decbb"></a><br/></td></tr>
+<tr class="separator:af26ec20d15ff3a57ab0e1a87579decbb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a028f6ddc6fd884c8be9cdb5e17d49d73"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73">CONSTRAINT_TOLERANCE</a></td></tr>
+<tr class="memdesc:a028f6ddc6fd884c8be9cdb5e17d49d73"><td class="mdescLeft">&#160;</td><td class="mdescRight">This is the tolerance for checking arithmetic bounds in rank and in simplexes.  <a href="#a028f6ddc6fd884c8be9cdb5e17d49d73"></a><br/></td></tr>
+<tr class="separator:a028f6ddc6fd884c8be9cdb5e17d49d73"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+class stan::io::writer&lt; T &gt;</h3>
+
+<p>A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from constrained to a sequence of constrained variables. </p>
+<p>This class converts constrained values to unconstrained values with mappings that invert those defined in <code><a class="el" href="classstan_1_1io_1_1reader.html" title="A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calcula...">stan::io::reader</a></code> to convert unconstrained values to constrained values.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Basic scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00024">24</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a897e6e5d45368b1c69a5f773f71f03e7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Array&lt;T,Eigen::Dynamic,1&gt; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00034">34</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aadbf07fa0a161b2037f3dfbe0548f263"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00030">30</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a51abce190e367fccf3c1f8ddfa3c5170"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00032">32</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f9ede8dc253f291c7a27cacd03cf542"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00031">31</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a7dcb9072dd6ce295bd1c73721c339c51"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::<a class="el" href="classstan_1_1io_1_1writer.html">writer</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>data_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>data_i</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a writer that writes to the specified scalar and integer vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">data_r</td><td>Scalar values. </td></tr>
+    <tr><td class="paramname">data_i</td><td>Integer values. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00049">49</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab627c99226cf0e3dd237512f673c8e5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::~<a class="el" href="classstan_1_1io_1_1writer.html">writer</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this writer. </p>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00061">61</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ae96ed09cbcd87375c712e20503894264"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::cholesky_factor_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Writes the unconstrained Cholesky factor corresponding to the specified constrained matrix. </p>
+<p>The unconstraining operation is the inverse of the constraining operation in <code>cov_matrix_constrain(Matrix&lt;T,Dynamic,Dynamic)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Constrained covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y has no elements or if it is not square </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00375">375</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af26ec20d15ff3a57ab0e1a87579decbb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::corr_matrix_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Writes the unconstrained correlation matrix corresponding to the specified constrained correlation matrix. </p>
+<p>The unconstraining operation is the inverse of the constraining operation in <code>corr_matrix_constrain(Matrix&lt;T,Dynamic,Dynamic)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Constrained correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the correlation matrix has no elements or is not a square matrix. </td></tr>
+    <tr><td class="paramname">std::runtime_error</td><td>if the correlation matrix cannot be factorized by <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">factor_cov_matrix()</a> or if the sds returned by <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">factor_cov_matrix()</a> on log scale are unconstrained. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00427">427</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a00cb858ddd90f1af498f1dfe552f2658"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::corr_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified correlation-constrained variable. </p>
+<p>The unconstraining transform is <code>atanh(y)</code>, which reverses the transfrom in <code><a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain()</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Correlation value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is not between -1.0 and 1.0 </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00176">176</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f9bb2387b552311a613cc00391e6bb4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::cov_matrix_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Writes the unconstrained covariance matrix corresponding to the specified constrained correlation matrix. </p>
+<p>The unconstraining operation is the inverse of the constraining operation in <code>cov_matrix_constrain(Matrix&lt;T,Dynamic,Dynamic)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Constrained covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y has no elements or if it is not square </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00395">395</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6cf35dda98f2d8d322f337fa5e4db8c5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt;&amp; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::data_i </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the underlying vector of integer values that have been written. </p>
+<dl class="section return"><dt>Returns</dt><dd>Values that have been written. </dd></dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00080">80</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afc520ab8c7f1a351ba7b8955d7045a73"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt;&amp; <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::data_r </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the underlying vector of real values that have been written. </p>
+<dl class="section return"><dt>Returns</dt><dd>Values that have been written. </dd></dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00069">69</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5614adc99ab468fdc3957c6444df46c7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::integer </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the specified integer to the sequence of integer values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Integer to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00089">89</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a73a1d50b227b9488dc28ee98847aa100"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::matrix_lb_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00284">284</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0f4b5839e3bd701f2c586e7d31bb0dbf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::matrix_lub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00313">313</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a098679782a22794d929d982a1f1a147b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::matrix_ub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00298">298</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1120b4bda9918cce7944b2b857bed5f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::matrix_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the specified unconstrained matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Matrix to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00270">270</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9e8b0cc64f52fe8b893aa68b24efe28"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::ordered_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained vector that corresponds to the specified ascendingly ordered vector. </p>
+<p>The unconstraining transform is defined for input vector <code>y</code> to produce an output vector <code>x</code> of the same size, defined by <code>x[0] = log(y[0])</code> and by <code>x[k] = log(y[k] - y[k-1])</code> for <code>k &gt; 0</code>. This unconstraining transform inverts the constraining transform specified in <code>ordered_constrain(size_t)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Ascendingly ordered vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained vector corresponding to the specified vector. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if vector is not in ascending order. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00210">210</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf62c05a81fce5b27e1a2bdcd2eb51f3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::positive_ordered_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained vector that corresponds to the specified postiive ascendingly ordered vector. </p>
+<p>The unconstraining transform is defined for input vector <code>y</code> to produce an output vector <code>x</code> of the same size, defined by <code>x[0] = log(y[0])</code> and by <code>x[k] = log(y[k] - y[k-1])</code> for <code>k &gt; 0</code>. This unconstraining transform inverts the constraining transform specified in <code>positive_ordered_constrain(size_t)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Positive ascendingly ordered vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained vector corresponding to the specified vector. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if vector is not in ascending order. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00234">234</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a320165b59bc22f73db4898d4d4a5a7e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::prob_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified probability value. </p>
+<p>The unconstraining transform is <code>logit(y)</code>, which inverts the constraining transform defined in <code><a class="el" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">prob_constrain()</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Probability value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is not between 0.0 and 1.0 </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00191">191</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2c478d495e007c8eba20f089a089c163"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::row_vector_lb_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00280">280</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a044b59a59c26439b2bb2bc19071531d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::row_vector_lub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00309">309</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd20cc10409dce8c8f19dd7739bf05bb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::row_vector_ub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00294">294</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac994c53580dee20c98e2734b889be4ad"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::row_vector_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the specified unconstrained vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Vector to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00260">260</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f2596b8de12ff0a3121a6acbbf79536"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::scalar_lb_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained version of the specified input, which is constrained to be above the specified lower bound. </p>
+<p>The unconstraining transform is <code>log(y - lb)</code>, which inverts the constraining transform defined in <code>reader::scalar_lb_constrain(double)</code>,</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">y</td><td>Lower-bounded value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is lower than the lower bound provided. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00132">132</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a841fbd5b6feddfbad117c3cb23f2844c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::scalar_lub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified value with the specified bounds. </p>
+<p>The unconstraining transform is given by <code>reader::logit((y-L)/(U-L))</code>, which inverts the constraining transform defined in <code>scalar_lub_constrain(double,double)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+    <tr><td class="paramname">y</td><td>Bounded value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is not between the lower and upper bounds </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00162">162</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0711f8ca4117ca12cdb301e40838dc74"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::scalar_pos_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified positive-constrained scalar. </p>
+<p>The transformation applied is <code>log(y)</code>, which is the inverse of constraining transform specified in <code><a class="el" href="classstan_1_1io_1_1reader.html#a45d5a9c201fb25c44f1bba987e64d387" title="Return the next scalar, transformed to be positive.">reader::scalar_pos_constrain()</a></code>.</p>
+<p>This method will fail if the argument is not non-negative.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>The positive value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is negative. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00115">115</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a747459c1f2b0d23711d7d36f18269ed6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::scalar_ub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified lower-bounded value. </p>
+<p>The unconstraining transform is <code>log(ub - y)</code>, which reverses the constraining transform defined in <code>reader::scalar_ub_constrain(double)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+    <tr><td class="paramname">y</td><td>Constrained value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if y is higher than the upper bound provided. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00146">146</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a15d75c45cfa52d103ad5660283fdde45"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::scalar_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained value corresponding to the specified scalar. </p>
+<p>Here, the unconstrain operation is a no-op, which matches <code><a class="el" href="classstan_1_1io_1_1reader.html#a1436d19aa2acb5c139f7abccda0245c0" title="Return the next scalar.">reader::scalar_constrain()</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>The value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00100">100</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae9bc049dd109093051e7db16aa18be56"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::simplex_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained vector corresponding to the specified simplex value. </p>
+<p>If the specified constrained simplex is of size <code>K</code>, the returned unconstrained vector is of size <code>K-1</code>.</p>
+<p>The transform takes <code>y = y[1],...,y[K]</code> and produces the unconstrained vector. This inverts the constraining transform of <code>simplex_constrain(size_t)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Simplex constrained value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained value. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the vector is not a simplex. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00357">357</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa0f2b9b17db03235f4cd3f90092ac6d0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::unit_vector_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the unconstrained vector corresponding to the specified unit_vector value. </p>
+<p>If the specified constrained unit_vector is of size <code>K</code>, the returned unconstrained vector is of size <code>K-1</code>.</p>
+<p>The transform takes <code>y = y[1],...,y[K]</code> and produces the unconstrained vector. This inverts the constraining transform of <code>unit_vector_constrain(size_t)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Simplex constrained value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained value. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the vector is not a unit_vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00335">335</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad47362a39537ff1b5d771780ee652d2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::vector_lb_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00276">276</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cd367320f480096f724c2e180f6abfe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::vector_lub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00305">305</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d032dfecf63d6cc4f4fbe9acfbf1d26"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::vector_ub_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00290">290</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5fac170691f85ce21490c654985c2880"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::vector_unconstrain </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Write the specified unconstrained vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Vector to write. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00250">250</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a028f6ddc6fd884c8be9cdb5e17d49d73"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">const double <a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer</a>&lt; T &gt;::CONSTRAINT_TOLERANCE</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>This is the tolerance for checking arithmetic bounds in rank and in simplexes. </p>
+<p>The current value is <code>1E-8</code>. </p>
+
+<p>Definition at line <a class="el" href="writer_8hpp_source.html#l00040">40</a> of file <a class="el" href="writer_8hpp_source.html">writer.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="writer_8hpp_source.html">writer.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<table cellspacing="0" cellpadding="0">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
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+<!-- end header part -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">LDLT_factor< double, R, C ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::LDLT_factor&lt; double, R, C &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aa41484403512f2b107922d0d7fc5c63d">_ldltP</a></td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#adf662c7112e7274e630e07d7ac14c78a">cols</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">compute</a>(const Eigen::Matrix&lt; double, R, C &gt; &amp;A)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">inverse</a>(Eigen::Matrix&lt; double, R, C &gt; &amp;invA) const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ab710d201cf60112e05283a2b57c3547c">LDLT_factor</a>()</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a88d83ef1c8b2536fc47c2e822aabaee2">LDLT_factor</a>(const Eigen::Matrix&lt; double, R, C &gt; &amp;A)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">log_abs_det</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aef6f29f77406d69af69d903b629e96dd">N_</a></td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a481dd3025ce906d56ab57d6f33759426">rows</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a226a632082480f5715a8ef2979719fa1">size_type</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">solve</a>(const Eigen::MatrixBase&lt; Rhs &gt; &amp;b) const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aed238516181016209dbe39a879146092">solveRight</a>(const Eigen::Matrix&lt; double, R, C &gt; &amp;B) const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">success</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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new file mode 100644
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">LDLT_factor< double, R, C ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::LDLT_factor&lt; double, R, C &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a226a632082480f5715a8ef2979719fa1"><td class="memItemLeft" align="right" valign="top">typedef size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a226a632082480f5715a8ef2979719fa1">size_type</a></td></tr>
+<tr class="separator:a226a632082480f5715a8ef2979719fa1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:ab710d201cf60112e05283a2b57c3547c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ab710d201cf60112e05283a2b57c3547c">LDLT_factor</a> ()</td></tr>
+<tr class="separator:ab710d201cf60112e05283a2b57c3547c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a88d83ef1c8b2536fc47c2e822aabaee2"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a88d83ef1c8b2536fc47c2e822aabaee2">LDLT_factor</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;A)</td></tr>
+<tr class="separator:a88d83ef1c8b2536fc47c2e822aabaee2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:add76e21a65bdd840ca67d24531612573"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">compute</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;A)</td></tr>
+<tr class="separator:add76e21a65bdd840ca67d24531612573"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a98215f2467d234354d398ec3e415dfce"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">success</a> () const </td></tr>
+<tr class="separator:a98215f2467d234354d398ec3e415dfce"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8c2f622cdd10422db6d9470c7799a189"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">log_abs_det</a> () const </td></tr>
+<tr class="separator:a8c2f622cdd10422db6d9470c7799a189"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac4f64ce4ad745b09bbb59113697760f4"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">inverse</a> (Eigen::Matrix&lt; double, R, C &gt; &amp;invA) const </td></tr>
+<tr class="separator:ac4f64ce4ad745b09bbb59113697760f4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1974a3e67f6d9aa1d1cdfe803a7aaaef"><td class="memTemplParams" colspan="2">template&lt;typename Rhs &gt; </td></tr>
+<tr class="memitem:a1974a3e67f6d9aa1d1cdfe803a7aaaef"><td class="memTemplItemLeft" align="right" valign="top">const <br class="typebreak"/>
+Eigen::internal::solve_retval<br class="typebreak"/>
+&lt; Eigen::LDLT&lt; Eigen::Matrix<br class="typebreak"/>
+&lt; double, R, C &gt; &gt;, Rhs &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">solve</a> (const Eigen::MatrixBase&lt; Rhs &gt; &amp;b) const </td></tr>
+<tr class="separator:a1974a3e67f6d9aa1d1cdfe803a7aaaef"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aed238516181016209dbe39a879146092"><td class="memItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, R, C &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aed238516181016209dbe39a879146092">solveRight</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;B) const </td></tr>
+<tr class="separator:aed238516181016209dbe39a879146092"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a481dd3025ce906d56ab57d6f33759426"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a481dd3025ce906d56ab57d6f33759426">rows</a> () const </td></tr>
+<tr class="separator:a481dd3025ce906d56ab57d6f33759426"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adf662c7112e7274e630e07d7ac14c78a"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#adf662c7112e7274e630e07d7ac14c78a">cols</a> () const </td></tr>
+<tr class="separator:adf662c7112e7274e630e07d7ac14c78a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:aef6f29f77406d69af69d903b629e96dd"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aef6f29f77406d69af69d903b629e96dd">N_</a></td></tr>
+<tr class="separator:aef6f29f77406d69af69d903b629e96dd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa41484403512f2b107922d0d7fc5c63d"><td class="memItemLeft" align="right" valign="top">boost::shared_ptr&lt; Eigen::LDLT<br class="typebreak"/>
+&lt; Eigen::Matrix&lt; double, R, C &gt; &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aa41484403512f2b107922d0d7fc5c63d">_ldltP</a></td></tr>
+<tr class="separator:aa41484403512f2b107922d0d7fc5c63d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;int R, int C&gt;<br/>
+class stan::math::LDLT_factor&lt; double, R, C &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00019">19</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a226a632082480f5715a8ef2979719fa1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef size_t stan::math::LDLT_factor&lt; double, R, C &gt;::<a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a226a632082480f5715a8ef2979719fa1">size_type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00064">64</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ab710d201cf60112e05283a2b57c3547c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::math::LDLT_factor&lt; double, R, C &gt;::<a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a88d83ef1c8b2536fc47c2e822aabaee2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::math::LDLT_factor&lt; double, R, C &gt;::<a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="adf662c7112e7274e630e07d7ac14c78a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::LDLT_factor&lt; double, R, C &gt;::cols </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00062">62</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add76e21a65bdd840ca67d24531612573"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::LDLT_factor&lt; double, R, C &gt;::compute </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00028">28</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4f64ce4ad745b09bbb59113697760f4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::LDLT_factor&lt; double, R, C &gt;::inverse </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>invA</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00046">46</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c2f622cdd10422db6d9470c7799a189"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::LDLT_factor&lt; double, R, C &gt;::log_abs_det </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00042">42</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a481dd3025ce906d56ab57d6f33759426"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::LDLT_factor&lt; double, R, C &gt;::rows </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00061">61</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1974a3e67f6d9aa1d1cdfe803a7aaaef"></a>
+<div class="memitem">
+<div class="memproto">
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+template&lt;int R, int C&gt; </div>
+<div class="memtemplate">
+template&lt;typename Rhs &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::internal::solve_retval&lt;Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt;, Rhs&gt; stan::math::LDLT_factor&lt; double, R, C &gt;::solve </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::MatrixBase&lt; Rhs &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00053">53</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed238516181016209dbe39a879146092"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,R,C&gt; stan::math::LDLT_factor&lt; double, R, C &gt;::solveRight </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00057">57</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a98215f2467d234354d398ec3e415dfce"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::LDLT_factor&lt; double, R, C &gt;::success </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00034">34</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aa41484403512f2b107922d0d7fc5c63d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::shared_ptr&lt; Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt; &gt; stan::math::LDLT_factor&lt; double, R, C &gt;::_ldltP</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00067">67</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aef6f29f77406d69af69d903b629e96dd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::LDLT_factor&lt; double, R, C &gt;::N_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00066">66</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<table cellspacing="0" cellpadding="0">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+
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+        name="MSearchResults" id="MSearchResults">
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+</div>
+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">LDLT_factor< stan::agrad::var, R, C ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ac161188fa80c04c2affb499c81e8b3bd">_alloc</a></td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a00df49ca9dbf61b2f6b1fc6c991c1fb9">cols</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#adea90c563014600ac9d7aa05056db56d">compute</a>(const Eigen::Matrix&lt; stan::agrad::var, R, C &gt; &amp;A)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#abdc7a01f87ac33c781d58a2d5ed2fd26">LDLT_factor</a>()</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a86525804bc537ac3a74297484626d45a">LDLT_factor</a>(const Eigen::Matrix&lt; stan::agrad::var, R, C &gt; &amp;A)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a94d5fa0c327e9f55e1fc90734040c845">solve</a>(const Eigen::MatrixBase&lt; Rhs &gt; &amp;b) const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html">LDLT_factor< stan::agrad::var, R, C ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ad21eca557d202a3f2f1db369f08afb89"><td class="memItemLeft" align="right" valign="top">typedef size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ad21eca557d202a3f2f1db369f08afb89">size_type</a></td></tr>
+<tr class="separator:ad21eca557d202a3f2f1db369f08afb89"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:abdc7a01f87ac33c781d58a2d5ed2fd26"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#abdc7a01f87ac33c781d58a2d5ed2fd26">LDLT_factor</a> ()</td></tr>
+<tr class="separator:abdc7a01f87ac33c781d58a2d5ed2fd26"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a86525804bc537ac3a74297484626d45a"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a86525804bc537ac3a74297484626d45a">LDLT_factor</a> (const Eigen::Matrix&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt; &amp;A)</td></tr>
+<tr class="separator:a86525804bc537ac3a74297484626d45a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adea90c563014600ac9d7aa05056db56d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#adea90c563014600ac9d7aa05056db56d">compute</a> (const Eigen::Matrix&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt; &amp;A)</td></tr>
+<tr class="separator:adea90c563014600ac9d7aa05056db56d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a94d5fa0c327e9f55e1fc90734040c845"><td class="memTemplParams" colspan="2">template&lt;typename Rhs &gt; </td></tr>
+<tr class="memitem:a94d5fa0c327e9f55e1fc90734040c845"><td class="memTemplItemLeft" align="right" valign="top">const <br class="typebreak"/>
+Eigen::internal::solve_retval<br class="typebreak"/>
+&lt; Eigen::LDLT&lt; Eigen::Matrix<br class="typebreak"/>
+&lt; double, R, C &gt; &gt;, Rhs &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a94d5fa0c327e9f55e1fc90734040c845">solve</a> (const Eigen::MatrixBase&lt; Rhs &gt; &amp;b) const </td></tr>
+<tr class="separator:a94d5fa0c327e9f55e1fc90734040c845"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa9e011b37205e0bfa198c9f032d19edb"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#aa9e011b37205e0bfa198c9f032d19edb">success</a> () const </td></tr>
+<tr class="separator:aa9e011b37205e0bfa198c9f032d19edb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6ed9e0cd72d929449d5257f11b7aad45"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a6ed9e0cd72d929449d5257f11b7aad45">rows</a> () const </td></tr>
+<tr class="separator:a6ed9e0cd72d929449d5257f11b7aad45"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a00df49ca9dbf61b2f6b1fc6c991c1fb9"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a00df49ca9dbf61b2f6b1fc6c991c1fb9">cols</a> () const </td></tr>
+<tr class="separator:a00df49ca9dbf61b2f6b1fc6c991c1fb9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:ac161188fa80c04c2affb499c81e8b3bd"><td class="memItemLeft" align="right" valign="top">stan::agrad::LDLT_alloc&lt; R, C &gt; *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ac161188fa80c04c2affb499c81e8b3bd">_alloc</a></td></tr>
+<tr class="separator:ac161188fa80c04c2affb499c81e8b3bd"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;int R, int C&gt;<br/>
+class stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00056">56</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="ad21eca557d202a3f2f1db369f08afb89"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef size_t stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::<a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ad21eca557d202a3f2f1db369f08afb89">size_type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00084">84</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="abdc7a01f87ac33c781d58a2d5ed2fd26"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::<a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a86525804bc537ac3a74297484626d45a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::<a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00059">59</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a00df49ca9dbf61b2f6b1fc6c991c1fb9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::cols </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00082">82</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adea90c563014600ac9d7aa05056db56d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::compute </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00061">61</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ed9e0cd72d929449d5257f11b7aad45"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::rows </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00081">81</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a94d5fa0c327e9f55e1fc90734040c845"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<div class="memtemplate">
+template&lt;typename Rhs &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::internal::solve_retval&lt;Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt;, Rhs&gt; stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::solve </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::MatrixBase&lt; Rhs &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00069">69</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa9e011b37205e0bfa198c9f032d19edb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::success </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00073">73</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ac161188fa80c04c2affb499c81e8b3bd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::agrad::LDLT_alloc&lt;R,C&gt;* stan::math::LDLT_factor&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, R, C &gt;::_alloc</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00086">86</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html#afb44f3c753ac1373482e123df612a266">accumulator</a>()</td><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html#ad18efaeb75a21c93ea9ca77ca99a8747">add</a>(const T &amp;x)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf">sum</a>()</td><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html#a298d4088fbfdfca98d2c8e36a5ea4f1c">~accumulator</a>()</td><td class="entry"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator&lt; T &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1accumulator-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::accumulator&lt; T &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Class to accumulate values and eventually return their sum.  
+ <a href="classstan_1_1math_1_1accumulator.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:afb44f3c753ac1373482e123df612a266"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1accumulator.html#afb44f3c753ac1373482e123df612a266">accumulator</a> ()</td></tr>
+<tr class="memdesc:afb44f3c753ac1373482e123df612a266"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct an accumulator.  <a href="#afb44f3c753ac1373482e123df612a266"></a><br/></td></tr>
+<tr class="separator:afb44f3c753ac1373482e123df612a266"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a298d4088fbfdfca98d2c8e36a5ea4f1c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1accumulator.html#a298d4088fbfdfca98d2c8e36a5ea4f1c">~accumulator</a> ()</td></tr>
+<tr class="separator:a298d4088fbfdfca98d2c8e36a5ea4f1c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad18efaeb75a21c93ea9ca77ca99a8747"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1accumulator.html#ad18efaeb75a21c93ea9ca77ca99a8747">add</a> (const T &amp;x)</td></tr>
+<tr class="memdesc:ad18efaeb75a21c93ea9ca77ca99a8747"><td class="mdescLeft">&#160;</td><td class="mdescRight">Add the specified value to the buffer.  <a href="#ad18efaeb75a21c93ea9ca77ca99a8747"></a><br/></td></tr>
+<tr class="separator:ad18efaeb75a21c93ea9ca77ca99a8747"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a289e9e869da8e29e78fa6c6c5bb9bddf"><td class="memItemLeft" align="right" valign="top">T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf">sum</a> ()</td></tr>
+<tr class="memdesc:a289e9e869da8e29e78fa6c6c5bb9bddf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sum of the accumulated values.  <a href="#a289e9e869da8e29e78fa6c6c5bb9bddf"></a><br/></td></tr>
+<tr class="separator:a289e9e869da8e29e78fa6c6c5bb9bddf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+class stan::math::accumulator&lt; T &gt;</h3>
+
+<p>Class to accumulate values and eventually return their sum. </p>
+<p>If no values are ever added, the return value is 0.</p>
+<p>This class is useful for speeding up auto-diff of long sums because it uses the <code><a class="el" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf" title="Return the sum of the accumulated values.">sum()</a></code> operation (either from <code><a class="el" href="namespacestan_1_1math.html" title="Matrices and templated mathematical functions.">stan::math</a></code> or one defined by argument-dependent lookup.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar added </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="accumulator_8hpp_source.html#l00021">21</a> of file <a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="afb44f3c753ac1373482e123df612a266"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator</a>&lt; T &gt;::<a class="el" href="classstan_1_1math_1_1accumulator.html">accumulator</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct an accumulator. </p>
+
+<p>Definition at line <a class="el" href="accumulator_8hpp_source.html#l00029">29</a> of file <a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a298d4088fbfdfca98d2c8e36a5ea4f1c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator</a>&lt; T &gt;::~<a class="el" href="classstan_1_1math_1_1accumulator.html">accumulator</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="accumulator_8hpp_source.html#l00033">33</a> of file <a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ad18efaeb75a21c93ea9ca77ca99a8747"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator</a>&lt; T &gt;::add </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Add the specified value to the buffer. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value to add. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="accumulator_8hpp_source.html#l00040">40</a> of file <a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a289e9e869da8e29e78fa6c6c5bb9bddf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T <a class="el" href="classstan_1_1math_1_1accumulator.html">stan::math::accumulator</a>&lt; T &gt;::sum </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sum of the accumulated values. </p>
+<dl class="section return"><dt>Returns</dt><dd>Sum of accumulated values. </dd></dl>
+
+<p>Definition at line <a class="el" href="accumulator_8hpp_source.html#l00049">49</a> of file <a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="accumulator_8hpp_source.html">accumulator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<script type="text/javascript" src="jquery.js"></script>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, S &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a0c10cc8d25cff8c90c8bbecf3cd054a1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; S &gt;::type x)</td></tr>
+<tr class="separator:a0c10cc8d25cff8c90c8bbecf3cd054a1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abdd1705b880895c4e32e917fad70fb0b"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view.html#abdd1705b880895c4e32e917fad70fb0b">operator[]</a> (int n) const </td></tr>
+<tr class="separator:abdd1705b880895c4e32e917fad70fb0b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab20467423ddb3b3e45513abb8e4a21d3"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">size</a> () const </td></tr>
+<tr class="separator:ab20467423ddb3b3e45513abb8e4a21d3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, typename S&gt;<br/>
+class stan::math::seq_view&lt; T, S &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00043">43</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a0c10cc8d25cff8c90c8bbecf3cd054a1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, S &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; S &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00047">47</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="abdd1705b880895c4e32e917fad70fb0b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, S &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00051">51</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab20467423ddb3b3e45513abb8e4a21d3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, S &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00054">54</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a57ab58ed09da14b8efcf83b9d1528b88">seq_view</a>(typename pass_type&lt; Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::type x)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a8c830a8c9c9c431a71a89cf4b996b27e">size</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">seq_view< T, Eigen::Matrix< S, 1, Eigen::Dynamic > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a57ab58ed09da14b8efcf83b9d1528b88"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a57ab58ed09da14b8efcf83b9d1528b88">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::type x)</td></tr>
+<tr class="separator:a57ab58ed09da14b8efcf83b9d1528b88"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aafd342f1f6f9851fd8f8e3494b36068e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#aafd342f1f6f9851fd8f8e3494b36068e">operator[]</a> (int n) const </td></tr>
+<tr class="separator:aafd342f1f6f9851fd8f8e3494b36068e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8c830a8c9c9c431a71a89cf4b996b27e"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a8c830a8c9c9c431a71a89cf4b996b27e">size</a> () const </td></tr>
+<tr class="separator:a8c830a8c9c9c431a71a89cf4b996b27e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, typename S&gt;<br/>
+class stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00078">78</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a57ab58ed09da14b8efcf83b9d1528b88"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
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+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00082">82</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aafd342f1f6f9851fd8f8e3494b36068e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00086">86</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c830a8c9c9c431a71a89cf4b996b27e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00089">89</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ae570c324a14b81a018475195a77e4430"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ae570c324a14b81a018475195a77e4430">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;::type x)</td></tr>
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+<tr class="memitem:a6466225a392d75a98f0ae43c5f001820"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a6466225a392d75a98f0ae43c5f001820">operator[]</a> (int n) const </td></tr>
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+<tr class="memitem:a3284abfb2471ad555d43a8693658c5ec"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a3284abfb2471ad555d43a8693658c5ec">size</a> () const </td></tr>
+<tr class="separator:a3284abfb2471ad555d43a8693658c5ec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, typename S&gt;<br/>
+class stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00060">60</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ae570c324a14b81a018475195a77e4430"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;::type&#160;</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00064">64</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6466225a392d75a98f0ae43c5f001820"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00068">68</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3284abfb2471ad555d43a8693658c5ec"></a>
+<div class="memitem">
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+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00071">71</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html">seq_view< T, Eigen::Matrix< S, Eigen::Dynamic, Eigen::Dynamic > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_085212abef8028c93e19b6c8ba8c0204d.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a706e3bea5d58f77fd9d6d427e64aa370"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a706e3bea5d58f77fd9d6d427e64aa370">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;::type x)</td></tr>
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+<tr class="memitem:ab45edf39aad64a4093db924b02322af9"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#ab45edf39aad64a4093db924b02322af9">operator[]</a> (int n) const </td></tr>
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+<tr class="memitem:a07185ddaf17963a5724ddc2c62208922"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07185ddaf17963a5724ddc2c62208922">size</a> () const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, typename S&gt;<br/>
+class stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00098">98</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a706e3bea5d58f77fd9d6d427e64aa370"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
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+        <tr>
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+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00102">102</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ab45edf39aad64a4093db924b02322af9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00106">106</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
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+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00109">109</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_085212abef8028c93e19b6c8ba8c0204d.html b/doc/api/html/classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_085212abef8028c93e19b6c8ba8c0204d.html
new file mode 100644
index 00000000000..42bcea9dd80
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>, including all inherited members.</p>
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diff --git a/doc/api/html/classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html b/doc/api/html/classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html
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+<tr class="separator:a42ff5c63f8f83390fc7c585b41c0d5ed"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acfe4d699397a114cabd8d970e569aac6"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#acfe4d699397a114cabd8d970e569aac6">operator[]</a> (int n) const </td></tr>
+<tr class="separator:acfe4d699397a114cabd8d970e569aac6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3a6031049d11ce5429727dcbe5e29130"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a3a6031049d11ce5429727dcbe5e29130">size</a> () const </td></tr>
+<tr class="separator:a3a6031049d11ce5429727dcbe5e29130"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, typename S&gt;<br/>
+class stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00116">116</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a42ff5c63f8f83390fc7c585b41c0d5ed"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; S &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; S &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00121">121</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="acfe4d699397a114cabd8d970e569aac6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; S &gt; &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00126">126</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3a6031049d11ce5429727dcbe5e29130"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; S &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00129">129</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">operator[]</a>(int n) const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a2e9627b1092238710ed116adc7c1cab5">seq_view</a>(typename pass_type&lt; std::vector&lt; T &gt; &gt;::type x)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">size</a>() const </td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+</div>
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+<div class="header">
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt; Class Template Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a2e9627b1092238710ed116adc7c1cab5"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a2e9627b1092238710ed116adc7c1cab5">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; T &gt; &gt;::type x)</td></tr>
+<tr class="separator:a2e9627b1092238710ed116adc7c1cab5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afe1bd346e72ac6adc53826801a7e54f2"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">operator[]</a> (int n) const </td></tr>
+<tr class="separator:afe1bd346e72ac6adc53826801a7e54f2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3f616444293b86fdb17272494c88cc4c"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">size</a> () const </td></tr>
+<tr class="separator:a3f616444293b86fdb17272494c88cc4c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+class stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00137">137</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a2e9627b1092238710ed116adc7c1cab5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; T &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; T &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00141">141</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afe1bd346e72ac6adc53826801a7e54f2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; T &gt; &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00145">145</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a3f616444293b86fdb17272494c88cc4c"></a>
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; T &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00148">148</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ac35e60cb3f9e9f4dde81b8ed3b532a2b">seq_view</a>(typename pass_type&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::type x)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  Stan Development Team.
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html">seq_view< T, std::vector< std::vector< T > > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:ac35e60cb3f9e9f4dde81b8ed3b532a2b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ac35e60cb3f9e9f4dde81b8ed3b532a2b">seq_view</a> (typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::type x)</td></tr>
+<tr class="separator:ac35e60cb3f9e9f4dde81b8ed3b532a2b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa8d34d4dd171acbd81d642aea1b8b61e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; T &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#aa8d34d4dd171acbd81d642aea1b8b61e">operator[]</a> (int n) const </td></tr>
+<tr class="separator:aa8d34d4dd171acbd81d642aea1b8b61e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab81a7a5c2de89631c7aec2ab701854a1"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ab81a7a5c2de89631c7aec2ab701854a1">size</a> () const </td></tr>
+<tr class="separator:ab81a7a5c2de89631c7aec2ab701854a1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+class stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00156">156</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ac35e60cb3f9e9f4dde81b8ed3b532a2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype">typename <a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00161">161</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa8d34d4dd171acbd81d642aea1b8b61e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;T&gt;::type <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::operator[] </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00165">165</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab81a7a5c2de89631c7aec2ab701854a1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00168">168</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#ad82423565c559cd4e889350bc204319b">seq_view</a>(pass_type&lt; std::vector&lt; int &gt; &gt;::type x)</td><td class="entry"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table></div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html">seq_view< double, std::vector< int > ></a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ad82423565c559cd4e889350bc204319b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#ad82423565c559cd4e889350bc204319b">seq_view</a> (<a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; int &gt; &gt;::type x)</td></tr>
+<tr class="separator:ad82423565c559cd4e889350bc204319b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a05bbd23ec952656521365f99d575a64c"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; double &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#a05bbd23ec952656521365f99d575a64c">operator[]</a> (int n) const </td></tr>
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+<tr class="memitem:af56447dd766a3a5a9d6c97b0a2de9563"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#af56447dd766a3a5a9d6c97b0a2de9563">size</a> () const </td></tr>
+<tr class="separator:af56447dd766a3a5a9d6c97b0a2de9563"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+class stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00174">174</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ad82423565c559cd4e889350bc204319b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; double, std::vector&lt; int &gt; &gt;::<a class="el" href="classstan_1_1math_1_1seq__view.html">seq_view</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt; std::vector&lt; int &gt; &gt;::type&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00178">178</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a05bbd23ec952656521365f99d575a64c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00181">181</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af56447dd766a3a5a9d6c97b0a2de9563"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">int <a class="el" href="classstan_1_1math_1_1seq__view.html">stan::math::seq_view</a>&lt; double, std::vector&lt; int &gt; &gt;::size </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00184">184</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">adapt_dense_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">adapting</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">base_adapter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(int depth, Eigen::VectorXd &amp;rho, ps_point *z_init_parent, ps_point &amp;z_propose, nuts_util &amp;util)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">compute_criterion</a>(ps_point &amp;start, dense_e_point &amp;finish, Eigen::VectorXd &amp;rho)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">dense_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">disengage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">engage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a78b53fec4bef5a7ba2e7531f416ba3a1">get_covar_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stepsize_covar_adapter</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#ac74d2958a5e578cdd10e844237e36500">~adapt_dense_e_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__dense__e__nuts.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__dense__e__nuts.html
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+<title>Stan: stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt; Class Template Reference</title>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">adapt_dense_e_nuts</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
+</div><!--header-->
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+<p><code>#include &lt;<a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1adapt__dense__e__nuts.png" usemap="#stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;_map" alt=""/>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a7f2a7a4f48cbc0f7667f01e9045e069a"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">adapt_dense_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="separator:ac74d2958a5e578cdd10e844237e36500"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aac70c0c7dc28e85fa793176e0f05b2e0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1dense__e__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1dense__e__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a556e5c4e0ddf32b50ccd4bae8cb54e22 inherit pub_methods_classstan_1_1mcmc_1_1dense__e__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">dense_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="memitem:aceabaf9d1acdf64b0d084e354ede9564 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
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+<tr class="memitem:ae79f7f88b5156db27898504be9560a49 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a> (std::ostream &amp;o)</td></tr>
+<tr class="separator:ae79f7f88b5156db27898504be9560a49 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="separator:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="adapt__dense__e__nuts_8hpp_source.html#l00016">16</a> of file <a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a7f2a7a4f48cbc0f7667f01e9045e069a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">adapt_dense_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__dense__e__nuts_8hpp_source.html#l00021">21</a> of file <a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac74d2958a5e578cdd10e844237e36500"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">adapt_dense_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__dense__e__nuts_8hpp_source.html#l00027">27</a> of file <a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aac70c0c7dc28e85fa793176e0f05b2e0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__dense__e__nuts_8hpp_source.html#l00052">52</a> of file <a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18ea2702c10597236f0ea359f251c9f5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html">stan::mcmc::adapt_dense_e_nuts</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__dense__e__nuts_8hpp_source.html#l00029">29</a> of file <a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="adapt__dense__e__nuts_8hpp_source.html">adapt_dense_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stepsize_covar_adapter</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a406a335276134a2f86fa3e4c24925e4f">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#ae81ad6f37f41e6a587c36e9e369a425f">~adapt_dense_e_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">adapt_dense_e_static_hmc</a></li>  </ul>
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+<div class="dynheader">
+Inheritance diagram for stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.png" usemap="#stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;_map" alt=""/>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a7d57f187b6877982cf329800e47b5370"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a7d57f187b6877982cf329800e47b5370">adapt_dense_e_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="memitem:a406a335276134a2f86fa3e4c24925e4f"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a406a335276134a2f86fa3e4c24925e4f">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
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+<tr class="memitem:a82b0383814a0aa603f06651c562ac649"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">disengage_adaptation</a> ()</td></tr>
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+<tr class="memitem:a42697249fbc38355195528383ad7d08f inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a> (const double e, const int l)</td></tr>
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+<tr class="memitem:a0219d73bf44be4797b47c150d349d261 inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a> (const double e)</td></tr>
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+<tr class="memitem:a0f7bee31ab516375f70c8b1857ecc095 inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a> ()</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a8c414cb92694b17a02b3d2a799499870 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="memitem:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a> (std::ostream *o)</td></tr>
+<tr class="separator:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab03fa8ffe91879f8bd8b364641c4de5a inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a> (std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td></tr>
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+<tr class="memitem:abcf75357ef756a2c74f9855386b3be47 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a> (std::vector&lt; double &gt; &amp;values)</td></tr>
+<tr class="separator:abcf75357ef756a2c74f9855386b3be47 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af14724fbb8065467b10deeb4134c6e74 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a> (const Eigen::VectorXd &amp;q)</td></tr>
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+<tr class="memitem:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a> ()</td></tr>
+<tr class="separator:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7b9f7a04975626ce6ea23a81d903b325 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a> ()</td></tr>
+<tr class="separator:a7b9f7a04975626ce6ea23a81d903b325 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a33aa7f0e7d733ca915e5bb4b77117fd1 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a> ()</td></tr>
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+<tr class="memitem:a6e9333e00268e9ea5e0145a17bfbe4d2 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a> ()</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__mcmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td></tr>
+<tr class="memitem:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a> (std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="separator:a999c963237aa4af863b691f1843b25bc inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a9aba8c876cb1207ce110ae95e90308e9 inherit pub_methods_classstan_1_1mcmc_1_1stepsize__covar__adapter"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stepsize_covar_adapter</a> (int n)</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html#l00017">17</a> of file <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a7d57f187b6877982cf329800e47b5370"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">adapt_dense_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html#l00022">22</a> of file <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae81ad6f37f41e6a587c36e9e369a425f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">adapt_dense_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html#l00028">28</a> of file <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a82b0383814a0aa603f06651c562ac649"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html#l00055">55</a> of file <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a406a335276134a2f86fa3e4c24925e4f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html">stan::mcmc::adapt_dense_e_static_hmc</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html#l00030">30</a> of file <a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">adapt_dense_e_static_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(int depth, Eigen::VectorXd &amp;rho, ps_point *z_init_parent, ps_point &amp;z_propose, nuts_util &amp;util)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">compute_criterion</a>(ps_point &amp;start, diag_e_point &amp;finish, Eigen::VectorXd &amp;rho)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">diag_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">disengage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">engage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#af38b99277aa2cf9af8bbf69c1e683c0a">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a63d086dbff4db90650091784bd48e54a">get_var_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a9de24f09147a18ab6974426a518ba691">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a1599b792341a655efeeebadf15c08d63">stepsize_var_adapter</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a53e11fcb574220f40be06e43e7744a74">~adapt_diag_e_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__diag__e__nuts.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__diag__e__nuts.html
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">adapt_diag_e_nuts</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1mcmc_1_1adapt__diag__e__nuts-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1adapt__diag__e__nuts.png" usemap="#stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;_map" alt=""/>
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+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8e2eb81bdeed65fb1cdf8512643c5247"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a8e2eb81bdeed65fb1cdf8512643c5247">adapt_diag_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
+<tr class="separator:a8e2eb81bdeed65fb1cdf8512643c5247"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a53e11fcb574220f40be06e43e7744a74"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab1732e3ce940a436110a7cf8a0f17aac"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
+<tr class="separator:ab1732e3ce940a436110a7cf8a0f17aac"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6b7d857c9b602525cbdddf78f18f5f52"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">disengage_adaptation</a> ()</td></tr>
+<tr class="separator:a6b7d857c9b602525cbdddf78f18f5f52"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1diag__e__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1diag__e__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a2adb4853ab835ff95474e593750cc4f7 inherit pub_methods_classstan_1_1mcmc_1_1diag__e__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">diag_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
+<tr class="separator:a2adb4853ab835ff95474e593750cc4f7 inherit pub_methods_classstan_1_1mcmc_1_1diag__e__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a61f9db95ebdc67274cdea0f479dc0a5e inherit pub_methods_classstan_1_1mcmc_1_1diag__e__nuts"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">compute_criterion</a> (<a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;start, <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;finish, Eigen::VectorXd &amp;rho)</td></tr>
+<tr class="separator:a61f9db95ebdc67274cdea0f479dc0a5e inherit pub_methods_classstan_1_1mcmc_1_1diag__e__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:a84f3b26c2dd43965496766cdd6ba1245 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a> ()</td></tr>
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+<tr class="memitem:aabe0eae0ae8241775760102c74053e6c inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a> (std::ostream &amp;o)</td></tr>
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+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
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+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="adapt__diag__e__nuts_8hpp_source.html#l00021">21</a> of file <a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a>.</p>
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+<a class="anchor" id="a53e11fcb574220f40be06e43e7744a74"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">adapt_diag_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__diag__e__nuts_8hpp_source.html#l00027">27</a> of file <a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6b7d857c9b602525cbdddf78f18f5f52"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__diag__e__nuts_8hpp_source.html#l00052">52</a> of file <a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab1732e3ce940a436110a7cf8a0f17aac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html">stan::mcmc::adapt_diag_e_nuts</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__diag__e__nuts_8hpp_source.html#l00029">29</a> of file <a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="adapt__diag__e__nuts_8hpp_source.html">adapt_diag_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>, including all inherited members.</p>
+<table class="directory">
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">_err_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">_stepsize_adaptation</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">_var_adaptation</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a08c8c79cc0a4c5fcfc8a2be30b9ab858">adapt_diag_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">adapting</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">base_adapter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">diag_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">disengage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">engage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#af38b99277aa2cf9af8bbf69c1e683c0a">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a63d086dbff4db90650091784bd48e54a">get_var_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a9de24f09147a18ab6974426a518ba691">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a1599b792341a655efeeebadf15c08d63">stepsize_var_adapter</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html">stan::mcmc::stepsize_var_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a4f2a2e5b2046f456483ef4eed6aa7822">~adapt_diag_e_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html
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+<tr class="memitem:afcc9890fefe667daf023826a054324b3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">disengage_adaptation</a> ()</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1diag__e__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1diag__e__static__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a> (std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__adapter"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__adapter')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html#l00017">17</a> of file <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a08c8c79cc0a4c5fcfc8a2be30b9ab858"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">adapt_diag_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html#l00022">22</a> of file <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f2a2e5b2046f456483ef4eed6aa7822"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">adapt_diag_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html#l00028">28</a> of file <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afcc9890fefe667daf023826a054324b3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html#l00055">55</a> of file <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1dfaa6a5fe56df79856bc2f3789e9895"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html">stan::mcmc::adapt_diag_e_static_hmc</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html#l00030">30</a> of file <a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">adapt_diag_e_static_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">stepsize_adapter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">unit_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a615794e2c10bcda9dd7f3aba29903f28">~adapt_unit_e_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__unit__e__nuts.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__unit__e__nuts.html
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">adapt_unit_e_nuts</a></li>  </ul>
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+Inheritance diagram for stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;:</div>
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+ <div class="center">
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+<tr class="memitem:ad1130b322d697d62f7d8d3fbef6ee17f"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
+<tr class="separator:ad1130b322d697d62f7d8d3fbef6ee17f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7024d8a1794d7d3afa01a7cc92e1a734"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">disengage_adaptation</a> ()</td></tr>
+<tr class="separator:a7024d8a1794d7d3afa01a7cc92e1a734"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1unit__e__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1unit__e__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a0e74025d0c07dee2edc39b43d6fa85be inherit pub_methods_classstan_1_1mcmc_1_1unit__e__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">unit_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:aabe0eae0ae8241775760102c74053e6c inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a> (std::ostream &amp;o)</td></tr>
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+<tr class="memitem:abfa3f7a87c96c0021bbd4e9a87ad9f4b inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a> (int depth, Eigen::VectorXd &amp;rho, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> *z_init_parent, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;z_propose, <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a> &amp;util)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a> (std::ostream *o)</td></tr>
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+<tr class="memitem:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a> ()</td></tr>
+<tr class="separator:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7b9f7a04975626ce6ea23a81d903b325 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a> ()</td></tr>
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+<tr class="memitem:ad9ecfad54327ebceea08415e8b1514c3 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a> (const double e)</td></tr>
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+<tr class="memitem:a33aa7f0e7d733ca915e5bb4b77117fd1 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a> ()</td></tr>
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+<tr class="memitem:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a> (std::ostream *o, std::ostream *e)</td></tr>
+<tr class="separator:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7c8f525f093ac911bab10f619e7736fe inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a> ()</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="adapt__unit__e__nuts_8hpp_source.html#l00016">16</a> of file <a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a65a0e3a8ff345164784d1c411c1d685f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">adapt_unit_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__unit__e__nuts_8hpp_source.html#l00021">21</a> of file <a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a615794e2c10bcda9dd7f3aba29903f28"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">adapt_unit_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__unit__e__nuts_8hpp_source.html#l00025">25</a> of file <a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a7024d8a1794d7d3afa01a7cc92e1a734"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__unit__e__nuts_8hpp_source.html#l00038">38</a> of file <a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad1130b322d697d62f7d8d3fbef6ee17f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html">stan::mcmc::adapt_unit_e_nuts</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__unit__e__nuts_8hpp_source.html#l00027">27</a> of file <a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="adapt__unit__e__nuts_8hpp_source.html">adapt_unit_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">adapt_unit_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">adapting</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">base_adapter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">disengage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">engage_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html">stan::mcmc::base_adapter</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">stepsize_adapter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">unit_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a4001b78d765ab895a38b569ec915d9f6">~adapt_unit_e_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html
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@@ -0,0 +1,375 @@
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">adapt_unit_e_static_hmc</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
+</div><!--header-->
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+<p><code>#include &lt;<a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.png" usemap="#stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;_map" alt=""/>
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+</map>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:ab6e501da21dace8ba4deb0378df2e74f"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">adapt_unit_e_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="separator:a3b2afe0cec71096e356ac100014c9073"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1unit__e__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1unit__e__static__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="separator:a08b235a3894d765791330ab7b0c5d473 inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a26e2e7facb3998237644d7320c8db501 inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a> (std::ostream *o)</td></tr>
+<tr class="separator:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="separator:a90fa0670ef5e51de2534f25c0a34a2c7 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1stepsize__adapter"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1stepsize__adapter')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stan::mcmc::stepsize_adapter</a></td></tr>
+<tr class="memitem:a560cd9f56401167b284e7eb36e58cbec inherit pro_attribs_classstan_1_1mcmc_1_1stepsize__adapter"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html#l00017">17</a> of file <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ab6e501da21dace8ba4deb0378df2e74f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">adapt_unit_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html#l00022">22</a> of file <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4001b78d765ab895a38b569ec915d9f6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">adapt_unit_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html#l00026">26</a> of file <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3b2afe0cec71096e356ac100014c9073"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc</a>&lt; M, BaseRNG &gt;::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>.</p>
+
+<p>Definition at line <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html#l00041">41</a> of file <a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7db6fa5aedf5f35ceadca297f28f9914"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html">stan::mcmc::adapt_unit_e_static_hmc</a>&lt; M, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
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+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">adapt_unit_e_static_hmc.hpp</a></li>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</ul>
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+<tr class="memitem:aef437ec008b42d9364f0165bd783a4de"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">_adapt_flag</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00008">8</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00012">12</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a56b7bacc5a6d31b2e0d0d2dc8f096cb7"></a>
+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">bool stan::mcmc::base_adapter::adapting </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00017">17</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
+
+</div>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_adapter::disengage_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00015">15</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00014">14</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aef437ec008b42d9364f0165bd783a4de"></a>
+<div class="memitem">
+<div class="memproto">
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+<p>Definition at line <a class="el" href="base__adapter_8hpp_source.html#l00021">21</a> of file <a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="base__adapter_8hpp_source.html">base_adapter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-methods">Protected Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1mcmc_1_1base__hamiltonian-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt; Class Template Reference<span class="mlabels"><span class="mlabel">abstract</span></span></div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:aff93f8e3e83acfe9b8e6f88ed1a63c85"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#aff93f8e3e83acfe9b8e6f88ed1a63c85">base_hamiltonian</a> (M &amp;m, std::ostream *e)</td></tr>
+<tr class="separator:aff93f8e3e83acfe9b8e6f88ed1a63c85"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a16a9150dc16c40c1e137ff1462f1d53f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4f3adba6ad80e9b538e57bd655362eee"><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4f3adba6ad80e9b538e57bd655362eee">T</a> (P &amp;z)=0</td></tr>
+<tr class="separator:a4f3adba6ad80e9b538e57bd655362eee"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a833128e107a090d7b285ca34a80c6881"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a> (P &amp;z)</td></tr>
+<tr class="separator:a833128e107a090d7b285ca34a80c6881"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a12c9833e59b1aa7455872ebffe0819ce"><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a12c9833e59b1aa7455872ebffe0819ce">tau</a> (P &amp;z)=0</td></tr>
+<tr class="separator:a12c9833e59b1aa7455872ebffe0819ce"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4daa5d6148f56985b92397eb637868d8"><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">phi</a> (P &amp;z)=0</td></tr>
+<tr class="separator:a4daa5d6148f56985b92397eb637868d8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abb069ceb36c44afad1ba03f97e8a097d"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#abb069ceb36c44afad1ba03f97e8a097d">H</a> (P &amp;z)</td></tr>
+<tr class="separator:abb069ceb36c44afad1ba03f97e8a097d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af61e96b9766092a3c161a020f440785d"><td class="memItemLeft" align="right" valign="top">virtual const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#af61e96b9766092a3c161a020f440785d">dtau_dq</a> (P &amp;z)=0</td></tr>
+<tr class="separator:af61e96b9766092a3c161a020f440785d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a52f1eecd0e71160cbe496af89ecb163e"><td class="memItemLeft" align="right" valign="top">virtual const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">dtau_dp</a> (P &amp;z)=0</td></tr>
+<tr class="separator:a52f1eecd0e71160cbe496af89ecb163e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4ac1d9af0360d98a5f5725752d784d26"><td class="memItemLeft" align="right" valign="top">virtual const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">dphi_dq</a> (P &amp;z)=0</td></tr>
+<tr class="separator:a4ac1d9af0360d98a5f5725752d784d26"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3207510e682d531885cc65e91b7e9af9"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">sample_p</a> (P &amp;z, BaseRNG &amp;rng)=0</td></tr>
+<tr class="separator:a3207510e682d531885cc65e91b7e9af9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a43a6071f6c711fc9e2980515c3223d10"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a43a6071f6c711fc9e2980515c3223d10">init</a> (P &amp;z)</td></tr>
+<tr class="separator:a43a6071f6c711fc9e2980515c3223d10"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a72b6cc15dc1f074e871fbd77c3d49ed8"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">update</a> (P &amp;z)</td></tr>
+<tr class="separator:a72b6cc15dc1f074e871fbd77c3d49ed8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-methods"></a>
+Protected Member Functions</h2></td></tr>
+<tr class="memitem:a119fab9e5829911ccfb31a5f7ec1f30b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a119fab9e5829911ccfb31a5f7ec1f30b">_write_error_msg</a> (std::ostream *error_msgs, const std::domain_error &amp;e)</td></tr>
+<tr class="separator:a119fab9e5829911ccfb31a5f7ec1f30b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a7c187e854abd5b0aca8726cbfab86a21"><td class="memItemLeft" align="right" valign="top">M &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">_model</a></td></tr>
+<tr class="separator:a7c187e854abd5b0aca8726cbfab86a21"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7db84e905cea2560e6a223656594c393"><td class="memItemLeft" align="right" valign="top">std::ostream *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7db84e905cea2560e6a223656594c393">_err_stream</a></td></tr>
+<tr class="separator:a7db84e905cea2560e6a223656594c393"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, typename P, typename BaseRNG&gt;<br/>
+class stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00017">17</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aff93f8e3e83acfe9b8e6f88ed1a63c85"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00021">21</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16a9150dc16c40c1e137ff1462f1d53f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00022">22</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a119fab9e5829911ccfb31a5f7ec1f30b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::_write_error_msg </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>error_msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::domain_error &amp;&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00062">62</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ac1d9af0360d98a5f5725752d784d26"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::dphi_dq </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a52f1eecd0e71160cbe496af89ecb163e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::dtau_dp </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a42125a6efb109bad98202343bd4f16dc">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a02386e255cd255f066f9620d3dbb41f3">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a7f21e1814aac56a2be51674b07f70744">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af61e96b9766092a3c161a020f440785d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::dtau_dq </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#acb07208943a4c9a73baa825e5c164b5c">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#af03722a421a4b8f8a21fb2f4ae65d98e">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abb069ceb36c44afad1ba03f97e8a097d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::H </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00030">30</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a43a6071f6c711fc9e2980515c3223d10"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::init </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00041">41</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4daa5d6148f56985b92397eb637868d8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual double <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::phi </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a132d41ed5cea3b3f4e83f4d27f6e0984">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#aab16db232dd37b1227032249d01dd0b5">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#af866a9fc23c184997591e3377ad6e2bb">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3207510e682d531885cc65e91b7e9af9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::sample_p </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a6226a2831ba574b3219536c5c3b31d42">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f3adba6ad80e9b538e57bd655362eee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual double <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::T </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a02cdb81d16115734815790a5dc5e6c90">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a12c9833e59b1aa7455872ebffe0819ce"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual double <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::tau </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a80d1467817d80ee50aca96b4f5b85146">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#ad8b4d7e8c1cdfb0b98520bc6b6b3c5a2">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a428fcc506d11bfc227125153ef3e87d4">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72b6cc15dc1f074e871fbd77c3d49ed8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::update </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00043">43</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a833128e107a090d7b285ca34a80c6881"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::V </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00025">25</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a7db84e905cea2560e6a223656594c393"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream* <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::_err_stream</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00060">60</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7c187e854abd5b0aca8726cbfab86a21"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M, typename P, typename BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">M&amp; <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian</a>&lt; M, P, BaseRNG &gt;::_model</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hamiltonian_8hpp_source.html#l00058">58</a> of file <a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/hamiltonians/<a class="el" href="base__hamiltonian_8hpp_source.html">base_hamiltonian.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">base_hmc</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">transition</a>(sample &amp;init_sample)=0</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">pure virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a2555bcff40b4656f370c751bfe06e9ab">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4c30ef76ab8e9f78e46b1984b29c7f26">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+Inheritance diagram for stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;:</div>
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+ <div class="center">
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+<tr class="memitem:a8c414cb92694b17a02b3d2a799499870"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt;<br/>
+class stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00020">20</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8c414cb92694b17a02b3d2a799499870"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">base_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00024">24</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6e9333e00268e9ea5e0145a17bfbe4d2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_current_stepsize </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00117">117</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33aa7f0e7d733ca915e5bb4b77117fd1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_nominal_stepsize </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00115">115</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab03fa8ffe91879f8bd8b364641c4de5a"></a>
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_diagnostic_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>model_names</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a439ab0edaa1e186e5c0639dd30a367c7">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00042">42</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abcf75357ef756a2c74f9855386b3be47"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_diagnostics </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00047">47</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a17660d32d37d39df87f49ed0e8f97262"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_stepsize_jitter </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00123">123</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ec1af08b215fda50b23dade2aa615a8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::init_stepsize </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00055">55</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ac766b0cce7b20168fb576cc7b399af"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::sample_stepsize </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00125">125</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af14724fbb8065467b10deeb4134c6e74"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::seed </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>q</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00051">51</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad9ecfad54327ebceea08415e8b1514c3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_nominal_stepsize </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>e</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00111">111</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa049a77cf8131f53a707a3a976fa3c11"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_stepsize_jitter </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>j</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00119">119</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a84c87e49136f89f49511bf46b2001f2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::write_sampler_state </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a10f416fdcd1a9eb9aab56f63c0fda786">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00036">36</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b9f7a04975626ce6ea23a81d903b325"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">P&amp; <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::z </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00109">109</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a0d4321fe558ad0295196d79c5525a777"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_epsilon</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00143">143</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1eb0217fe58fa1a2e4d0691831f062d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_epsilon_jitter</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00144">144</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a1181763cca26e4cde7db08023709bceb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">H&lt;M, BaseRNG&gt; <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_hamiltonian</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00135">135</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a2f9b84971fc6b6ef1e46ff480b514240"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">I&lt;H&lt;M, BaseRNG&gt;, P&gt; <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_integrator</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00134">134</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a514b2e6f2d9481218709b1a16747f8a6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_nom_epsilon</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00142">142</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a06d0bc3d17266ca80823487f6a6e1180"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">BaseRNG&amp; <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_rand_int</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00137">137</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
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+</div>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::uniform_01&lt;BaseRNG&amp;&gt; <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_rand_uniform</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00140">140</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
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+        </tr>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="base__hmc_8hpp_source.html#l00133">133</a> of file <a class="el" href="base__hmc_8hpp_source.html">base_hmc.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this class was generated from the following file:<ul>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<a href="classstan_1_1mcmc_1_1base__integrator-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::base_integrator&lt; H, P &gt; Class Template Reference<span class="mlabels"><span class="mlabel">abstract</span></span></div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="base__integrator_8hpp_source.html">base_integrator.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::base_integrator&lt; H, P &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1base__integrator.png" usemap="#stan::mcmc::base_integrator&lt; H, P &gt;_map" alt=""/>
+  <map id="stan::mcmc::base_integrator&lt; H, P &gt;_map" name="stan::mcmc::base_integrator&lt; H, P &gt;_map">
+<area href="classstan_1_1mcmc_1_1base__leapfrog.html" alt="stan::mcmc::base_leapfrog&lt; H, P &gt;" shape="rect" coords="0,56,217,80"/>
+<area href="classstan_1_1mcmc_1_1expl__leapfrog.html" alt="stan::mcmc::expl_leapfrog&lt; H, P &gt;" shape="rect" coords="0,112,217,136"/>
+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:aca59e40275dc1404de7077455e267d3d"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">base_integrator</a> (std::ostream *o)</td></tr>
+<tr class="separator:aca59e40275dc1404de7077455e267d3d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9462d1729356a62c9d3264c81bfe2ea8"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a9462d1729356a62c9d3264c81bfe2ea8">evolve</a> (P &amp;z, H &amp;hamiltonian, const double epsilon)=0</td></tr>
+<tr class="separator:a9462d1729356a62c9d3264c81bfe2ea8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a4cc219f3069be428aa6a74c01d08d333"><td class="memItemLeft" align="right" valign="top">std::ostream *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a></td></tr>
+<tr class="separator:a4cc219f3069be428aa6a74c01d08d333"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename H, typename P&gt;<br/>
+class stan::mcmc::base_integrator&lt; H, P &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__integrator_8hpp_source.html#l00011">11</a> of file <a class="el" href="base__integrator_8hpp_source.html">base_integrator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aca59e40275dc1404de7077455e267d3d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator</a>&lt; H, P &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">base_integrator</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__integrator_8hpp_source.html#l00015">15</a> of file <a class="el" href="base__integrator_8hpp_source.html">base_integrator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a9462d1729356a62c9d3264c81bfe2ea8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator</a>&lt; H, P &gt;::evolve </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">stan::mcmc::base_leapfrog&lt; unit_e_metric&lt; M, BaseRNG &gt;, unit_e_point &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">stan::mcmc::base_leapfrog&lt; dense_e_metric&lt; M, BaseRNG &gt;, dense_e_point &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">stan::mcmc::base_leapfrog&lt; diag_e_metric&lt; M, BaseRNG &gt;, diag_e_point &gt;</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a4cc219f3069be428aa6a74c01d08d333"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream* <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator</a>&lt; H, P &gt;::_out_stream</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__integrator_8hpp_source.html#l00021">21</a> of file <a class="el" href="base__integrator_8hpp_source.html">base_integrator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/integrators/<a class="el" href="base__integrator_8hpp_source.html">base_integrator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectname">Stan
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">evolve</a>(P &amp;z, H &amp;hamiltonian, const double epsilon)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">update_q</a>(P &amp;z, H &amp;hamiltonian, double epsilon)=0</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">pure virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">verbose_evolve</a>(P &amp;z, H &amp;hamiltonian, const double epsilon)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">base_leapfrog</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1mcmc_1_1base__leapfrog-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::base_leapfrog&lt; H, P &gt; Class Template Reference<span class="mlabels"><span class="mlabel">abstract</span></span></div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="base__leapfrog_8hpp_source.html">base_leapfrog.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::base_leapfrog&lt; H, P &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1base__leapfrog.png" usemap="#stan::mcmc::base_leapfrog&lt; H, P &gt;_map" alt=""/>
+  <map id="stan::mcmc::base_leapfrog&lt; H, P &gt;_map" name="stan::mcmc::base_leapfrog&lt; H, P &gt;_map">
+<area href="classstan_1_1mcmc_1_1base__integrator.html" alt="stan::mcmc::base_integrator&lt; H, P &gt;" shape="rect" coords="0,0,217,24"/>
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+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a633d75fe0c95602fe6546e5a2cb217ae"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a633d75fe0c95602fe6546e5a2cb217ae">base_leapfrog</a> (std::ostream *o)</td></tr>
+<tr class="separator:a633d75fe0c95602fe6546e5a2cb217ae"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aeaa5e375882c8792817432d5fb83cf1b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">evolve</a> (P &amp;z, H &amp;hamiltonian, const double epsilon)</td></tr>
+<tr class="separator:aeaa5e375882c8792817432d5fb83cf1b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a514877fc7879757485b997d90074393d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">verbose_evolve</a> (P &amp;z, H &amp;hamiltonian, const double epsilon)</td></tr>
+<tr class="separator:a514877fc7879757485b997d90074393d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a32f9d6a2fdca2ac0b81941bece5ada93"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">begin_update_p</a> (P &amp;z, H &amp;hamiltonian, double epsilon)=0</td></tr>
+<tr class="separator:a32f9d6a2fdca2ac0b81941bece5ada93"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aafd8bbf5fcf3ac4246ce798bbe085098"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">update_q</a> (P &amp;z, H &amp;hamiltonian, double epsilon)=0</td></tr>
+<tr class="separator:aafd8bbf5fcf3ac4246ce798bbe085098"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4e043d1858bcbdaa2d84af24fadf0958"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">end_update_p</a> (P &amp;z, H &amp;hamiltonian, double epsilon)=0</td></tr>
+<tr class="separator:a4e043d1858bcbdaa2d84af24fadf0958"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__integrator"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__integrator')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator&lt; H, P &gt;</a></td></tr>
+<tr class="memitem:aca59e40275dc1404de7077455e267d3d inherit pub_methods_classstan_1_1mcmc_1_1base__integrator"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">base_integrator</a> (std::ostream *o)</td></tr>
+<tr class="separator:aca59e40275dc1404de7077455e267d3d inherit pub_methods_classstan_1_1mcmc_1_1base__integrator"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__integrator"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__integrator')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator&lt; H, P &gt;</a></td></tr>
+<tr class="memitem:a4cc219f3069be428aa6a74c01d08d333 inherit pro_attribs_classstan_1_1mcmc_1_1base__integrator"><td class="memItemLeft" align="right" valign="top">std::ostream *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a></td></tr>
+<tr class="separator:a4cc219f3069be428aa6a74c01d08d333 inherit pro_attribs_classstan_1_1mcmc_1_1base__integrator"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename H, typename P&gt;<br/>
+class stan::mcmc::base_leapfrog&lt; H, P &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__leapfrog_8hpp_source.html#l00013">13</a> of file <a class="el" href="base__leapfrog_8hpp_source.html">base_leapfrog.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a633d75fe0c95602fe6546e5a2cb217ae"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">base_leapfrog</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__leapfrog_8hpp_source.html#l00017">17</a> of file <a class="el" href="base__leapfrog_8hpp_source.html">base_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a32f9d6a2fdca2ac0b81941bece5ada93"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::begin_update_p </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">stan::mcmc::expl_leapfrog&lt; unit_e_metric&lt; M, BaseRNG &gt;, unit_e_point &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">stan::mcmc::expl_leapfrog&lt; dense_e_metric&lt; M, BaseRNG &gt;, dense_e_point &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">stan::mcmc::expl_leapfrog&lt; diag_e_metric&lt; M, BaseRNG &gt;, diag_e_point &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4e043d1858bcbdaa2d84af24fadf0958"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::end_update_p </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">stan::mcmc::expl_leapfrog&lt; unit_e_metric&lt; M, BaseRNG &gt;, unit_e_point &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">stan::mcmc::expl_leapfrog&lt; dense_e_metric&lt; M, BaseRNG &gt;, dense_e_point &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">stan::mcmc::expl_leapfrog&lt; diag_e_metric&lt; M, BaseRNG &gt;, diag_e_point &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeaa5e375882c8792817432d5fb83cf1b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::evolve </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
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+</div>
+</div>
+<a class="anchor" id="aafd8bbf5fcf3ac4246ce798bbe085098"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::update_q </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
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+        <tr>
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+
+</div>
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+<div class="memitem">
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+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog</a>&lt; H, P &gt;::verbose_evolve </td>
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+          <td class="paramname"><em>z</em>, </td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">H &amp;&#160;</td>
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+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="base__leapfrog_8hpp_source.html#l00030">30</a> of file <a class="el" href="base__leapfrog_8hpp_source.html">base_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/integrators/<a class="el" href="base__leapfrog_8hpp_source.html">base_leapfrog.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="classstan_1_1mcmc_1_1base__mcmc-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::base_mcmc Class Reference<span class="mlabels"><span class="mlabel">abstract</span></span></div>  </div>
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+Protected Attributes</h2></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00013">13</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a4fb817f487dc4fe86a91acca8109ac2a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::mcmc::base_mcmc::base_mcmc </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00017">17</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7c8f525f093ac911bab10f619e7736fe"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::mcmc::base_mcmc::~base_mcmc </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00019">19</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a439ab0edaa1e186e5c0639dd30a367c7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::get_sampler_diagnostic_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>model_names</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00035">35</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d3f7f318891d813a1b3f78a194aa060"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::get_sampler_diagnostics </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00038">38</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca923f3231a9487745a999d95b5923ce"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::get_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00029">29</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af599911f5d38fbf91c4a475b0d27c1b6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::get_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00031">31</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a999c963237aa4af863b691f1843b25bc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::mcmc::base_mcmc::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00023">23</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb8c38a588d49495a6dc2bb22d3eb435"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual <a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> stan::mcmc::base_mcmc::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a406a335276134a2f86fa3e4c24925e4f">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2555bcff40b4656f370c751bfe06e9ab"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::write_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00025">25</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c30ef76ab8e9f78e46b1984b29c7f26"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::write_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00027">27</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a10f416fdcd1a9eb9aab56f63c0fda786"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::base_mcmc::write_sampler_state </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00033">33</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a38c1899ffa57046d3da3ac5496ac4a8e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream* stan::mcmc::base_mcmc::_err_stream</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00045">45</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad2c7124c9b80002735c5db2b7aecf482"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::mcmc::base_mcmc::_name</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00038">38</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab021a0550faee8630a30990d7ebf7b88"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream* stan::mcmc::base_mcmc::_out_stream</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__mcmc_8hpp_source.html#l00044">44</a> of file <a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="base__mcmc_8hpp_source.html">base_mcmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>, including all inherited members.</p>
+<table class="directory">
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">_err_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">_max_delta</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">_max_depth</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">_n_divergent</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(int depth, Eigen::VectorXd &amp;rho, ps_point *z_init_parent, ps_point &amp;z_propose, nuts_util &amp;util)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">compute_criterion</a>(ps_point &amp;start, P &amp;finish, Eigen::VectorXd &amp;rho)=0</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">pure virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt; Class Template Reference<span class="mlabels"><span class="mlabel">abstract</span></span></div>  </div>
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+<div class="dynheader">
+Inheritance diagram for stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a553804373eddffd3b7079fe7cf25a611"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="separator:a84f3b26c2dd43965496766cdd6ba1245"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac587ab4dc49a366f588314cffce64471"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a> (const int d)</td></tr>
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+<tr class="memitem:aceabaf9d1acdf64b0d084e354ede9564"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
+<tr class="separator:aceabaf9d1acdf64b0d084e354ede9564"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae79f7f88b5156db27898504be9560a49"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a> (std::ostream &amp;o)</td></tr>
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+<tr class="separator:aabe0eae0ae8241775760102c74053e6c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a7b804d04e40e371e8d543e78a6b1fc12"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:ac2961f3ce35af570405291a8011e1064"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:abfa3f7a87c96c0021bbd4e9a87ad9f4b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a8c414cb92694b17a02b3d2a799499870 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="memitem:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a> (std::ostream *o)</td></tr>
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+<tr class="separator:ab03fa8ffe91879f8bd8b364641c4de5a inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:abcf75357ef756a2c74f9855386b3be47 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt;<br/>
+class stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00032">32</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a553804373eddffd3b7079fe7cf25a611"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00037">37</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a84f3b26c2dd43965496766cdd6ba1245"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00042">42</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="abfa3f7a87c96c0021bbd4e9a87ad9f4b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::build_tree </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>rho</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> *&#160;</td>
+          <td class="paramname"><em>z_init_parent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z_propose</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a> &amp;&#160;</td>
+          <td class="paramname"><em>util</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00182">182</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac2961f3ce35af570405291a8011e1064"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual bool <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::compute_criterion </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>rho</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a>, <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a>, and <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#ab61a9ee4db3845a88adc78249e35c170">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a29db7ce203e322ba14d06fe99d05806e"></a>
+<div class="memitem">
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+  <tr>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::get_max_delta </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00054">54</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="aef3fb41adbe18bbd10f31be06075d0f8"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::get_max_depth </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00053">53</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1f1085f2b4bd6b4e94fbce9f43243a6c"></a>
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00167">167</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a7b804d04e40e371e8d543e78a6b1fc12"></a>
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
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+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00173">173</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::set_max_delta </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>d</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00049">49</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ac587ab4dc49a366f588314cffce64471"></a>
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::set_max_depth </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>d</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00044">44</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00056">56</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::write_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a2555bcff40b4656f370c751bfe06e9ab">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00159">159</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aabe0eae0ae8241775760102c74053e6c"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::write_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4c30ef76ab8e9f78e46b1984b29c7f26">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00163">163</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="acb7e67dd254cab229429fcead7f18248"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::_depth</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00248">248</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::_max_delta</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00250">250</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::_max_depth</td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00249">249</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
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+<div class="memitem">
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts</a>&lt; M, P, H, I, BaseRNG &gt;::_n_divergent</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00252">252</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:adc496c9b987be1297a40fa0e07e44fdf"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="separator:a101e66c9b73da1301847477ace7caebb"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a0f7bee31ab516375f70c8b1857ecc095"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a8c414cb92694b17a02b3d2a799499870 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="separator:ab03fa8ffe91879f8bd8b364641c4de5a inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-methods"></a>
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+<tr class="separator:a99f17a731044a9880298f5e254b94a69"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Protected Attributes</h2></td></tr>
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+<tr class="separator:ab021a0550faee8630a30990d7ebf7b88 inherit pro_attribs_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a38c1899ffa57046d3da3ac5496ac4a8e inherit pro_attribs_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt;<br/>
+class stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00018">18</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="adc496c9b987be1297a40fa0e07e44fdf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00022">22</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab5a4f0ef94b01b624262a2484d7047b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00026">26</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a99f17a731044a9880298f5e254b94a69"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::_update_L </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00111">111</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0f7bee31ab516375f70c8b1857ecc095"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_L </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00104">104</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a101e66c9b73da1301847477ace7caebb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">stan::mcmc::base_mcmc</a>.</p>
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+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00068">68</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a743d29144c3d7f6159995f71524abff9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00073">73</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2c983e383003ed37eccb11bcaef22179"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::get_T </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00103">103</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0219d73bf44be4797b47c150d349d261"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_nominal_stepsize </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>e</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00097">97</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a42697249fbc38355195528383ad7d08f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_nominal_stepsize_and_L </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>l</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00084">84</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a90ce61c9dce1d02419f4488efb4950a3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_nominal_stepsize_and_T </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00078">78</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7f3e3cfb7c79053aec34e27647a573a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::set_T </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>t</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00090">90</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aad1ceb75b092cdefe079b2c81275f501"></a>
+<div class="memitem">
+<div class="memproto">
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+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::transition </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00028">28</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08b235a3894d765791330ab7b0c5d473"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::write_sampler_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a2555bcff40b4656f370c751bfe06e9ab">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00060">60</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a26e2e7facb3998237644d7320c8db501"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::write_sampler_params </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reimplemented from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4c30ef76ab8e9f78e46b1984b29c7f26">stan::mcmc::base_mcmc</a>.</p>
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00064">64</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a90fa0670ef5e51de2534f25c0a34a2c7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::L_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00109">109</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="affe6fd6d44fea89db4bc396cc7f64fa9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M, class P, template&lt; class, class &gt; class H, template&lt; class, class &gt; class I, class BaseRNG&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc</a>&lt; M, P, H, I, BaseRNG &gt;::T_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="base__static__hmc_8hpp_source.html#l00108">108</a> of file <a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="base__static__hmc_8hpp_source.html">base_static_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1chains.html">chains</a></li>  </ul>
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+<div class="title">stan::mcmc::chains&lt; RNG &gt; Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">add</a>(const int chain, const Eigen::MatrixXd &amp;sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a87a66fd3d8395bd6b44e8e9fba8e4068">add</a>(const Eigen::MatrixXd &amp;sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a0c7ad1958670871f1d080d8feb8233b6">add</a>(const stan::io::stan_csv &amp;stan_csv)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a4f666226faa6abbf0083da66da0a8d10">autocorrelation</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ab1de31b2bda945c27829ac7823bef3f2">autocorrelation</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a24f75bd6ba8e24fe99b54c9226a18320">autocovariance</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a3d2a87745cfded05b30a8b517c4e5a88">autocovariance</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#afc466fb86c162616dc6db2d4a6904e81">central_interval</a>(const int chain, const int index, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a819d8aff3c3b7c40de79e493850deba3">central_interval</a>(const int index, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a3c52c722eb9f5d1bde7b27307602f592">central_interval</a>(const int chain, const std::string &amp;name, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a7dcc333dfe0d01bf595700bd72e5999f">central_interval</a>(const std::string &amp;name, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a>(const Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;param_names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a9155b524e66935f9e30bac5d6ae31a53">chains</a>(const stan::io::stan_csv &amp;stan_csv)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aaf76107a82d21ec2a1b49e436faa459b">correlation</a>(const int chain, const int index1, const int index2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a2cf11cd1b7b928ebf87d6708a0bada74">correlation</a>(const int index1, const int index2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ab581e93f8ad9222927be0ab55de4e83c">correlation</a>(const int chain, const std::string &amp;name1, const std::string &amp;name2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aa5f25ea09b915b3c768947c3e3e03bf5">correlation</a>(const std::string &amp;name1, const std::string &amp;name2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a1611771bf5fa3c15e528d26836aa2ac5">covariance</a>(const int chain, const int index1, const int index2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5bc40586bfcc5bfef6e5b6bf651608ec">covariance</a>(const int index1, const int index2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a99a0247f578644538745f03510f0f268">covariance</a>(const int chain, const std::string &amp;name1, const std::string &amp;name2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a2920dbf4b733612596fc7b306043aceb">covariance</a>(const std::string &amp;name1, const std::string &amp;name2)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a37b1a6f5c8aa8cc7ecbce3008c4638b7">effective_sample_size</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a02a748353706e1b811639d35021bfe7c">effective_sample_size</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ab87d44365c2f2a83afc9351020bfc3ed">index</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a905c53a11c08a53404379096885674ac">mean</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a9549bed51ad7dac77a4b27b849768049">mean</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5587f727e87620b9f2e9477f7517c9fa">mean</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ad53b31c4b7b3056d5e38469f3c58ed51">mean</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">num_kept_samples</a>(const int chain)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">num_kept_samples</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a371c0c26bc0b62b1d1b33019fc66b66c">num_samples</a>(const int chain)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">num_samples</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(int j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">param_names</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a56d312e2c426bff532c77b9156031023">quantile</a>(const int chain, const int index, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#adc3507c5fadc08b20d8a62278ea1403d">quantile</a>(const int index, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ad53b60119eb5c4c0b6dda5b718d10bcf">quantile</a>(const int chain, const std::string &amp;name, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a7234fcd741119e1973f1879dfee16494">quantile</a>(const std::string &amp;name, const double prob)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ad387dd810f96b6ac37efd2992fc29630">quantiles</a>(const int chain, const int index, const Eigen::VectorXd &amp;probs)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a491e846ff148541c564d7db4a0794589">quantiles</a>(const int index, const Eigen::VectorXd &amp;probs)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ab71e51ca47d8961e7a338a4275ddc718">quantiles</a>(const int chain, const std::string &amp;name, const Eigen::VectorXd &amp;probs)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5ab7f0a936ba813e9086172f2946baa4">quantiles</a>(const std::string &amp;name, const Eigen::VectorXd &amp;probs)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">samples</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aaa2edbb4814eaf82fa21bb5795008b86">samples</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a32d4494522c2cb233f48960d2ed57198">samples</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aa00ee119c518e1912e3153be0797fbaf">samples</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ab2763e38f54eb42ecaffe3202d2b945c">sd</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5a63a0830242bcb793d0b058a2037a0c">sd</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aa4d9e5490c0f67fb36f524d3398d7fdd">sd</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#add89272071040d56370525dae0a341f2">sd</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a6bb363076e9988fb98ee7241456e06b0">set_warmup</a>(const int chain, const int warmup)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a0e955cb8e43f1b9f8da98c5dff663768">set_warmup</a>(const int warmup)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aff7e664bd9451e0854d65bd8c4a6aa9d">split_potential_scale_reduction</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a2ae7c29a53d548f408ddc9a9d894d767">split_potential_scale_reduction</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ada94492fb9209194467c40ee0c70ae7e">variance</a>(const int chain, const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a2a490e9c65ef24c24d90363c762606cb">variance</a>(const int index)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5e82c2ed22640dc97e77000030cad474">variance</a>(const int chain, const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ac73d02b763998c65a573f3e3f770833b">variance</a>(const std::string &amp;name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a4a6916b3af4d4f7ecf848a4587157e2d">warmup</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5d009a5e09853cdf0181c6bb68f1680a">warmup</a>(const int chain)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains&lt; RNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p>An <code><a class="el" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">mcmc::chains</a></code> object stores parameter names and dimensionalities along with samples from multiple chains.  
+ <a href="classstan_1_1mcmc_1_1chains.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="chains_8hpp_source.html">chains.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ac3aa526b28133ca5e40369f1267abd51"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">chains</a> (const Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;<a class="el" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">param_names</a>)</td></tr>
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+<tr class="separator:a9155b524e66935f9e30bac5d6ae31a53"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa42993978c341f420c38776862f6e0f4"><td class="memItemLeft" align="right" valign="top">const int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a> ()</td></tr>
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+<tr class="separator:a69301dc29ebf0a2e1049c3a90be229b2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a95881c6244f8c1a59de9dc1b2ada3fbe"><td class="memItemLeft" align="right" valign="top">const Eigen::Matrix<br class="typebreak"/>
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+<tr class="separator:a95881c6244f8c1a59de9dc1b2ada3fbe"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a0e955cb8e43f1b9f8da98c5dff663768"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a4a6916b3af4d4f7ecf848a4587157e2d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5d009a5e09853cdf0181c6bb68f1680a"><td class="memItemLeft" align="right" valign="top">const int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1chains.html#a5d009a5e09853cdf0181c6bb68f1680a">warmup</a> (const int chain)</td></tr>
+<tr class="separator:a5d009a5e09853cdf0181c6bb68f1680a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename RNG = boost::random::ecuyer1988&gt;<br/>
+class stan::mcmc::chains&lt; RNG &gt;</h3>
+
+<p>An <code><a class="el" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">mcmc::chains</a></code> object stores parameter names and dimensionalities along with samples from multiple chains. </p>
+<p><b>Synchronization</b>: For arbitrary concurrent use, the read and write methods need to be read/write locked. Multiple writers can be used concurrently if they write to different chains. Readers for single chains need only be read/write locked with writers of that chain. For reading across chains, full read/write locking is required. Thus methods will be classified as global or single-chain read or write methods.</p>
+<p><b>Storage Order</b>: Storage is column/last-index major. </p>
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00055">55</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ac3aa526b28133ca5e40369f1267abd51"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1chains.html">chains</a> </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>param_names</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00307">307</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9155b524e66935f9e30bac5d6ae31a53"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1chains.html">chains</a> </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1io_1_1stan__csv.html">stan::io::stan_csv</a> &amp;&#160;</td>
+          <td class="paramname"><em>stan_csv</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00310">310</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af47331852814d5853f769cfb5d71fbe2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::add </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::MatrixXd &amp;&#160;</td>
+          <td class="paramname"><em>sample</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00378">378</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87a66fd3d8395bd6b44e8e9fba8e4068"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::add </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::MatrixXd &amp;&#160;</td>
+          <td class="paramname"><em>sample</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00410">410</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a0c7ad1958670871f1d080d8feb8233b6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::add </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1io_1_1stan__csv.html">stan::io::stan_csv</a> &amp;&#160;</td>
+          <td class="paramname"><em>stan_csv</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00418">418</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f666226faa6abbf0083da66da0a8d10"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::autocorrelation </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00592">592</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ab1de31b2bda945c27829ac7823bef3f2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::autocorrelation </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00596">596</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a24f75bd6ba8e24fe99b54c9226a18320"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::autocovariance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00600">600</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a3d2a87745cfded05b30a8b517c4e5a88"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::autocovariance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00604">604</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Vector2d <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::central_interval </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00565">565</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a819d8aff3c3b7c40de79e493850deba3"></a>
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
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+        <tr>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00574">574</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Vector2d <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::central_interval </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00583">583</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7dcc333dfe0d01bf595700bd72e5999f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Vector2d <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::central_interval </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00588">588</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf76107a82d21ec2a1b49e436faa459b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::correlation </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00516">516</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cf11cd1b7b928ebf87d6708a0bada74"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::correlation </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00520">520</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab581e93f8ad9222927be0ab55de4e83c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::correlation </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00524">524</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5f25ea09b915b3c768947c3e3e03bf5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::correlation </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00528">528</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1611771bf5fa3c15e528d26836aa2ac5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::covariance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00500">500</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5bc40586bfcc5bfef6e5b6bf651608ec"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::covariance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00504">504</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a99a0247f578644538745f03510f0f268"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::covariance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00508">508</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a2920dbf4b733612596fc7b306043aceb"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::covariance </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00512">512</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a37b1a6f5c8aa8cc7ecbce3008c4638b7"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::effective_sample_size </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00609">609</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::effective_sample_size </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00617">617</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::index </td>
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+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00332">332</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::mean </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00452">452</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::mean </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00456">456</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5587f727e87620b9f2e9477f7517c9fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::mean </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00460">460</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad53b31c4b7b3056d5e38469f3c58ed51"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::mean </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00464">464</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa42993978c341f420c38776862f6e0f4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_chains </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00316">316</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a174e16464afa282c23f88651edcf563a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_kept_samples </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00367">367</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a51ee052b484f3810c4efeed3b7a55812"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_kept_samples </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00371">371</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a69301dc29ebf0a2e1049c3a90be229b2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_params </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00320">320</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a371c0c26bc0b62b1d1b33019fc66b66c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_samples </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00356">356</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae997b88b5d2aa188453748152b1b6c69"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::num_samples </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00360">360</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1205fef2f70da7bdc88d8ff140b5d19b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string&amp; <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::param_name </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>j</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00328">328</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a95881c6244f8c1a59de9dc1b2ada3fbe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt;&amp; <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::param_names </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00324">324</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a56d312e2c426bff532c77b9156031023"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantile </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00532">532</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc3507c5fadc08b20d8a62278ea1403d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantile </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00536">536</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad53b60119eb5c4c0b6dda5b718d10bcf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantile </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00540">540</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7234fcd741119e1973f1879dfee16494"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantile </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00544">544</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad387dd810f96b6ac37efd2992fc29630"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantiles </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>probs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00548">548</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a491e846ff148541c564d7db4a0794589"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantiles </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>probs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00552">552</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab71e51ca47d8961e7a338a4275ddc718"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantiles </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
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+          <td class="paramtype">const std::string &amp;&#160;</td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>probs</em>&#160;</td>
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+        <tr>
+          <td></td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00556">556</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::quantiles </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>probs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00561">561</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9db136c877e767e92877f162fc613af0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::samples </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00429">429</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaa2edbb4814eaf82fa21bb5795008b86"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::samples </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00433">433</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a32d4494522c2cb233f48960d2ed57198"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::samples </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00444">444</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa00ee119c518e1912e3153be0797fbaf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::samples </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00448">448</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::sd </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00468">468</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a5a63a0830242bcb793d0b058a2037a0c"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::sd </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00472">472</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="aa4d9e5490c0f67fb36f524d3398d7fdd"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::sd </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00476">476</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add89272071040d56370525dae0a341f2"></a>
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::sd </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00480">480</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::set_warmup </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>warmup</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00340">340</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a0e955cb8e43f1b9f8da98c5dff663768"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::set_warmup </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>warmup</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00344">344</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="aff7e664bd9451e0854d65bd8c4a6aa9d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::split_potential_scale_reduction </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00621">621</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a2ae7c29a53d548f408ddc9a9d894d767"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::split_potential_scale_reduction </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00629">629</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::variance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00484">484</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+</div>
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+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::variance </td>
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+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00488">488</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
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+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::variance </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
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+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramname"><em>name</em>&#160;</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00492">492</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ac73d02b763998c65a573f3e3f770833b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::variance </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00496">496</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4a6916b3af4d4f7ecf848a4587157e2d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXi&amp; <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::warmup </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00348">348</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5d009a5e09853cdf0181c6bb68f1680a"></a>
+<div class="memitem">
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+template&lt;typename RNG = boost::random::ecuyer1988&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int <a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt; RNG &gt;::warmup </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>chain</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chains_8hpp_source.html#l00352">352</a> of file <a class="el" href="chains_8hpp_source.html">chains.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="chains_8hpp_source.html">chains.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html">stan::mcmc::covar_adaptation</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a8e82facfbdd25e23a6dc04dfb47f6f55">adaptation_window</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">stan::mcmc::windowed_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a32edd1badb6af5fad1348168ab4d5d91">covar_adaptation</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html">stan::mcmc::covar_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a6c50cab9f1bebe465e8c28db2a9581f4">learn_covariance</a>(Eigen::MatrixXd &amp;covar, const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html">stan::mcmc::covar_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a0c6ce68d4fdde8df0bdcb5436aae9675">restart</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">stan::mcmc::windowed_adaptation</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a818edfc11176b8ebc0bdb1b1d9c3319c">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">stan::mcmc::windowed_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1mcmc_1_1covar__adaptation-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::covar_adaptation Class Reference</div>  </div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="covar__adaptation_8hpp_source.html#l00014">14</a> of file <a class="el" href="covar__adaptation_8hpp_source.html">covar_adaptation.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+          <td class="memname">stan::mcmc::covar_adaptation::covar_adaptation </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="covar__adaptation_8hpp_source.html#l00018">18</a> of file <a class="el" href="covar__adaptation_8hpp_source.html">covar_adaptation.hpp</a>.</p>
+
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+<div class="memproto">
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+          <td class="memname">bool stan::mcmc::covar_adaptation::learn_covariance </td>
+          <td>(</td>
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+          <td class="paramname"><em>covar</em>, </td>
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+        <tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="covar__adaptation_8hpp_source.html#l00020">20</a> of file <a class="el" href="covar__adaptation_8hpp_source.html">covar_adaptation.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a58ed3f592a8a0ef46f440c9174ec439d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html">prob::welford_covar_estimator</a> stan::mcmc::covar_adaptation::_estimator</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="covar__adaptation_8hpp_source.html#l00048">48</a> of file <a class="el" href="covar__adaptation_8hpp_source.html">covar_adaptation.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="covar__adaptation_8hpp_source.html">covar_adaptation.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</table></div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1mcmc_1_1dense__e__metric.html b/doc/api/html/classstan_1_1mcmc_1_1dense__e__metric.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+   <div id="projectname">Stan
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+</div><!-- top -->
+<div class="header">
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1mcmc_1_1dense__e__metric-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>&gt;</code></p>
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+<tr class="separator:a80d1467817d80ee50aca96b4f5b85146"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a42125a6efb109bad98202343bd4f16dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1172afcf9fdfe07704c6fde165d2c65d"><td class="memItemLeft" align="right" valign="top">const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">dphi_dq</a> (<a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;z)</td></tr>
+<tr class="separator:a1172afcf9fdfe07704c6fde165d2c65d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a6226a2831ba574b3219536c5c3b31d42"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aff93f8e3e83acfe9b8e6f88ed1a63c85 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__hamiltonian')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, dense_e_point, BaseRNG &gt;</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, typename BaseRNG&gt;<br/>
+class stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00019">19</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aacbf4525e5660fd18eaea038e54e10e2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">stan::mcmc::dense_e_metric</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">dense_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00023">23</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8327239e30c1ac20c624f2d0d2a22dc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">stan::mcmc::dense_e_metric</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">dense_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00025">25</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a1172afcf9fdfe07704c6fde165d2c65d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">stan::mcmc::dense_e_metric</a>&lt; M, BaseRNG &gt;::dphi_dq </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">stan::mcmc::base_hamiltonian&lt; M, dense_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00042">42</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a42125a6efb109bad98202343bd4f16dc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html">stan::mcmc::dense_e_metric</a>&lt; M, BaseRNG &gt;::dtau_dp </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">stan::mcmc::base_hamiltonian&lt; M, dense_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00038">38</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
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+  </td>
+  <td class="mlabels-right">
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+
+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00034">34</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a132d41ed5cea3b3f4e83f4d27f6e0984"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00027">27</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="dense__e__metric_8hpp_source.html#l00031">31</a> of file <a class="el" href="dense__e__metric_8hpp_source.html">dense_e_metric.hpp</a>.</p>
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+<hr/>The documentation for this class was generated from the following file:<ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(int depth, Eigen::VectorXd &amp;rho, ps_point *z_init_parent, ps_point &amp;z_propose, nuts_util &amp;util)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">compute_criterion</a>(ps_point &amp;start, dense_e_point &amp;finish, Eigen::VectorXd &amp;rho)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">dense_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<div class="title">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="dense__e__nuts_8hpp_source.html">dense_e_nuts.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1dense__e__nuts.png" usemap="#stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;_map" alt=""/>
+  <map id="stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;_map" name="stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;_map">
+<area href="classstan_1_1mcmc_1_1base__nuts.html" alt="stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;" shape="rect" coords="0,112,509,136"/>
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+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a556e5c4e0ddf32b50ccd4bae8cb54e22"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">dense_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
+<tr class="separator:a556e5c4e0ddf32b50ccd4bae8cb54e22"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa23ebe0b61e0ed91a9a94457e69e08da"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">compute_criterion</a> (<a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;start, <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;finish, Eigen::VectorXd &amp;rho)</td></tr>
+<tr class="separator:aa23ebe0b61e0ed91a9a94457e69e08da"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__nuts"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__nuts')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a553804373eddffd3b7079fe7cf25a611 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
+<tr class="separator:a553804373eddffd3b7079fe7cf25a611 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a84f3b26c2dd43965496766cdd6ba1245 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a> ()</td></tr>
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+<tr class="memitem:ac587ab4dc49a366f588314cffce64471 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a> (const int d)</td></tr>
+<tr class="separator:ac587ab4dc49a366f588314cffce64471 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae53e9049abf738dd6e1a3c1d6d0fb5e2 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a> (const double d)</td></tr>
+<tr class="separator:ae53e9049abf738dd6e1a3c1d6d0fb5e2 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aef3fb41adbe18bbd10f31be06075d0f8 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a> ()</td></tr>
+<tr class="separator:aef3fb41adbe18bbd10f31be06075d0f8 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a29db7ce203e322ba14d06fe99d05806e inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a> ()</td></tr>
+<tr class="separator:a29db7ce203e322ba14d06fe99d05806e inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aceabaf9d1acdf64b0d084e354ede9564 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a> (<a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a> &amp;init_sample)</td></tr>
+<tr class="separator:aceabaf9d1acdf64b0d084e354ede9564 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae79f7f88b5156db27898504be9560a49 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a> (std::ostream &amp;o)</td></tr>
+<tr class="separator:ae79f7f88b5156db27898504be9560a49 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aabe0eae0ae8241775760102c74053e6c inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a> (std::ostream &amp;o)</td></tr>
+<tr class="separator:aabe0eae0ae8241775760102c74053e6c inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1f1085f2b4bd6b4e94fbce9f43243a6c inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a> (std::vector&lt; std::string &gt; &amp;names)</td></tr>
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+<tr class="memitem:a7b804d04e40e371e8d543e78a6b1fc12 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a> (std::vector&lt; double &gt; &amp;values)</td></tr>
+<tr class="separator:a7b804d04e40e371e8d543e78a6b1fc12 inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:abfa3f7a87c96c0021bbd4e9a87ad9f4b inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a> (int depth, Eigen::VectorXd &amp;rho, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> *z_init_parent, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;z_propose, <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html">nuts_util</a> &amp;util)</td></tr>
+<tr class="separator:abfa3f7a87c96c0021bbd4e9a87ad9f4b inherit pub_methods_classstan_1_1mcmc_1_1base__nuts"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a8c414cb92694b17a02b3d2a799499870 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td></tr>
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+<tr class="memitem:a84c87e49136f89f49511bf46b2001f2b inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a> (std::ostream *o)</td></tr>
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+<tr class="memitem:af14724fbb8065467b10deeb4134c6e74 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a> (const Eigen::VectorXd &amp;q)</td></tr>
+<tr class="separator:af14724fbb8065467b10deeb4134c6e74 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a> ()</td></tr>
+<tr class="separator:a6ec1af08b215fda50b23dade2aa615a8 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ad9ecfad54327ebceea08415e8b1514c3 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a> (const double e)</td></tr>
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+<tr class="separator:a999c963237aa4af863b691f1843b25bc inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="dense__e__nuts_8hpp_source.html#l00017">17</a> of file <a class="el" href="dense__e__nuts_8hpp_source.html">dense_e_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a556e5c4e0ddf32b50ccd4bae8cb54e22"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">dense_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dense__e__nuts_8hpp_source.html#l00025">25</a> of file <a class="el" href="dense__e__nuts_8hpp_source.html">dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa23ebe0b61e0ed91a9a94457e69e08da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts</a>&lt; M, BaseRNG &gt;::compute_criterion </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>rho</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">stan::mcmc::base_nuts&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="dense__e__nuts_8hpp_source.html#l00031">31</a> of file <a class="el" href="dense__e__nuts_8hpp_source.html">dense_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="dense__e__nuts_8hpp_source.html">dense_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">stan::mcmc::dense_e_point Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">stan::mcmc::dense_e_point</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a3b437b07a44c6994c669ee8ae673e975">dense_e_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">stan::mcmc::dense_e_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a493b3745174b5d6dcc50dd2ec6b5e422">dense_e_point</a>(const dense_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">stan::mcmc::dense_e_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">get_param_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">get_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">stan::mcmc::dense_e_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">operator=</a>(const ps_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">ps_point</a>(const ps_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a9a5591a32c9768f2dd6e80f92b16cf93">write_metric</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">stan::mcmc::dense_e_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1dense__e__point.html b/doc/api/html/classstan_1_1mcmc_1_1dense__e__point.html
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a></li>  </ul>
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+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="classstan_1_1mcmc_1_1dense__e__point-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::dense_e_point Class Reference</div>  </div>
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="dense__e__point_8hpp_source.html">dense_e_point.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::mcmc::dense_e_point:</div>
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+<p>Definition at line <a class="el" href="dense__e__point_8hpp_source.html#l00022">22</a> of file <a class="el" href="dense__e__point_8hpp_source.html">dense_e_point.hpp</a>.</p>
+
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+          <td class="memname">void stan::mcmc::dense_e_point::write_metric </td>
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+
+<p>Definition at line <a class="el" href="dense__e__point_8hpp_source.html#l00026">26</a> of file <a class="el" href="dense__e__point_8hpp_source.html">dense_e_point.hpp</a>.</p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
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+  <div class="headertitle">
+<div class="title">stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">_epsilon_jitter</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">_err_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">dense_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1dense__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1dense__e__static__hmc.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">dense_e_static_hmc</a></li>  </ul>
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+<div class="dynheader">
+Inheritance diagram for stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1dense__e__static__hmc.png" usemap="#stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;_map" alt=""/>
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+</map>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8eae1f2e8a48c368ecd5d013099b692e"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">dense_e_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="separator:a2c983e383003ed37eccb11bcaef22179 inherit pub_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="separator:a7b9f7a04975626ce6ea23a81d903b325 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, dense_e_point, dense_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="memitem:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td></tr>
+<tr class="separator:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a90fa0670ef5e51de2534f25c0a34a2c7 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="dense__e__static__hmc_8hpp_source.html#l00018">18</a> of file <a class="el" href="dense__e__static__hmc_8hpp_source.html">dense_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8eae1f2e8a48c368ecd5d013099b692e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">stan::mcmc::dense_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">dense_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dense__e__static__hmc_8hpp_source.html#l00026">26</a> of file <a class="el" href="dense__e__static__hmc_8hpp_source.html">dense_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="dense__e__static__hmc_8hpp_source.html">dense_e_static_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a>(diag_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
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+<tr class="separator:a02386e255cd255f066f9620d3dbb41f3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afdc9e9ca146ec4afc943f1643d1abf5c"><td class="memItemLeft" align="right" valign="top">const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">dphi_dq</a> (<a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;z)</td></tr>
+<tr class="separator:afdc9e9ca146ec4afc943f1643d1abf5c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4006b1b08873b2f09a4c7a718f4f7517"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">sample_p</a> (<a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;z, BaseRNG &amp;rng)</td></tr>
+<tr class="separator:a4006b1b08873b2f09a4c7a718f4f7517"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hamiltonian')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:aff93f8e3e83acfe9b8e6f88ed1a63c85 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#aff93f8e3e83acfe9b8e6f88ed1a63c85">base_hamiltonian</a> (M &amp;m, std::ostream *e)</td></tr>
+<tr class="separator:aff93f8e3e83acfe9b8e6f88ed1a63c85 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a16a9150dc16c40c1e137ff1462f1d53f inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a833128e107a090d7b285ca34a80c6881 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:abb069ceb36c44afad1ba03f97e8a097d inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a43a6071f6c711fc9e2980515c3223d10 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a72b6cc15dc1f074e871fbd77c3d49ed8 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__hamiltonian')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a></td></tr>
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+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__hamiltonian"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__hamiltonian')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a></td></tr>
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+<tr class="separator:a7c187e854abd5b0aca8726cbfab86a21 inherit pro_attribs_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a7db84e905cea2560e6a223656594c393 inherit pro_attribs_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, typename BaseRNG&gt;<br/>
+class stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00016">16</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aa85e6a49b53531d5cd722666394fbd70"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">diag_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00020">20</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a64127ae540bb5ad55b871a94e0684236"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">diag_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00022">22</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afdc9e9ca146ec4afc943f1643d1abf5c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::dphi_dq </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00039">39</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02386e255cd255f066f9620d3dbb41f3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::dtau_dp </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00035">35</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af03722a421a4b8f8a21fb2f4ae65d98e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::dtau_dq </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#af61e96b9766092a3c161a020f440785d">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00031">31</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab16db232dd37b1227032249d01dd0b5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::phi </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00029">29</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4006b1b08873b2f09a4c7a718f4f7517"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html">stan::mcmc::diag_e_metric</a>&lt; M, BaseRNG &gt;::sample_p </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00043">43</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0a6a65c2291eac1e13ee48f4ed61f636"></a>
+<div class="memitem">
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+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00024">24</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
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+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a12c9833e59b1aa7455872ebffe0819ce">stan::mcmc::base_hamiltonian&lt; M, diag_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__metric_8hpp_source.html#l00028">28</a> of file <a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/hamiltonians/<a class="el" href="diag__e__metric_8hpp_source.html">diag_e_metric.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">base_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">build_tree</a>(int depth, Eigen::VectorXd &amp;rho, ps_point *z_init_parent, ps_point &amp;z_propose, nuts_util &amp;util)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">compute_criterion</a>(ps_point &amp;start, diag_e_point &amp;finish, Eigen::VectorXd &amp;rho)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">diag_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">get_max_delta</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">get_max_depth</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1diag__e__nuts.html b/doc/api/html/classstan_1_1mcmc_1_1diag__e__nuts.html
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+Inheritance diagram for stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;:</div>
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+ <div class="center">
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="diag__e__nuts_8hpp_source.html#l00017">17</a> of file <a class="el" href="diag__e__nuts_8hpp_source.html">diag_e_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a2adb4853ab835ff95474e593750cc4f7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">diag_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__e__nuts_8hpp_source.html#l00025">25</a> of file <a class="el" href="diag__e__nuts_8hpp_source.html">diag_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a61f9db95ebdc67274cdea0f479dc0a5e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html">stan::mcmc::diag_e_nuts</a>&lt; M, BaseRNG &gt;::compute_criterion </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>rho</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">stan::mcmc::base_nuts&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="diag__e__nuts_8hpp_source.html#l00031">31</a> of file <a class="el" href="diag__e__nuts_8hpp_source.html">diag_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="diag__e__nuts_8hpp_source.html">diag_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a7fd76371128c831232948273a46c50b2">diag_e_point</a>(const diag_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">stan::mcmc::diag_e_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">get_param_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">ps_point</a>(const ps_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">write_metric</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html">stan::mcmc::diag_e_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  </span>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">_hamiltonian</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">_integrator</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">_nom_epsilon</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">_out_stream</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">_rand_int</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">_rand_uniform</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">_z</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">base_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a>(std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">base_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">diag_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">get_current_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">get_L</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">get_nominal_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">get_sampler_diagnostic_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">get_sampler_diagnostics</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1diag__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1diag__e__static__hmc.html
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">diag_e_static_hmc</a></li>  </ul>
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+<div class="title">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="diag__e__static__hmc_8hpp_source.html">diag_e_static_hmc.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1mcmc_1_1diag__e__static__hmc.png" usemap="#stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;_map" alt=""/>
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+</map>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a3188ee6bf11965a9e5a582302483f8fc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">diag_e_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__hmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__hmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
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+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, diag_e_point, diag_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td></tr>
+<tr class="separator:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a90fa0670ef5e51de2534f25c0a34a2c7 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td></tr>
+<tr class="separator:a90fa0670ef5e51de2534f25c0a34a2c7 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="diag__e__static__hmc_8hpp_source.html#l00018">18</a> of file <a class="el" href="diag__e__static__hmc_8hpp_source.html">diag_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a3188ee6bf11965a9e5a582302483f8fc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">stan::mcmc::diag_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">diag_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__e__static__hmc_8hpp_source.html#l00026">26</a> of file <a class="el" href="diag__e__static__hmc_8hpp_source.html">diag_e_static_hmc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="diag__e__static__hmc_8hpp_source.html">diag_e_static_hmc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::mcmc::expl_leapfrog&lt; H, P &gt; Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">evolve</a>(P &amp;z, H &amp;hamiltonian, const double epsilon)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html">stan::mcmc::base_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a2e93db18fb24e447931497904ae42421">expl_leapfrog</a>(std::ostream *o=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#ab0ac437892b1206c0bb581e5db52ba0e">update_q</a>(P &amp;z, H &amp;hamiltonian, double epsilon)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+</table></div><!-- contents -->
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1mcmc_1_1expl__leapfrog-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::expl_leapfrog&lt; H, P &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>&gt;</code></p>
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+<tr class="memitem:aca59e40275dc1404de7077455e267d3d inherit pub_methods_classstan_1_1mcmc_1_1base__integrator"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">base_integrator</a> (std::ostream *o)</td></tr>
+<tr class="separator:aca59e40275dc1404de7077455e267d3d inherit pub_methods_classstan_1_1mcmc_1_1base__integrator"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__integrator"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__integrator')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html">stan::mcmc::base_integrator&lt; H, P &gt;</a></td></tr>
+<tr class="memitem:a4cc219f3069be428aa6a74c01d08d333 inherit pro_attribs_classstan_1_1mcmc_1_1base__integrator"><td class="memItemLeft" align="right" valign="top">std::ostream *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">_out_stream</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename H, typename P&gt;<br/>
+class stan::mcmc::expl_leapfrog&lt; H, P &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expl__leapfrog_8hpp_source.html#l00012">12</a> of file <a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a2e93db18fb24e447931497904ae42421"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog</a>&lt; H, P &gt;::<a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a> </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>0</code></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expl__leapfrog_8hpp_source.html#l00016">16</a> of file <a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a8db6aa8c6efa80ced2123390d02d1079"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog</a>&lt; H, P &gt;::begin_update_p </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="expl__leapfrog_8hpp_source.html#l00018">18</a> of file <a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a512ff7eeb698eb2aa276d10c77a25a2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog</a>&lt; H, P &gt;::end_update_p </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="expl__leapfrog_8hpp_source.html#l00027">27</a> of file <a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0ac437892b1206c0bb581e5db52ba0e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename H, typename P&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog</a>&lt; H, P &gt;::update_q </td>
+          <td>(</td>
+          <td class="paramtype">P &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">H &amp;&#160;</td>
+          <td class="paramname"><em>hamiltonian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="expl__leapfrog_8hpp_source.html#l00022">22</a> of file <a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/integrators/<a class="el" href="expl__leapfrog_8hpp_source.html">expl_leapfrog.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a></li>  </ul>
+</div>
+</div><!-- top -->
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+  <div class="headertitle">
+<div class="title">stan::mcmc::ps_point Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">get_param_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a5bee8061481a677349a329a037afed1a">write_metric</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+<tr class="memitem:a3a12cd50a8d7e0d8c698a4debc767283"><td class="memItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-methods"></a>
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+<tr class="memitem:a685e73353f2931b3afbfccd4acbe598d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="separator:a685e73353f2931b3afbfccd4acbe598d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa701eacefbab10b9cac8273267bbf39d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="separator:aa701eacefbab10b9cac8273267bbf39d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00016">16</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ab3577ab2d8d6109485e03e893e770654"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::mcmc::ps_point::ps_point </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00020">20</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="aa31c2f392681f074461372c98f76b7d0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::mcmc::ps_point::ps_point </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00022">22</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa701eacefbab10b9cac8273267bbf39d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::ps_point::_fast_matrix_copy </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v_to</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v_from</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00085">85</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a685e73353f2931b3afbfccd4acbe598d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::ps_point::_fast_vector_copy </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v_to</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v_from</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00079">79</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3e1b059004a82c80200402ae840df17c"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual void stan::mcmc::ps_point::get_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>model_names</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00052">52</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
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+  <tr>
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+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00062">62</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; stan::mcmc::ps_point::operator= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00030">30</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5bee8061481a677349a329a037afed1a"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">virtual void stan::mcmc::ps_point::write_metric </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
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+<p>Reimplemented in <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a9a5591a32c9768f2dd6e80f92b16cf93">stan::mcmc::dense_e_point</a>, and <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">stan::mcmc::diag_e_point</a>.</p>
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00071">71</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a651cacb5446e2c6c9931ec23ffe547d3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::mcmc::ps_point::g</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00050">50</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
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+<a class="anchor" id="a1bb62217e59e573da4cc5ff391c1b2ce"></a>
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+      <table class="memname">
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+          <td class="memname">Eigen::VectorXd stan::mcmc::ps_point::p</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00047">47</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
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+<a class="anchor" id="a3a12cd50a8d7e0d8c698a4debc767283"></a>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::mcmc::ps_point::q</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00046">46</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
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+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname">double stan::mcmc::ps_point::V</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ps__point_8hpp_source.html#l00049">49</a> of file <a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/hamiltonians/<a class="el" href="ps__point_8hpp_source.html">ps_point.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<div class="title">stan::mcmc::sample Member List</div>  </div>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1sample.html">sample</a></li>  </ul>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1mcmc_1_1sample-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::sample Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="sample_8hpp_source.html">sample.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a028816248fc7ec7dbee24d0e7ea621dc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#a028816248fc7ec7dbee24d0e7ea621dc">sample</a> (const Eigen::VectorXd &amp;q, double <a class="el" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">log_prob</a>, double stat)</td></tr>
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+<tr class="separator:a20ad72aee8c1982a32277a374401f6db"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aadbb128a85fb6d72df04d3097acfc3e5"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#aadbb128a85fb6d72df04d3097acfc3e5">size_cont</a> () const </td></tr>
+<tr class="separator:aadbb128a85fb6d72df04d3097acfc3e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa6dbff10de92bcd52e156ac8ca8eba6e"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">cont_params</a> (int k) const </td></tr>
+<tr class="separator:aa6dbff10de92bcd52e156ac8ca8eba6e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae659b68fe8ac4a7a87fcd53549133c90"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#ae659b68fe8ac4a7a87fcd53549133c90">cont_params</a> (Eigen::VectorXd &amp;x) const </td></tr>
+<tr class="separator:ae659b68fe8ac4a7a87fcd53549133c90"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afa5f116f5b79a757bfb7d68931bd3c17"><td class="memItemLeft" align="right" valign="top">const Eigen::VectorXd &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#afa5f116f5b79a757bfb7d68931bd3c17">cont_params</a> () const </td></tr>
+<tr class="separator:afa5f116f5b79a757bfb7d68931bd3c17"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a42aa100b16656e4904586f80ec028425"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">log_prob</a> () const </td></tr>
+<tr class="separator:a42aa100b16656e4904586f80ec028425"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab427230e7e2d5cb3b541c3b7040d0fb7"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a> () const </td></tr>
+<tr class="separator:ab427230e7e2d5cb3b541c3b7040d0fb7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af9d0b064b26b744a8a3416726ed64ad0"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">get_sample_param_names</a> (std::vector&lt; std::string &gt; &amp;names)</td></tr>
+<tr class="separator:af9d0b064b26b744a8a3416726ed64ad0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0a0f69f242625c8f7d033cefae3b066c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">get_sample_params</a> (std::vector&lt; double &gt; &amp;values)</td></tr>
+<tr class="separator:a0a0f69f242625c8f7d033cefae3b066c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00013">13</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a028816248fc7ec7dbee24d0e7ea621dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::mcmc::sample::sample </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>q</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>log_prob</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>stat</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00023">23</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a20ad72aee8c1982a32277a374401f6db"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::mcmc::sample::~sample </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00030">30</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ab427230e7e2d5cb3b541c3b7040d0fb7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::mcmc::sample::accept_stat </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00052">52</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa6dbff10de92bcd52e156ac8ca8eba6e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::mcmc::sample::cont_params </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>k</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00036">36</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae659b68fe8ac4a7a87fcd53549133c90"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::sample::cont_params </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00040">40</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::VectorXd&amp; stan::mcmc::sample::cont_params </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00044">44</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9d0b064b26b744a8a3416726ed64ad0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::sample::get_sample_param_names </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::string &gt; &amp;&#160;</td>
+          <td class="paramname"><em>names</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00056">56</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0a0f69f242625c8f7d033cefae3b066c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::sample::get_sample_params </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>values</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00061">61</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a42aa100b16656e4904586f80ec028425"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::mcmc::sample::log_prob </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00048">48</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aadbb128a85fb6d72df04d3097acfc3e5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::mcmc::sample::size_cont </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sample_8hpp_source.html#l00032">32</a> of file <a class="el" href="sample_8hpp_source.html">sample.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="sample_8hpp_source.html">sample.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<div class="title">stan::mcmc::stepsize_adaptation Class Reference</div>  </div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00011">11</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
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+<div class="memitem">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00015">15</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
+
+</div>
+</div>
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+          <td>(</td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>epsilon</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00057">57</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
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+  <tr>
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+          <td class="memname">double stan::mcmc::stepsize_adaptation::get_delta </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00026">26</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
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+          <td class="memname">double stan::mcmc::stepsize_adaptation::get_gamma </td>
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+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00027">27</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
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+          <td class="memname">double stan::mcmc::stepsize_adaptation::get_kappa </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="stepsize__adaptation_8hpp_source.html#l00028">28</a> of file <a class="el" href="stepsize__adaptation_8hpp_source.html">stepsize_adaptation.hpp</a>.</p>
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+          <td class="memname">double stan::mcmc::stepsize_adaptation::get_mu </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">double stan::mcmc::stepsize_adaptation::get_t0 </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+        <tr>
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+          <td>(</td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>epsilon</em>, </td>
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+        <tr>
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+          <td class="paramtype">double&#160;</td>
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+        <tr>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::mcmc::stepsize_adaptation::restart </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+          <td></td>
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+          <td class="paramtype">double&#160;</td>
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<div class="memitem">
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+          <td>(</td>
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+          <td></td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="stepsize__adapter_8hpp_source.html#l00015">15</a> of file <a class="el" href="stepsize__adapter_8hpp_source.html">stepsize_adapter.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a>&amp; stan::mcmc::stepsize_adapter::get_stepsize_adaptation </td>
+          <td>(</td>
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+          <td></td>
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+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="stepsize__adapter_8hpp_source.html#l00017">17</a> of file <a class="el" href="stepsize__adapter_8hpp_source.html">stepsize_adapter.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="stepsize__adapter_8hpp_source.html#l00023">23</a> of file <a class="el" href="stepsize__adapter_8hpp_source.html">stepsize_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="stepsize__adapter_8hpp_source.html">stepsize_adapter.hpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">get_stepsize_adaptation</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stan::mcmc::stepsize_covar_adapter</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<div class="title">stan::mcmc::stepsize_covar_adapter Class Reference</div>  </div>
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+<div class="memitem">
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+          <td class="memname">stan::mcmc::stepsize_covar_adapter::stepsize_covar_adapter </td>
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+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="stepsize__covar__adapter_8hpp_source.html#l00016">16</a> of file <a class="el" href="stepsize__covar__adapter_8hpp_source.html">stepsize_covar_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a78b53fec4bef5a7ba2e7531f416ba3a1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html">covar_adaptation</a>&amp; stan::mcmc::stepsize_covar_adapter::get_covar_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="stepsize__covar__adapter_8hpp_source.html#l00023">23</a> of file <a class="el" href="stepsize__covar__adapter_8hpp_source.html">stepsize_covar_adapter.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramname"><em>num_warmup</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>term_buffer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>base_window</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stepsize__covar__adapter_8hpp_source.html#l00027">27</a> of file <a class="el" href="stepsize__covar__adapter_8hpp_source.html">stepsize_covar_adapter.hpp</a>.</p>
+
+</div>
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+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/<a class="el" href="stepsize__covar__adapter_8hpp_source.html">stepsize_covar_adapter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>Definition at line <a class="el" href="stepsize__var__adapter_8hpp_source.html#l00016">16</a> of file <a class="el" href="stepsize__var__adapter_8hpp_source.html">stepsize_var_adapter.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+<p>Definition at line <a class="el" href="stepsize__var__adapter_8hpp_source.html#l00027">27</a> of file <a class="el" href="stepsize__var__adapter_8hpp_source.html">stepsize_var_adapter.hpp</a>.</p>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a7f21e1814aac56a2be51674b07f70744">dtau_dp</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">dtau_dq</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#abb069ceb36c44afad1ba03f97e8a097d">H</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a43a6071f6c711fc9e2980515c3223d10">init</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#af866a9fc23c184997591e3377ad6e2bb">phi</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">sample_p</a>(unit_e_point &amp;z, BaseRNG &amp;rng)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">T</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a428fcc506d11bfc227125153ef3e87d4">tau</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#acdbee1cba43deae117af1312703ab2b4">unit_e_metric</a>(M &amp;m, std::ostream *e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">update</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a>(unit_e_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a16a9150dc16c40c1e137ff1462f1d53f">~base_hamiltonian</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa895987fa4375871ea9c523455bcf090">~unit_e_metric</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;:</div>
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+ <div class="center">
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+<tr class="memitem:acdbee1cba43deae117af1312703ab2b4"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#acdbee1cba43deae117af1312703ab2b4">unit_e_metric</a> (M &amp;m, std::ostream *e)</td></tr>
+<tr class="separator:acdbee1cba43deae117af1312703ab2b4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aa895987fa4375871ea9c523455bcf090"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae924e01d719ba1ccbaca6daff56f762a"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">T</a> (<a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;z)</td></tr>
+<tr class="separator:ae924e01d719ba1ccbaca6daff56f762a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a428fcc506d11bfc227125153ef3e87d4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af866a9fc23c184997591e3377ad6e2bb"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#af866a9fc23c184997591e3377ad6e2bb">phi</a> (<a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;z)</td></tr>
+<tr class="separator:af866a9fc23c184997591e3377ad6e2bb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a87728dc744116e7e7b90ca0ffbc3c186"><td class="memItemLeft" align="right" valign="top">const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">dtau_dq</a> (<a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;z)</td></tr>
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+<tr class="separator:a7f21e1814aac56a2be51674b07f70744"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa309e8c017d1d65eb4c1996ec52375a1"><td class="memItemLeft" align="right" valign="top">const Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">dphi_dq</a> (<a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;z)</td></tr>
+<tr class="separator:aa309e8c017d1d65eb4c1996ec52375a1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a97f537f349ad486cb8ca40bbfdc8135b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a16a9150dc16c40c1e137ff1462f1d53f inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a833128e107a090d7b285ca34a80c6881 inherit pub_methods_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a> (<a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;z)</td></tr>
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+<tr class="separator:a7db84e905cea2560e6a223656594c393 inherit pro_attribs_classstan_1_1mcmc_1_1base__hamiltonian"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, typename BaseRNG&gt;<br/>
+class stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00016">16</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="acdbee1cba43deae117af1312703ab2b4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
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+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00020">20</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa895987fa4375871ea9c523455bcf090"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::~<a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00022">22</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa309e8c017d1d65eb4c1996ec52375a1"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
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+        <tr>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00039">39</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f21e1814aac56a2be51674b07f70744"></a>
+<div class="memitem">
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+template&lt;typename M , typename BaseRNG &gt; </div>
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+      <table class="memname">
+        <tr>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00035">35</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
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+        <tr>
+          <td class="memname">const Eigen::VectorXd <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::dtau_dq </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#af61e96b9766092a3c161a020f440785d">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00031">31</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af866a9fc23c184997591e3377ad6e2bb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::phi </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00029">29</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a97f537f349ad486cb8ca40bbfdc8135b"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::sample_p </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00043">43</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae924e01d719ba1ccbaca6daff56f762a"></a>
+<div class="memitem">
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+template&lt;typename M , typename BaseRNG &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::T </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4f3adba6ad80e9b538e57bd655362eee">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00024">24</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
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+<a class="anchor" id="a428fcc506d11bfc227125153ef3e87d4"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename M , typename BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html">stan::mcmc::unit_e_metric</a>&lt; M, BaseRNG &gt;::tau </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a12c9833e59b1aa7455872ebffe0819ce">stan::mcmc::base_hamiltonian&lt; M, unit_e_point, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__metric_8hpp_source.html#l00028">28</a> of file <a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/hamiltonians/<a class="el" href="unit__e__metric_8hpp_source.html">unit_e_metric.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">set_max_delta</a>(const double d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">set_max_depth</a>(const int d)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">unit_e_nuts</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">~base_nuts</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__nuts.html">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt; Class Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="unit__e__nuts_8hpp_source.html">unit_e_nuts.hpp</a>&gt;</code></p>
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+<tr class="memitem:a0e74025d0c07dee2edc39b43d6fa85be"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">unit_e_nuts</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="unit__e__nuts_8hpp_source.html#l00017">17</a> of file <a class="el" href="unit__e__nuts_8hpp_source.html">unit_e_nuts.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a0e74025d0c07dee2edc39b43d6fa85be"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">stan::mcmc::unit_e_nuts</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">unit_e_nuts</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="unit__e__nuts_8hpp_source.html#l00025">25</a> of file <a class="el" href="unit__e__nuts_8hpp_source.html">unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ab61a9ee4db3845a88adc78249e35c170"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html">stan::mcmc::unit_e_nuts</a>&lt; M, BaseRNG &gt;::compute_criterion </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a> &amp;&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>rho</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Implements <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">stan::mcmc::base_nuts&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a>.</p>
+
+<p>Definition at line <a class="el" href="unit__e__nuts_8hpp_source.html#l00029">29</a> of file <a class="el" href="unit__e__nuts_8hpp_source.html">unit_e_nuts.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/nuts/<a class="el" href="unit__e__nuts_8hpp_source.html">unit_e_nuts.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa701eacefbab10b9cac8273267bbf39d">_fast_matrix_copy</a>(Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;v_to, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;v_from)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a685e73353f2931b3afbfccd4acbe598d">_fast_vector_copy</a>(Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v_to, const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v_from)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">get_param_names</a>(std::vector&lt; std::string &gt; &amp;model_names, std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">get_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">operator=</a>(const ps_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">ps_point</a>(const ps_point &amp;z)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html#a8ab0ffea3990bf0b8cdb289e1f7327ef">unit_e_point</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">stan::mcmc::unit_e_point</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a5bee8061481a677349a329a037afed1a">write_metric</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1ps__point.html">stan::mcmc::ps_point</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a></li>  </ul>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::mcmc::unit_e_point Class Reference</div>  </div>
+</div><!--header-->
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+<p><code>#include &lt;<a class="el" href="unit__e__point_8hpp_source.html">unit_e_point.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="unit__e__point_8hpp_source.html#l00012">12</a> of file <a class="el" href="unit__e__point_8hpp_source.html">unit_e_point.hpp</a>.</p>
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+<div class="memitem">
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+          <td class="memname">stan::mcmc::unit_e_point::unit_e_point </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
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+          <td></td>
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+<p>Definition at line <a class="el" href="unit__e__point_8hpp_source.html#l00016">16</a> of file <a class="el" href="unit__e__point_8hpp_source.html">unit_e_point.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/hamiltonians/<a class="el" href="unit__e__point_8hpp_source.html">unit_e_point.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">get_sampler_param_names</a>(std::vector&lt; std::string &gt; &amp;names)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">get_sampler_params</a>(std::vector&lt; double &gt; &amp;values)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">get_stepsize_jitter</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">get_T</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">init_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">sample_stepsize</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">seed</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">set_nominal_stepsize</a>(const double e)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">set_nominal_stepsize_and_L</a>(const double e, const int l)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">set_nominal_stepsize_and_T</a>(const double e, const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">set_stepsize_jitter</a>(const double j)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">set_T</a>(const double t)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">transition</a>(sample &amp;init_sample)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">unit_e_static_hmc</a>(M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">write_sampler_param_names</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">write_sampler_params</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">write_sampler_state</a>(std::ostream *o)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">z</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__hmc.html">stan::mcmc::base_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">~base_static_hmc</a>()</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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diff --git a/doc/api/html/classstan_1_1mcmc_1_1unit__e__static__hmc.html b/doc/api/html/classstan_1_1mcmc_1_1unit__e__static__hmc.html
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+Inheritance diagram for stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;:</div>
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+<tr class="memitem:aa3f18e181e9b27bc487ec48af5ddd9c1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">unit_e_static_hmc</a> (M &amp;m, BaseRNG &amp;rng, std::ostream *o=&amp;std::cout, std::ostream *e=0)</td></tr>
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+<tr class="separator:aa049a77cf8131f53a707a3a976fa3c11 inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a3ac766b0cce7b20168fb576cc7b399af inherit pub_methods_classstan_1_1mcmc_1_1base__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classstan_1_1mcmc_1_1base__mcmc')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a></td></tr>
+<tr class="memitem:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">base_mcmc</a> (std::ostream *o, std::ostream *e)</td></tr>
+<tr class="separator:a4fb817f487dc4fe86a91acca8109ac2a inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7c8f525f093ac911bab10f619e7736fe inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">~base_mcmc</a> ()</td></tr>
+<tr class="separator:a7c8f525f093ac911bab10f619e7736fe inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a999c963237aa4af863b691f1843b25bc inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a999c963237aa4af863b691f1843b25bc">name</a> ()</td></tr>
+<tr class="separator:a999c963237aa4af863b691f1843b25bc inherit pub_methods_classstan_1_1mcmc_1_1base__mcmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:a99f17a731044a9880298f5e254b94a69 inherit pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">_update_L</a> ()</td></tr>
+<tr class="separator:a99f17a731044a9880298f5e254b94a69 inherit pro_methods_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classstan_1_1mcmc_1_1base__static__hmc')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html">stan::mcmc::base_static_hmc&lt; M, unit_e_point, unit_e_metric, expl_leapfrog, BaseRNG &gt;</a></td></tr>
+<tr class="memitem:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">T_</a></td></tr>
+<tr class="separator:affe6fd6d44fea89db4bc396cc7f64fa9 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a90fa0670ef5e51de2534f25c0a34a2c7 inherit pro_attribs_classstan_1_1mcmc_1_1base__static__hmc"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">L_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename M, class BaseRNG&gt;<br/>
+class stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="unit__e__static__hmc_8hpp_source.html#l00018">18</a> of file <a class="el" href="unit__e__static__hmc_8hpp_source.html">unit_e_static_hmc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aa3f18e181e9b27bc487ec48af5ddd9c1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M , class BaseRNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">stan::mcmc::unit_e_static_hmc</a>&lt; M, BaseRNG &gt;::<a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">unit_e_static_hmc</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">BaseRNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>&amp;std::cout</code>, </td>
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+        <tr>
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+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
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+        </tr>
+        <tr>
+          <td></td>
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+        </tr>
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+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/mcmc/hmc/static/<a class="el" href="unit__e__static__hmc_8hpp_source.html">unit_e_static_hmc.hpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a818edfc11176b8ebc0bdb1b1d9c3319c">set_window_params</a>(unsigned int num_warmup, unsigned int init_buffer, unsigned int term_buffer, unsigned int base_window, std::ostream *e=0)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">stan::mcmc::windowed_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html#a6a890bf02c8dba36880f8e273b2f9549">var_adaptation</a>(int n)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html">stan::mcmc::var_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a80584644c847ec89734ec4dd578ce6af">windowed_adaptation</a>(std::string name)</td><td class="entry"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">stan::mcmc::windowed_adaptation</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<div class="title">stan::mcmc::var_adaptation Class Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="var__adaptation_8hpp_source.html">var_adaptation.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="var__adaptation_8hpp_source.html#l00014">14</a> of file <a class="el" href="var__adaptation_8hpp_source.html">var_adaptation.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+      <table class="memname">
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+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="var__adaptation_8hpp_source.html#l00018">18</a> of file <a class="el" href="var__adaptation_8hpp_source.html">var_adaptation.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
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+<p>Definition at line <a class="el" href="var__adaptation_8hpp_source.html#l00020">20</a> of file <a class="el" href="var__adaptation_8hpp_source.html">var_adaptation.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="var__adaptation_8hpp_source.html#l00048">48</a> of file <a class="el" href="var__adaptation_8hpp_source.html">var_adaptation.hpp</a>.</p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1mcmc.html">mcmc</a></li><li class="navelem"><a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html">windowed_adaptation</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1mcmc_1_1windowed__adaptation-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::windowed_adaptation Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<tr class="separator:a9b669ff236cb187f69901064ce4835d3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00013">13</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a80584644c847ec89734ec4dd578ce6af"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::mcmc::windowed_adaptation::windowed_adaptation </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00017">17</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a8e82facfbdd25e23a6dc04dfb47f6f55"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::mcmc::windowed_adaptation::adaptation_window </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00077">77</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a99adff4a3380c627160d995b5584bf8e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::windowed_adaptation::compute_next_window </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00088">88</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae4b5c1e4712c89086d7f7e2c0463e245"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::mcmc::windowed_adaptation::end_adaptation_window </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00083">83</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::mcmc::windowed_adaptation::restart </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00026">26</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+          <td class="paramname"><em>num_warmup</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>init_buffer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>term_buffer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>base_window</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>e</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00032">32</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">unsigned int stan::mcmc::windowed_adaptation::_adapt_base_window</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00115">115</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+        <tr>
+          <td class="memname">unsigned int stan::mcmc::windowed_adaptation::_adapt_init_buffer</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00113">113</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">unsigned int stan::mcmc::windowed_adaptation::_adapt_next_window</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00118">118</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+          <td class="memname">unsigned int stan::mcmc::windowed_adaptation::_adapt_term_buffer</td>
+        </tr>
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+  </td>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="windowed__adaptation_8hpp_source.html#l00114">114</a> of file <a class="el" href="windowed__adaptation_8hpp_source.html">windowed_adaptation.hpp</a>.</p>
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+          <td class="memname">unsigned int stan::mcmc::windowed_adaptation::_adapt_window_counter</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt; Class Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a51cecbbac945e0b108229b21ecd6abf7"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a51cecbbac945e0b108229b21ecd6abf7">chunk_alloc</a> ()</td></tr>
+<tr class="memdesc:a51cecbbac945e0b108229b21ecd6abf7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a resizable chunk allocator initially holding the specified number of bytes.  <a href="#a51cecbbac945e0b108229b21ecd6abf7"></a><br/></td></tr>
+<tr class="separator:a51cecbbac945e0b108229b21ecd6abf7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa69ee56e6bd33c0beffbe798c2bf81e1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa69ee56e6bd33c0beffbe798c2bf81e1">~chunk_alloc</a> ()</td></tr>
+<tr class="memdesc:aa69ee56e6bd33c0beffbe798c2bf81e1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destroy this memory allocator.  <a href="#aa69ee56e6bd33c0beffbe798c2bf81e1"></a><br/></td></tr>
+<tr class="separator:aa69ee56e6bd33c0beffbe798c2bf81e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a220d04d5ca74562e28a6c01111d8fd22"><td class="memItemLeft" align="right" valign="top">void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a220d04d5ca74562e28a6c01111d8fd22">alloc</a> ()</td></tr>
+<tr class="memdesc:a220d04d5ca74562e28a6c01111d8fd22"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a newly allocated chunk of memory of the appropriate size managed by the stack allocator.  <a href="#a220d04d5ca74562e28a6c01111d8fd22"></a><br/></td></tr>
+<tr class="separator:a220d04d5ca74562e28a6c01111d8fd22"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a25506eb4680556464e3a52772bb09794"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a25506eb4680556464e3a52772bb09794">recover_all</a> ()</td></tr>
+<tr class="memdesc:a25506eb4680556464e3a52772bb09794"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover all the memory used by the stack allocator.  <a href="#a25506eb4680556464e3a52772bb09794"></a><br/></td></tr>
+<tr class="separator:a25506eb4680556464e3a52772bb09794"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa313a74350df2c4dabf4b61d63e4a2a9"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa313a74350df2c4dabf4b61d63e4a2a9">free_all</a> ()</td></tr>
+<tr class="memdesc:aa313a74350df2c4dabf4b61d63e4a2a9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Free all memory used by the stack allocator other than the initial block allocation back to the system.  <a href="#aa313a74350df2c4dabf4b61d63e4a2a9"></a><br/></td></tr>
+<tr class="separator:aa313a74350df2c4dabf4b61d63e4a2a9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt;<br/>
+class stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00019">19</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a51cecbbac945e0b108229b21ecd6abf7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">stan::memory::chunk_alloc</a>&lt; T, Tnchunks_per_block &gt;::<a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">chunk_alloc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a resizable chunk allocator initially holding the specified number of bytes. </p>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the underlying malloc is not 8-byte aligned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00034">34</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa69ee56e6bd33c0beffbe798c2bf81e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">stan::memory::chunk_alloc</a>&lt; T, Tnchunks_per_block &gt;::~<a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">chunk_alloc</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this memory allocator. </p>
+<p>This is implemented as a no-op as there is no destruction required. </p>
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00048">48</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a220d04d5ca74562e28a6c01111d8fd22"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void* <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">stan::memory::chunk_alloc</a>&lt; T, Tnchunks_per_block &gt;::alloc </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a newly allocated chunk of memory of the appropriate size managed by the stack allocator. </p>
+<dl class="section return"><dt>Returns</dt><dd>A pointer to the allocated memory. </dd></dl>
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00061">61</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa313a74350df2c4dabf4b61d63e4a2a9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">stan::memory::chunk_alloc</a>&lt; T, Tnchunks_per_block &gt;::free_all </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Free all memory used by the stack allocator other than the initial block allocation back to the system. </p>
+<p>Note: the destructor will free all memory. </p>
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00095">95</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a25506eb4680556464e3a52772bb09794"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , size_t Tnchunks_per_block = DEFAULT_INITIAL_NCHUNKS&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html">stan::memory::chunk_alloc</a>&lt; T, Tnchunks_per_block &gt;::recover_all </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Recover all the memory used by the stack allocator. </p>
+<p>The stack of memory blocks allocated so far will be available for further allocations. To free memory back to the system, use the function <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa313a74350df2c4dabf4b61d63e4a2a9" title="Free all memory used by the stack allocator other than the initial block allocation back to the syste...">free_all()</a>. </p>
+
+<p>Definition at line <a class="el" href="chunk__alloc_8hpp_source.html#l00085">85</a> of file <a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/memory/<a class="el" href="chunk__alloc_8hpp_source.html">chunk_alloc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
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+<div class="title">stan::memory::stack_alloc Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b">alloc</a>(size_t len)</td><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a">free_all</a>()</td><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d">recover_all</a>()</td><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b">stack_alloc</a>(size_t initial_nbytes=DEFAULT_INITIAL_NBYTES)</td><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf">~stack_alloc</a>()</td><td class="entry"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1memory.html">memory</a></li><li class="navelem"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stack_alloc</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1memory_1_1stack__alloc-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::memory::stack_alloc Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>An instance of this class provides a memory pool through which blocks of raw memory may be allocated and then collected simultaneously.  
+ <a href="classstan_1_1memory_1_1stack__alloc.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a3da167b8f4f9bd981f948ac03c29604b"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b">stack_alloc</a> (size_t initial_nbytes=DEFAULT_INITIAL_NBYTES)</td></tr>
+<tr class="memdesc:a3da167b8f4f9bd981f948ac03c29604b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Construct a resizable stack allocator initially holding the specified number of bytes.  <a href="#a3da167b8f4f9bd981f948ac03c29604b"></a><br/></td></tr>
+<tr class="separator:a3da167b8f4f9bd981f948ac03c29604b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9031a182931d5cd7f11e0bfa8357c6bf"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf">~stack_alloc</a> ()</td></tr>
+<tr class="memdesc:a9031a182931d5cd7f11e0bfa8357c6bf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destroy this memory allocator.  <a href="#a9031a182931d5cd7f11e0bfa8357c6bf"></a><br/></td></tr>
+<tr class="separator:a9031a182931d5cd7f11e0bfa8357c6bf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a90eb1978d8bbc20e4357b1ea2c686f5b"><td class="memItemLeft" align="right" valign="top">void *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b">alloc</a> (size_t len)</td></tr>
+<tr class="memdesc:a90eb1978d8bbc20e4357b1ea2c686f5b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a newly allocated block of memory of the appropriate size managed by the stack allocator.  <a href="#a90eb1978d8bbc20e4357b1ea2c686f5b"></a><br/></td></tr>
+<tr class="separator:a90eb1978d8bbc20e4357b1ea2c686f5b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a453c7dd354d0cb89389f648882cd459d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d">recover_all</a> ()</td></tr>
+<tr class="memdesc:a453c7dd354d0cb89389f648882cd459d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover all the memory used by the stack allocator.  <a href="#a453c7dd354d0cb89389f648882cd459d"></a><br/></td></tr>
+<tr class="separator:a453c7dd354d0cb89389f648882cd459d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a02e126e827732287d7f4ede17316089a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a">free_all</a> ()</td></tr>
+<tr class="memdesc:a02e126e827732287d7f4ede17316089a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Free all memory used by the stack allocator other than the initial block allocation back to the system.  <a href="#a02e126e827732287d7f4ede17316089a"></a><br/></td></tr>
+<tr class="separator:a02e126e827732287d7f4ede17316089a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>An instance of this class provides a memory pool through which blocks of raw memory may be allocated and then collected simultaneously. </p>
+<p>This class is useful in settings where large numbers of small objects are allocated and then collected all at once. This may include objects whose destructors have no effect.</p>
+<p>Memory is allocated on a stack of blocks. Each block allocated is twice as large as the previous one. The memory may be recovered, with the blocks being reused, or all blocks may be freed, resetting the stack of blocks to its original state.</p>
+<p>Alignment up to 8 byte boundaries guaranteed for the first malloc, and after that it's up to the caller. On 64-bit architectures, all struct values should be padded to 8-byte boundaries if they contain an 8-byte member or a virtual function. </p>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00079">79</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a3da167b8f4f9bd981f948ac03c29604b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::memory::stack_alloc::stack_alloc </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>initial_nbytes</em> = <code>DEFAULT_INITIAL_NBYTES</code></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Construct a resizable stack allocator initially holding the specified number of bytes. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">initial_nbytes</td><td>Initial number of bytes for the allocator. Defaults to <code>(1 &lt;&lt; 16) = 64KB</code> initial bytes. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::runtime_error</td><td>if the underlying malloc is not 8-byte aligned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00130">130</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9031a182931d5cd7f11e0bfa8357c6bf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::memory::stack_alloc::~stack_alloc </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Destroy this memory allocator. </p>
+<p>This is implemented as a no-op as there is no destruction required. </p>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00147">147</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a90eb1978d8bbc20e4357b1ea2c686f5b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void* stan::memory::stack_alloc::alloc </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>len</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a newly allocated block of memory of the appropriate size managed by the stack allocator. </p>
+<p>The allocated pointer will be 8-byte aligned.</p>
+<p>This function may call C++'s <code>malloc()</code> function, with any exceptions percolated throught this function.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">len</td><td>Number of bytes to allocate. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A pointer to the allocated memory. </dd></dl>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00166">166</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02e126e827732287d7f4ede17316089a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::memory::stack_alloc::free_all </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Free all memory used by the stack allocator other than the initial block allocation back to the system. </p>
+<p>Note: the destructor will free all memory. </p>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00193">193</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a453c7dd354d0cb89389f648882cd459d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::memory::stack_alloc::recover_all </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Recover all the memory used by the stack allocator. </p>
+<p>The stack of memory blocks allocated so far will be available for further allocations. To free memory back to the system, use the function <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a" title="Free all memory used by the stack allocator other than the initial block allocation back to the syste...">free_all()</a>. </p>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00182">182</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/memory/<a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1model.html">model</a></li><li class="navelem"><a class="el" href="classstan_1_1model_1_1prob__grad.html">prob_grad</a></li>  </ul>
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+<div class="title">stan::model::prob_grad Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">num_params_i</a>() const </td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">num_params_r</a>() const </td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a></td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">param_range_i</a>(size_t idx) const </td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">param_ranges_i__</a></td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a8b51f2731af4391fb46981ee6d65deb6">prob_grad</a>(size_t num_params_r)</td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a879682609a70983fde0ac281a6a3c5d0">prob_grad</a>(size_t num_params_r, std::vector&lt; std::pair&lt; int, int &gt; &gt; &amp;param_ranges_i)</td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">~prob_grad</a>()</td><td class="entry"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">virtual</span></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1model.html">model</a></li><li class="navelem"><a class="el" href="classstan_1_1model_1_1prob__grad.html">prob_grad</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1model_1_1prob__grad-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::model::prob_grad Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>The <code><a class="el" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a></code> class represents the basic parameter holders for a model.  
+ <a href="classstan_1_1model_1_1prob__grad.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8b51f2731af4391fb46981ee6d65deb6"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a8b51f2731af4391fb46981ee6d65deb6">prob_grad</a> (size_t <a class="el" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">num_params_r</a>)</td></tr>
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+<tr class="separator:a879682609a70983fde0ac281a6a3c5d0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa81011f24dd20466efdf2971ae0df2da"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">~prob_grad</a> ()</td></tr>
+<tr class="separator:aa81011f24dd20466efdf2971ae0df2da"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af369b6f368d9a19090f08ed1deeab5be"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">num_params_r</a> () const </td></tr>
+<tr class="separator:af369b6f368d9a19090f08ed1deeab5be"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6c758a7e401926bfb453b6c1e0865e74"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">num_params_i</a> () const </td></tr>
+<tr class="separator:a6c758a7e401926bfb453b6c1e0865e74"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac0eefb4d3d667a368820f0e7d2fb847c"><td class="memItemLeft" align="right" valign="top">std::pair&lt; int, int &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">param_range_i</a> (size_t idx) const </td></tr>
+<tr class="separator:ac0eefb4d3d667a368820f0e7d2fb847c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a26e7379db0cea5dc64fa8c505f4edfda"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a></td></tr>
+<tr class="separator:a26e7379db0cea5dc64fa8c505f4edfda"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a19436879a5602e7b47676ce3a6ea8f5f"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::pair&lt; int, <br class="typebreak"/>
+int &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">param_ranges_i__</a></td></tr>
+<tr class="separator:a19436879a5602e7b47676ce3a6ea8f5f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>The <code><a class="el" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a></code> class represents the basic parameter holders for a model. </p>
+<p>The command <code>bin/stanc</code> builds Models extending this base helper class. </p>
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00018">18</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8b51f2731af4391fb46981ee6d65deb6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::model::prob_grad::prob_grad </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_params_r</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00027">27</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::model::prob_grad::prob_grad </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::pair&lt; int, int &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>param_ranges_i</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00032">32</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa81011f24dd20466efdf2971ae0df2da"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">virtual stan::model::prob_grad::~prob_grad </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">virtual</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00038">38</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6c758a7e401926bfb453b6c1e0865e74"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">size_t stan::model::prob_grad::num_params_i </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00044">44</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="af369b6f368d9a19090f08ed1deeab5be"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::model::prob_grad::num_params_r </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00040">40</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac0eefb4d3d667a368820f0e7d2fb847c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::pair&lt;int,int&gt; stan::model::prob_grad::param_range_i </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00048">48</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a26e7379db0cea5dc64fa8c505f4edfda"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::model::prob_grad::num_params_r__</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00022">22</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
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+      <table class="memname">
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+          <td class="memname">std::vector&lt;std::pair&lt;int,int&gt; &gt; stan::model::prob_grad::param_ranges_i__</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob__grad_8hpp_source.html#l00023">23</a> of file <a class="el" href="prob__grad_8hpp_source.html">prob_grad.hpp</a>.</p>
+
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">BFGSLineSearch</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">alpha0</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">BFGSMinimizer</a>(ModelAdaptor&lt; M &gt; &amp;f)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">curr_x</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">get_code_string</a>(int retCode)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a800198f26824c242a030d7ab838b0a2c">grad</a>(std::vector&lt; double &gt; &amp;g)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#aa39e8aa1b28762bd358986c11c67838a">grad_evals</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#ae9f74939356da68cdb2763647fe5f1b7">grad_norm</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a80b2c5e6ef5839aa3a580a9a9a37de64">HessianT</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#afa2cfdf9357f5d63982f8ff00b4c6916">idx_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">initialize</a>(const VectorT &amp;x0)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">iter_num</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a6750ef181409d006239e8693a60daa85">logp</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">minimize</a>(VectorT &amp;x0)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">note</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a3668e57491999e53bc083fa9ce7be0c2">params_r</a>(std::vector&lt; double &gt; &amp;x)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">prev_f</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">prev_g</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">prev_s</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">prev_step_size</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">prev_x</a>() const</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adfa1ece56a78fbd805212d31179da105">step</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#af45bef442ce47a3821c2c19292283ecd">vector_t</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt; M &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; ModelAdaptor&lt; M &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
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diff --git a/doc/api/html/classstan_1_1optimization_1_1_b_f_g_s_line_search.html b/doc/api/html/classstan_1_1optimization_1_1_b_f_g_s_line_search.html
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">BFGSLineSearch</a></li>  </ul>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::optimization::BFGSLineSearch&lt; M &gt; Class Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::optimization::BFGSLineSearch&lt; M &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="classstan_1_1optimization_1_1_b_f_g_s_line_search.png" usemap="#stan::optimization::BFGSLineSearch&lt; M &gt;_map" alt=""/>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:af45bef442ce47a3821c2c19292283ecd"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">BFGSMinimizer</a><br class="typebreak"/>
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+<tr class="separator:afa2cfdf9357f5d63982f8ff00b4c6916"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a3668e57491999e53bc083fa9ce7be0c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00556">556</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<div class="memitem">
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+template&lt;typename M&gt; </div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00561">561</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+template&lt;typename M&gt; </div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00560">560</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch</a>&lt; M &gt;::<a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">BFGSLineSearch</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00563">563</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
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+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch</a>&lt; M &gt;::grad </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00581">581</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">size_t <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch</a>&lt; M &gt;::grad_evals </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00578">578</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+template&lt;typename M&gt; </div>
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+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch</a>&lt; M &gt;::grad_norm </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+
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+          <td class="memname">double <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch</a>&lt; M &gt;::logp </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
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+      </table>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00579">579</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
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+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00587">587</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/optimization/<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">BFGSMinimizer</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ad45ecfae1cf522aeccd74690e3ca5ab1">_alpha</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ace039fd8789a6eba09a0fbc15584f003">_alpha0</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afc093ad16e0b1c8668463303ccc03429">_alphak_1</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">_fk</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">_fk_1</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a02a192467c7706cf70db60141a3615f6">_func</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">_gk</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">_gk_1</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6a7e635b790a21bf66419b240c08936f">_itNum</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">_ldlt</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">_note</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">_sk</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">_sk_1</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">_xk</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">_xk_1</a></td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">alpha</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">alpha0</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">BFGSMinimizer</a>(FunctorType &amp;f)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afaba4589a2a29fd201c3642f06cc11c3">curr_f</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">curr_g</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a76bc647acbfdad3f5f593ec940df8d84">curr_s</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">curr_x</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">get_code_string</a>(int retCode)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a80b2c5e6ef5839aa3a580a9a9a37de64">HessianT</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">initialize</a>(const VectorT &amp;x0)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">iter_num</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">minimize</a>(VectorT &amp;x0)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">note</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">prev_f</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">prev_g</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">prev_s</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">prev_step_size</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">prev_x</a>() const </td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adfa1ece56a78fbd805212d31179da105">step</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> typedef</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
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+<div class="title">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt; Class Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>&gt;</code></p>
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+<tr class="separator:adc021871519f45628bdd50446e3d4075"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="textblock"><h3>template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt;<br/>
+class stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00234">234</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00237">237</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00236">236</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a49e517b4678f438f201bea8576ca1b2f"></a>
+<div class="memitem">
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::<a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">BFGSMinimizer</a> </td>
+          <td>(</td>
+          <td class="paramtype">FunctorType &amp;&#160;</td>
+          <td class="paramname"><em>f</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00309">309</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2efb26e144b4d4d29f982df93e761823"></a>
+<div class="memitem">
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+      <table class="memname">
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+          <td class="memname">const Scalar&amp; <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::alpha </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00261">261</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname">const Scalar&amp; <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::alpha0 </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00260">260</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+      <table class="memname">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00249">249</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td class="memname">const <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a>&amp; <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::curr_g </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00251">251</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00252">252</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00250">250</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>retCode</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00266">266</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td class="paramtype">const <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">VectorT</a> &amp;&#160;</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00311">311</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00447">447</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00257">257</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00258">258</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00255">255</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00243">243</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00242">242</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+  <i>&copy; 2011&ndash;2013,
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+  <span style="float:left; margin=0 1em 0 1em;">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">ModelAdaptor</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="classstan_1_1optimization_1_1_model_adaptor-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::optimization::ModelAdaptor&lt; M &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a28c05023727eb49f55b51ec0dee8413e"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a28c05023727eb49f55b51ec0dee8413e">ModelAdaptor</a> (M &amp;model, const std::vector&lt; int &gt; &amp;params_i, std::ostream *msgs)</td></tr>
+<tr class="separator:a28c05023727eb49f55b51ec0dee8413e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a77cd72166cb46c21e16c82f24dd84caf"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a77cd72166cb46c21e16c82f24dd84caf">fevals</a> () const </td></tr>
+<tr class="separator:a77cd72166cb46c21e16c82f24dd84caf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6ef3bd561e81ae2cfdc96143aacd4fa7"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a6ef3bd561e81ae2cfdc96143aacd4fa7">operator()</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;x, double &amp;f)</td></tr>
+<tr class="separator:a6ef3bd561e81ae2cfdc96143aacd4fa7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adb0fdd3e2c65d765607c3f30ba16aec8"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#adb0fdd3e2c65d765607c3f30ba16aec8">operator()</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;x, double &amp;f, Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;g)</td></tr>
+<tr class="separator:adb0fdd3e2c65d765607c3f30ba16aec8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5c832385e9d4792ccf2c4375e2b1ade3"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a5c832385e9d4792ccf2c4375e2b1ade3">df</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;x, Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;g)</td></tr>
+<tr class="separator:a5c832385e9d4792ccf2c4375e2b1ade3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M&gt;<br/>
+class stan::optimization::ModelAdaptor&lt; M &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00468">468</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a28c05023727eb49f55b51ec0dee8413e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor</a>&lt; M &gt;::<a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">ModelAdaptor</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00477">477</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5c832385e9d4792ccf2c4375e2b1ade3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor</a>&lt; M &gt;::df </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00548">548</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a77cd72166cb46c21e16c82f24dd84caf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor</a>&lt; M &gt;::fevals </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00482">482</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ef3bd561e81ae2cfdc96143aacd4fa7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor</a>&lt; M &gt;::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>f</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00483">483</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adb0fdd3e2c65d765607c3f30ba16aec8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">stan::optimization::ModelAdaptor</a>&lt; M &gt;::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00508">508</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/optimization/<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">NesterovGradient</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::optimization::NesterovGradient&lt; M &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient&lt; M &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a0b4971e472f7ab5708535a9a87d8fc9c">grad</a>(std::vector&lt; double &gt; &amp;g)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af4dd5e1558ecf25c7a0bb57cb4e71c90">initialize_epsilon</a>()</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a185bdd404b884473cf22ad75a9b98ede">NesterovGradient</a>(M &amp;model, const std::vector&lt; double &gt; &amp;params_r, const std::vector&lt; int &gt; &amp;params_i, double epsilon=-1, std::ostream *output_stream=0)</td><td class="entry"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient&lt; M &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1optimization.html">optimization</a></li><li class="navelem"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">NesterovGradient</a></li>  </ul>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::optimization::NesterovGradient&lt; M &gt; Class Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:af4dd5e1558ecf25c7a0bb57cb4e71c90"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af4dd5e1558ecf25c7a0bb57cb4e71c90">initialize_epsilon</a> ()</td></tr>
+<tr class="separator:af4dd5e1558ecf25c7a0bb57cb4e71c90"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a185bdd404b884473cf22ad75a9b98ede"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a185bdd404b884473cf22ad75a9b98ede">NesterovGradient</a> (M &amp;model, const std::vector&lt; double &gt; &amp;<a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">params_r</a>, const std::vector&lt; int &gt; &amp;params_i, double epsilon=-1, std::ostream *output_stream=0)</td></tr>
+<tr class="separator:a185bdd404b884473cf22ad75a9b98ede"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af86f9e2d5da6465c6fdaa435a7c48886"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af86f9e2d5da6465c6fdaa435a7c48886">logp</a> ()</td></tr>
+<tr class="separator:af86f9e2d5da6465c6fdaa435a7c48886"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0b4971e472f7ab5708535a9a87d8fc9c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a0b4971e472f7ab5708535a9a87d8fc9c">grad</a> (std::vector&lt; double &gt; &amp;g)</td></tr>
+<tr class="separator:a0b4971e472f7ab5708535a9a87d8fc9c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8b9b14a7b025c2978785d4b289c03a87"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">params_r</a> (std::vector&lt; double &gt; &amp;x)</td></tr>
+<tr class="separator:a8b9b14a7b025c2978785d4b289c03a87"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af3e12bb8b1db3c38fcbd359f6c7f5bc9"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af3e12bb8b1db3c38fcbd359f6c7f5bc9">step</a> ()</td></tr>
+<tr class="separator:af3e12bb8b1db3c38fcbd359f6c7f5bc9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;class M&gt;<br/>
+class stan::optimization::NesterovGradient&lt; M &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00013">13</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a185bdd404b884473cf22ad75a9b98ede"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::<a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">NesterovGradient</a> </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em> = <code>-1</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>output_stream</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00104">104</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a0b4971e472f7ab5708535a9a87d8fc9c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::grad </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>g</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00121">121</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af4dd5e1558ecf25c7a0bb57cb4e71c90"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::initialize_epsilon </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00034">34</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af86f9e2d5da6465c6fdaa435a7c48886"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::logp </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00120">120</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8b9b14a7b025c2978785d4b289c03a87"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::params_r </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00122">122</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3e12bb8b1db3c38fcbd359f6c7f5bc9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class M&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient</a>&lt; M &gt;::step </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="nesterov__gradient_8hpp_source.html#l00124">124</a> of file <a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/optimization/<a class="el" href="nesterov__gradient_8hpp_source.html">nesterov_gradient.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1prob.html">prob</a></li><li class="navelem"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html">welford_covar_estimator</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1prob_1_1welford__covar__estimator-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::prob::welford_covar_estimator Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a185e1767d0634b283c66f8d845bb42d7"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a185e1767d0634b283c66f8d845bb42d7">welford_covar_estimator</a> (int n)</td></tr>
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+<tr class="separator:ac753e07b944404946cba323d0f33481d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3446b92b64b15d105b399c1723fcad57"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">add_sample</a> (const Eigen::VectorXd &amp;q)</td></tr>
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+<tr class="separator:aa76e24fffa5e0bf733aafbaab942166e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a025fef3ddbd1b600ff60f293757c7dda"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a025fef3ddbd1b600ff60f293757c7dda">sample_mean</a> (Eigen::VectorXd &amp;mean)</td></tr>
+<tr class="separator:a025fef3ddbd1b600ff60f293757c7dda"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a5e36ff271130c52b707d261f0cf72205"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:ac3239162bce3b35ff653b8072aa8e7e3"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a></td></tr>
+<tr class="separator:ac3239162bce3b35ff653b8072aa8e7e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7cb4d78c9a9496b27f719eb93c56436d"><td class="memItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a></td></tr>
+<tr class="separator:a7cb4d78c9a9496b27f719eb93c56436d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a9ebe972e6e8ea3e680031c36f59bc3c5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00011">11</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a185e1767d0634b283c66f8d845bb42d7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::prob::welford_covar_estimator::welford_covar_estimator </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00015">15</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3446b92b64b15d105b399c1723fcad57"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_covar_estimator::add_sample </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>q</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00025">25</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa76e24fffa5e0bf733aafbaab942166e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::welford_covar_estimator::num_samples </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00035">35</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac753e07b944404946cba323d0f33481d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_covar_estimator::restart </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00019">19</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">Eigen::MatrixXd &amp;&#160;</td>
+          <td class="paramname"><em>covar</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00039">39</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_covar_estimator::sample_mean </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>mean</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00037">37</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a7cb4d78c9a9496b27f719eb93c56436d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname">Eigen::VectorXd stan::prob::welford_covar_estimator::_m</td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00048">48</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::MatrixXd stan::prob::welford_covar_estimator::_m2</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00049">49</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac3239162bce3b35ff653b8072aa8e7e3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::welford_covar_estimator::_num_samples</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__covar__estimator_8hpp_source.html#l00046">46</a> of file <a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/prob/<a class="el" href="welford__covar__estimator_8hpp_source.html">welford_covar_estimator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/classstan_1_1prob_1_1welford__var__estimator-members.html b/doc/api/html/classstan_1_1prob_1_1welford__var__estimator-members.html
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+<div class="title">stan::prob::welford_var_estimator Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a></td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">protected</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">add_sample</a>(const Eigen::VectorXd &amp;q)</td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">num_samples</a>()</td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">restart</a>()</td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">sample_mean</a>(Eigen::VectorXd &amp;mean)</td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">sample_variance</a>(Eigen::VectorXd &amp;var)</td><td class="entry"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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diff --git a/doc/api/html/classstan_1_1prob_1_1welford__var__estimator.html b/doc/api/html/classstan_1_1prob_1_1welford__var__estimator.html
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pro-attribs">Protected Attributes</a> &#124;
+<a href="classstan_1_1prob_1_1welford__var__estimator-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::prob::welford_var_estimator Class Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
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+<tr class="memitem:a61dacc8a07628708042aaf83aa7b1f70"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">restart</a> ()</td></tr>
+<tr class="separator:a61dacc8a07628708042aaf83aa7b1f70"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3706c5c31c545bafd3dee6fa1dcce816"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">add_sample</a> (const Eigen::VectorXd &amp;q)</td></tr>
+<tr class="separator:a3706c5c31c545bafd3dee6fa1dcce816"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aaead1fea2bb10ec78761a7544f47b9ed"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">num_samples</a> ()</td></tr>
+<tr class="separator:aaead1fea2bb10ec78761a7544f47b9ed"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9204b9e61b85661377f48f0d4c55531c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">sample_mean</a> (Eigen::VectorXd &amp;mean)</td></tr>
+<tr class="separator:a9204b9e61b85661377f48f0d4c55531c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a97832111891ecd58739f528506f64bbb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pro-attribs"></a>
+Protected Attributes</h2></td></tr>
+<tr class="memitem:a8b378660396e184e69b5cd7152f4e094"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a></td></tr>
+<tr class="separator:a8b378660396e184e69b5cd7152f4e094"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a97a3e57c6fd9781409f061b9f2937284"><td class="memItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a></td></tr>
+<tr class="separator:a97a3e57c6fd9781409f061b9f2937284"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa805b2a914cff1c8326b2b9037cdbcec"><td class="memItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a></td></tr>
+<tr class="separator:aa805b2a914cff1c8326b2b9037cdbcec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00011">11</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="adcb9ab77cf1496f0d81a605e4b503608"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::prob::welford_var_estimator::welford_var_estimator </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00015">15</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a3706c5c31c545bafd3dee6fa1dcce816"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_var_estimator::add_sample </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>q</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00025">25</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaead1fea2bb10ec78761a7544f47b9ed"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::welford_var_estimator::num_samples </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00035">35</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
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+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">void stan::prob::welford_var_estimator::restart </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00019">19</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_var_estimator::sample_mean </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>mean</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00037">37</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a97832111891ecd58739f528506f64bbb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::welford_var_estimator::sample_variance </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>var</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00039">39</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a97a3e57c6fd9781409f061b9f2937284"></a>
+<div class="memitem">
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+  <tr>
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+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
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+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00048">48</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::prob::welford_var_estimator::_m2</td>
+        </tr>
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+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00049">49</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+
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+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">double stan::prob::welford_var_estimator::_num_samples</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="welford__var__estimator_8hpp_source.html#l00046">46</a> of file <a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this class was generated from the following file:<ul>
+<li>src/stan/prob/<a class="el" href="welford__var__estimator_8hpp_source.html">welford_var_estimator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
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+<title>Stan: src/stan/io/cmd_line.hpp File Reference</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+</div>
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+<a href="#nested-classes">Classes</a> &#124;
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+  <div class="headertitle">
+<div class="title">cmd_line.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+</div>
+<p><a href="cmd__line_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1cmd__line.html">stan::io::cmd_line</a></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1io"><td class="mdescLeft">&#160;</td><td class="mdescRight">Input/output utilities. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aefe8bb54168558ab08f140cb2886f1e3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#aefe8bb54168558ab08f140cb2886f1e3">stan::io::pad_help_option</a> (std::ostream *o, const std::string &amp;option=&quot;&quot;, unsigned int width=20)</td></tr>
+<tr class="memdesc:aefe8bb54168558ab08f140cb2886f1e3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Print help option with padding.  <a href="#aefe8bb54168558ab08f140cb2886f1e3"></a><br/></td></tr>
+<tr class="separator:aefe8bb54168558ab08f140cb2886f1e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a6a7173ea51d2f2c2dc710d3a846fc732"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints single print option to output ptr if non-null.  <a href="#a6a7173ea51d2f2c2dc710d3a846fc732"></a><br/></td></tr>
+<tr class="separator:a6a7173ea51d2f2c2dc710d3a846fc732"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0b47261532cf7c027e939aca02088c06"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06">stan::io::print_help_option</a> (std::ostream *o, const std::string &amp;key, const std::string &amp;value_type, const std::string &amp;msg, const std::string &amp;note=&quot;&quot;)</td></tr>
+<tr class="memdesc:a0b47261532cf7c027e939aca02088c06"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints single print option to output ptr if non-null.  <a href="#a0b47261532cf7c027e939aca02088c06"></a><br/></td></tr>
+<tr class="separator:a0b47261532cf7c027e939aca02088c06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#aec5638401c1a9174c2a1755dbb9b9a1c">stan::io::cmd_line::bare&lt; std::string &gt;</a> (size_t n, std::string &amp;x) const </td></tr>
+<tr class="separator:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6717f7e0267a49b9c35e24aa6183236a"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:a6717f7e0267a49b9c35e24aa6183236a"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a6717f7e0267a49b9c35e24aa6183236a">stan::io::cmd_line::val&lt; std::string &gt;</a> (const std::string &amp;key, std::string &amp;x) const </td></tr>
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+<a href="cmd__line_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__CMD_LINE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__CMD_LINE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="namespacestan_1_1io.html">   13</a></span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                         <span class="keyword">const</span> std::string&amp; option = <span class="stringliteral">&quot;&quot;</span>,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                         <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> width = 20) {</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                           <span class="keyword">const</span> std::string&amp; key_val,</div>
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+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                           <span class="keyword">const</span> std::string&amp; key,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                           <span class="keyword">const</span> std::string&amp; value_type,</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                           <span class="keyword">const</span> std::string&amp; msg,</div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;--&quot;</span> &lt;&lt; key;</div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    }</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html">  113</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1cmd__line.html" title="Parses and stores command-line arguments.">cmd_line</a> {</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    <span class="keyword">private</span>:</div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      std::map&lt;std::string,std::string&gt; key_val_;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      std::set&lt;std::string&gt; flag_;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      std::vector&lt;std::string&gt; bare_;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keywordtype">void</span> parse_arg(<span class="keyword">const</span> std::string&amp; s) {</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (s.size() &lt; 2</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            || s[0] != <span class="charliteral">&#39;-&#39;</span></div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;            || s[1] != <span class="charliteral">&#39;-&#39;</span>) {</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          bare_.push_back(s);</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        }</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 2; i &lt; s.size(); ++i) {</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          <span class="keywordflow">if</span> (s[i] == <span class="charliteral">&#39;=&#39;</span>) {</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;            key_val_[s.substr(2,i - 2)] = s.substr(i + 1,s.size() - i - 1);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;            <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          } </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        flag_.insert(s.substr(2,s.size()));</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a8b00f5947e12e84d1740116a05a4ca16">  142</a></span>&#160;      <a class="code" href="classstan_1_1io_1_1cmd__line.html#a8b00f5947e12e84d1740116a05a4ca16" title="Construct a command-line argument object from the specified command-line arguments.">cmd_line</a>(<span class="keywordtype">int</span> argc, <span class="keyword">const</span> <span class="keywordtype">char</span>* argv[])</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        : cmd_(argv[0]) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 1; i &lt; argc; ++i) </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          parse_arg(argv[i]);</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      }</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7">  155</a></span>&#160;      std::string <a class="code" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7" title="Returns the name of the command itself.">command</a>() {</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">return</span> cmd_;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      }</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      </div>
+<div class="line"><a name="l00165"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a6d18234501f15e832c610807519091bc">  165</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a6d18234501f15e832c610807519091bc" title="Return true if the specified key is defined.">has_key</a>(<span class="keyword">const</span> std::string&amp; key)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="keywordflow">return</span> key_val_.find(key) != key_val_.end();</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      }</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00189"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a44c058f7d1a236d9fdc95720191e8bd2">  189</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a44c058f7d1a236d9fdc95720191e8bd2" title="Returns the value for the key provided.">val</a>(<span class="keyword">const</span> std::string&amp; key, T&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="classstan_1_1io_1_1cmd__line.html#a6d18234501f15e832c610807519091bc" title="Return true if the specified key is defined.">has_key</a>(key))</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        std::stringstream s(key_val_.find(key)-&gt;second);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        s &gt;&gt; x;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      }</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00203"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a2d24eb7b0df0df0f9237e722c9935344">  203</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a2d24eb7b0df0df0f9237e722c9935344" title="Return true if the specified flag is defined.">has_flag</a>(<span class="keyword">const</span> std::string&amp; flag)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        <span class="keywordflow">return</span> flag_.find(flag) != flag_.end();</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      }</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;</div>
+<div class="line"><a name="l00212"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a5cfdf91b7237b7db7cd9ea0b7de571b6">  212</a></span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a5cfdf91b7237b7db7cd9ea0b7de571b6" title="Return the number of bare arguments.">bare_size</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">return</span> bare_.size();</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      }</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00230"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675">  230</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675" title="Returns the bare argument.">bare</a>(<span class="keywordtype">size_t</span> n, T&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keywordflow">if</span> (n &gt;= bare_.size())</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        std::stringstream s(bare_[n]);</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        s &gt;&gt; x;</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      }</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;</div>
+<div class="line"><a name="l00245"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1cmd__line.html#a7b567a1d5ff8fbfd102541ff7165f0a8">  245</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1cmd__line.html#a7b567a1d5ff8fbfd102541ff7165f0a8" title="Print a human readable parsed form of the command-line arguments to the specified output stream...">print</a>(std::ostream&amp; out)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        out &lt;&lt; <span class="stringliteral">&quot;COMMAND=&quot;</span> &lt;&lt; cmd_ &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordtype">size_t</span> flag_count = 0;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;        <span class="keywordflow">for</span> (std::set&lt;std::string&gt;::const_iterator it = flag_.begin();</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;             it != flag_.end();</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;             ++it) {</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;          out &lt;&lt; <span class="stringliteral">&quot;FLAG &quot;</span> &lt;&lt; flag_count &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; (*it) &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          ++flag_count;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;        }</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        <span class="keywordtype">size_t</span> key_val_count = 0;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;        <span class="keywordflow">for</span> (std::map&lt;std::string,std::string&gt;::const_iterator it = key_val_.begin();</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;             it != key_val_.end();</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;             ++it) {</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;          out &lt;&lt; <span class="stringliteral">&quot;KEY &quot;</span> &lt;&lt; key_val_count &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; (*it).first;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;          out &lt;&lt; <span class="stringliteral">&quot; VAL &quot;</span> &lt;&lt; key_val_count &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; (*it).second &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          ++key_val_count;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        }</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keywordtype">size_t</span> bare_count = 0;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; bare_.size(); ++i) {</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;          out &lt;&lt; <span class="stringliteral">&quot;BARE ARG &quot;</span> &lt;&lt; bare_count &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; bare_[i] &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;          ++bare_count;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      }</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;    };</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;    <span class="comment">// explicit instantation for std::string to allow for spaces</span></div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;    <span class="comment">// in bare_[n]</span></div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;    <span class="keyword">template</span> &lt;&gt;</div>
+<div class="line"><a name="l00274"></a><span class="lineno"><a class="code" href="namespacestan_1_1io.html#aec5638401c1a9174c2a1755dbb9b9a1c">  274</a></span>&#160;    <span class="keywordtype">bool</span> cmd_line::bare&lt;std::string&gt;(<span class="keywordtype">size_t</span> n, std::string&amp; x) <span class="keyword">const</span> {</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keywordflow">if</span> (n &gt;= bare_.size())</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      x = bare_[n];</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;    }</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;    <span class="comment">// explicit instantation for std::string to allow for spaces</span></div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;    <span class="comment">// in key_val_</span></div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;    <span class="keyword">template</span> &lt;&gt;</div>
+<div class="line"><a name="l00284"></a><span class="lineno"><a class="code" href="namespacestan_1_1io.html#a6717f7e0267a49b9c35e24aa6183236a">  284</a></span>&#160;    <span class="keywordtype">bool</span> cmd_line::val&lt;std::string&gt;(<span class="keyword">const</span> std::string&amp; key, std::string&amp; x) <span class="keyword">const</span> {</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordflow">if</span> (!has_key(key))</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      x = key_val_.find(key)-&gt;second;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;    }</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;  }</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;}</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/col_8hpp.html b/doc/api/html/col_8hpp.html
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/math/matrix/col.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="col_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ae497ca37fd7867fd11c4cd095c8aaa71"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae497ca37fd7867fd11c4cd095c8aaa71"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae497ca37fd7867fd11c4cd095c8aaa71">stan::math::col</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m, size_t j)</td></tr>
+<tr class="memdesc:ae497ca37fd7867fd11c4cd095c8aaa71"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified column of the specified matrix using start-at-1 indexing.  <a href="#ae497ca37fd7867fd11c4cd095c8aaa71"></a><br/></td></tr>
+<tr class="separator:ae497ca37fd7867fd11c4cd095c8aaa71"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="col_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__COL_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ae497ca37fd7867fd11c4cd095c8aaa71">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ae497ca37fd7867fd11c4cd095c8aaa71" title="Return the specified column of the specified matrix using start-at-1 indexing.">col</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; m,</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordtype">size_t</span> j) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a0908a541f73f2d206d9bc0d41c487a4d">validate_column_index</a>(m,j,<span class="stringliteral">&quot;col&quot;</span>);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> m.col(j - 1);</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a871bccc233a4dcd764ffece5a3f9a399"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a871bccc233a4dcd764ffece5a3f9a399"><td class="memTemplItemLeft" align="right" valign="top">size_t&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">stan::math::cols</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a871bccc233a4dcd764ffece5a3f9a399"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">cols.hpp</div>  </div>
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+<a href="cols_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__COLS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__COLS_HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keywordflow">return</span> m.cols();</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    }</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;}</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  </span>
+</div>
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+<div class="title">command.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/date_time/posix_time/posix_time_types.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/additive_combine.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/uniform_real_distribution.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="version_8hpp_source.html">stan/version.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cmd__line_8hpp_source.html">stan/io/cmd_line.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dump_8hpp_source.html">stan/io/dump.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mcmc__writer_8hpp_source.html">stan/io/mcmc_writer.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="argument__parser_8hpp_source.html">stan/gm/arguments/argument_parser.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__id_8hpp_source.html">stan/gm/arguments/arg_id.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__data_8hpp_source.html">stan/gm/arguments/arg_data.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__init_8hpp_source.html">stan/gm/arguments/arg_init.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__random_8hpp_source.html">stan/gm/arguments/arg_random.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="arg__output_8hpp_source.html">stan/gm/arguments/arg_output.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_unit_e_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_diag_e_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_dense_e_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__unit__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_unit_e_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__diag__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_diag_e_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="adapt__dense__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_dense_e_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="model_2util_8hpp_source.html">stan/model/util.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="newton_8hpp_source.html">stan/optimization/newton.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="nesterov__gradient_8hpp_source.html">stan/optimization/nesterov_gradient.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="bfgs_8hpp_source.html">stan/optimization/bfgs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="command_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:afef5e532e54ab9d2a07c9b67dbc9f71d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#afef5e532e54ab9d2a07c9b67dbc9f71d">stan::gm::write_stan</a> (std::ostream *s, const char prefix= '\0')</td></tr>
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+<a href="command_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__COMMAND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__COMMAND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/date_time/posix_time/posix_time_types.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/random/additive_combine.hpp&gt;</span> <span class="comment">// L&#39;Ecuyer RNG</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_real_distribution.hpp&gt;</span></div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      *s &lt;&lt; prefix &lt;&lt; <span class="stringliteral">&quot; stan_version_patch = &quot;</span> &lt;&lt; <a class="code" href="namespacestan.html#ae9ae37a39676ea8ca7cbfeffce12f938" title="Patch version for Stan package.">stan::PATCH_VERSION</a> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;</div>
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+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                                  algorithm-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;hmc&quot;</span>));</div>
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+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div>
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+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;</div>
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+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      </div>
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+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;                       boost::posix_time::ptime(boost::posix_time::min_date_time))</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;                      .total_milliseconds();</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        </div>
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+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      </div>
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+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      rng_t base_rng(random_seed);</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="comment">// Advance generator to avoid process conflicts</span></div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keyword">static</span> boost::uintmax_t DISCARD_STRIDE = <span class="keyword">static_cast&lt;</span>boost::uintmax_t<span class="keyword">&gt;</span>(1) &lt;&lt; 50;</div>
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+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;                               std::fstream::in);</div>
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+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;          </div>
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+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;          init_rng(base_rng, init_range_distribution);</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;          </div>
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+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;        <span class="keywordflow">if</span> (test-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>() == <span class="stringliteral">&quot;gradient&quot;</span>) {</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;          std::cout &lt;&lt; std::endl &lt;&lt; <span class="stringliteral">&quot;TEST GRADIENT MODE&quot;</span> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;                           (test-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;gradient&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;epsilon&quot;</span>))-&gt;value();</div>
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+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;                         (test-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;gradient&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;error&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;          </div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;          <span class="keywordtype">int</span> num_failed</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;            = stan::model::test_gradients&lt;true,true&gt;(model,cont_vector, disc_vector, epsilon, error, std::cout);</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;          </div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;          <span class="keywordflow">if</span> (output_stream) {</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;            num_failed</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;              = stan::model::test_gradients&lt;true,true&gt;(model,cont_vector, disc_vector, epsilon, error, *output_stream);</div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;          }</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;          </div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;          <span class="keywordflow">if</span> (diagnostic_stream) {</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;            num_failed</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;              = stan::model::test_gradients&lt;true,true&gt;(model,cont_vector, disc_vector, epsilon, error, *diagnostic_stream);</div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;          }</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;          </div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;          (void) num_failed; <span class="comment">// FIXME: do something with the number failed</span></div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;          </div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">error_codes::OK</a>;</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;        }</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;        </div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;      }</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;      </div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;      <span class="comment">//           Optimization Algorithms            //</span></div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;<span class="comment"></span>      </div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;      <span class="keywordflow">if</span> (parser.<a class="code" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">arg</a>(<span class="stringliteral">&quot;method&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;optimize&quot;</span>)) {</div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;        </div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;        std::vector&lt;double&gt; cont_vector(cont_params.size());</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; cont_params.size(); ++i)</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;          cont_vector.at(i) = cont_params(i);</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;        std::vector&lt;int&gt; disc_vector;</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;        </div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;        <a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a>* algo = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1list__argument.html">list_argument</a>*<span class="keyword">&gt;</span></div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;                              (parser.<a class="code" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">arg</a>(<span class="stringliteral">&quot;method&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;optimize&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;algorithm&quot;</span>));</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        <span class="keywordtype">int</span> num_iterations = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">int_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;                             parser.<a class="code" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">arg</a>(<span class="stringliteral">&quot;method&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;optimize&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;iter&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;        <span class="keywordtype">bool</span> save_iterations = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">bool_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;                               parser.<a class="code" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">arg</a>(<span class="stringliteral">&quot;method&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;optimize&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;save_iterations&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;        <span class="keywordflow">if</span> (output_stream) {</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;          *output_stream &lt;&lt; <span class="stringliteral">&quot;lp__,&quot;</span>;</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;          model.write_csv_header(*output_stream);</div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;        }</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;        <span class="keywordtype">double</span> lp(0);</div>
+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;        <span class="keywordtype">int</span> return_code = <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">error_codes::CONFIG</a>;</div>
+<div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;        <span class="keywordflow">if</span> (algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>() == <span class="stringliteral">&quot;nesterov&quot;</span>) {</div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;          <span class="keywordtype">bool</span> epsilon = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;                         algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;nesterov&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;stepsize&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;          </div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;          </div>
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+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;          </div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;          lp = ng.<a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af86f9e2d5da6465c6fdaa435a7c48886">logp</a>();</div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;          </div>
+<div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;          <span class="keywordtype">double</span> lastlp = lp - 1;</div>
+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;          std::cout &lt;&lt; <span class="stringliteral">&quot;Initial log joint probability = &quot;</span> &lt;&lt; lp &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;          <span class="keywordflow">if</span> (output_stream &amp;&amp; save_iterations) {</div>
+<div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;            *output_stream &lt;&lt; lp &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;            model.write_csv(base_rng, cont_vector, disc_vector,</div>
+<div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;                            *output_stream, &amp;std::cout);</div>
+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;            output_stream-&gt;flush();</div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;          }</div>
+<div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;</div>
+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;          <span class="keywordtype">int</span> m = 0;</div>
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+<div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;            ng.<a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">params_r</a>(cont_vector);</div>
+<div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;            <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a0505a5edd8692d9113977c9cd19bc778">do_print</a>(i, refresh)) {</div>
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+<div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;              std::cout &lt;&lt; std::setw(2) &lt;&lt; (m + 1) &lt;&lt; <span class="stringliteral">&quot;. &quot;</span>;</div>
+<div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;Log joint probability = &quot;</span> &lt;&lt; std::setw(10) &lt;&lt; lp;</div>
+<div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;. Improved by &quot;</span> &lt;&lt; (lp - lastlp) &lt;&lt; <span class="stringliteral">&quot;.&quot;</span>;</div>
+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;              std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;              std::cout.flush();</div>
+<div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;            }</div>
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+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;            }</div>
+<div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;</div>
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+<div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#ae76346e1327805d1a7f6a28da263ec5d">write_error_msg</a>(&amp;std::cout, e);</div>
+<div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;            lp = -std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;          }</div>
+<div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;          </div>
+<div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;          std::cout &lt;&lt; <span class="stringliteral">&quot;initial log joint probability = &quot;</span> &lt;&lt; lp &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;          <span class="keywordflow">if</span> (output_stream &amp;&amp; save_iterations) {</div>
+<div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;            *output_stream &lt;&lt; lp &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
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+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;          <span class="keywordtype">int</span> m = 0;</div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;          <span class="keywordflow">while</span> ((lp - lastlp) / <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(lp) &gt; 1e-8) {</div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;            </div>
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+<div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;            lp = <a class="code" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">stan::optimization::newton_step</a>(model, cont_vector, disc_vector);</div>
+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;            std::cout &lt;&lt; <span class="stringliteral">&quot;Iteration &quot;</span>;</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;            std::cout &lt;&lt; std::setw(2) &lt;&lt; (m + 1) &lt;&lt; <span class="stringliteral">&quot;. &quot;</span>;</div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;            std::cout &lt;&lt; <span class="stringliteral">&quot;Log joint probability = &quot;</span> &lt;&lt; std::setw(10) &lt;&lt; lp;</div>
+<div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;            std::cout &lt;&lt; <span class="stringliteral">&quot;. Improved by &quot;</span> &lt;&lt; (lp - lastlp) &lt;&lt; <span class="stringliteral">&quot;.&quot;</span>;</div>
+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;            std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;            std::cout.flush();</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;            m++;</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;</div>
+<div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;            <span class="keywordflow">if</span> (output_stream &amp;&amp; save_iterations) {</div>
+<div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;              *output_stream &lt;&lt; lp &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;              model.write_csv(base_rng, cont_vector, disc_vector,</div>
+<div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;                              *output_stream, &amp;std::cout);</div>
+<div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;            }</div>
+<div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;            </div>
+<div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;          }</div>
+<div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;          return_code = <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">error_codes::OK</a>;</div>
+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">value</a>() == <span class="stringliteral">&quot;bfgs&quot;</span>) {</div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;          </div>
+<div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;          <a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">stan::optimization::BFGSLineSearch&lt;Model&gt;</a> bfgs(model, cont_vector, disc_vector,</div>
+<div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;                                                         &amp;std::cout);</div>
+<div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;          bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a07597137b348a11f639d2c9eb9dd7207">alpha0</a> = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;                         algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;bfgs&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;init_alpha&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;          bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ab0aa0121e1acca46338f9e25e9650192">tolF</a> = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;                         algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;bfgs&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;tol_obj&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;          bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">tolGrad</a> = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>*<span class="keyword">&gt;</span>(</div>
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+<div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;          bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a0aec50286d347f1a64bf344f36088771">tolX</a> = <span class="keyword">dynamic_cast&lt;</span><a class="code" href="classstan_1_1gm_1_1singleton__argument.html">real_argument</a>*<span class="keyword">&gt;</span>(</div>
+<div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;                         algo-&gt;<a class="code" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">arg</a>(<span class="stringliteral">&quot;bfgs&quot;</span>)-&gt;<a class="code" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">arg</a>(<span class="stringliteral">&quot;tol_param&quot;</span>))-&gt;value();</div>
+<div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;          bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">_opts</a>.<a class="code" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af876cbedf84144450e0762520e9ff191">maxIts</a> = num_iterations;</div>
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+<div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;          lp = bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a6750ef181409d006239e8693a60daa85">logp</a>();</div>
+<div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;          </div>
+<div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;          std::cout &lt;&lt; <span class="stringliteral">&quot;initial log joint probability = &quot;</span> &lt;&lt; lp &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;          <span class="keywordflow">if</span> (output_stream &amp;&amp; save_iterations) {</div>
+<div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;            *output_stream &lt;&lt; lp &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;            model.write_csv(base_rng, cont_vector, disc_vector,</div>
+<div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;                            *output_stream, &amp;std::cout);</div>
+<div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;            output_stream-&gt;flush();</div>
+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;          }</div>
+<div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;</div>
+<div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;          <span class="keywordtype">int</span> ret = 0;</div>
+<div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;          </div>
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+<div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;    Iter &quot;</span>;</div>
+<div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;     log prob &quot;</span>;</div>
+<div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;       ||dx|| &quot;</span>;</div>
+<div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;     ||grad|| &quot;</span>;</div>
+<div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot;      alpha &quot;</span>;</div>
+<div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;<span class="comment">// MAB: commented out but left in because it may be useful for debugging in the future</span></div>
+<div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;<span class="comment">//              std::cout &lt;&lt; &quot;     alpha0 &quot;;</span></div>
+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; # evals &quot;</span>;</div>
+<div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; Notes &quot;</span> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;            </div>
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+<div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(7) &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">iter_num</a>() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(12) &lt;&lt; std::setprecision(6) &lt;&lt; lp &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(12) &lt;&lt; std::setprecision(6) &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">prev_step_size</a>() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(12) &lt;&lt; std::setprecision(6) &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">curr_g</a>().norm() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(10) &lt;&lt; std::setprecision(4) &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">alpha</a>() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;<span class="comment">//              std::cout &lt;&lt; &quot; &quot; &lt;&lt; std::setw(10) &lt;&lt; std::setprecision(4) &lt;&lt; bfgs.alpha0() &lt;&lt; &quot; &quot;;</span></div>
+<div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::setw(7) &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#aa39e8aa1b28762bd358986c11c67838a">grad_evals</a>() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;              std::cout &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; bfgs.<a class="code" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">note</a>() &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;              std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;            }</div>
+<div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;            </div>
+<div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;            <span class="keywordflow">if</span> (output_stream &amp;&amp; save_iterations) {</div>
+<div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;              *output_stream &lt;&lt; lp &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;              model.write_csv(base_rng, cont_vector, disc_vector,</div>
+<div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;                              *output_stream, &amp;std::cout);</div>
+<div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;              output_stream-&gt;flush();</div>
+<div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;            }</div>
+<div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;          }</div>
+<div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;          </div>
+<div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;          </div>
+<div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;          <span class="keywordflow">if</span> (ret &gt;= 0) {</div>
+<div class="line"><a name="l00731"></a><span class="lineno">  731</span>&#160;            std::cout &lt;&lt; <span class="stringliteral">&quot;Optimization terminated normally: &quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;            return_code = <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">error_codes::OK</a>;</div>
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+<div class="line"><a name="l00926"></a><span class="lineno">  926</span>&#160;            </div>
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+<div class="line"><a name="l00930"></a><span class="lineno">  930</span>&#160;          }</div>
+<div class="line"><a name="l00931"></a><span class="lineno">  931</span>&#160;          </div>
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+<div class="line"><a name="l00943"></a><span class="lineno">  943</span>&#160;                             writer,</div>
+<div class="line"><a name="l00944"></a><span class="lineno">  944</span>&#160;                             s, model, base_rng);</div>
+<div class="line"><a name="l00945"></a><span class="lineno">  945</span>&#160;        </div>
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+<div class="line"><a name="l00948"></a><span class="lineno">  948</span>&#160;        </div>
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+<div class="line"><a name="l00952"></a><span class="lineno">  952</span>&#160;        }</div>
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+<div class="line"><a name="l00960"></a><span class="lineno">  960</span>&#160;                                       s, model, base_rng);</div>
+<div class="line"><a name="l00961"></a><span class="lineno">  961</span>&#160;        </div>
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+<div class="line"><a name="l00963"></a><span class="lineno">  963</span>&#160;        sampleDeltaT = (double)(end - start) / CLOCKS_PER_SEC;</div>
+<div class="line"><a name="l00964"></a><span class="lineno">  964</span>&#160;        </div>
+<div class="line"><a name="l00965"></a><span class="lineno">  965</span>&#160;        writer.print_timing(warmDeltaT, sampleDeltaT);</div>
+<div class="line"><a name="l00966"></a><span class="lineno">  966</span>&#160;        </div>
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+<div class="line"><a name="l00968"></a><span class="lineno">  968</span>&#160;        </div>
+<div class="line"><a name="l00969"></a><span class="lineno">  969</span>&#160;      }</div>
+<div class="line"><a name="l00970"></a><span class="lineno">  970</span>&#160;      </div>
+<div class="line"><a name="l00971"></a><span class="lineno">  971</span>&#160;      <span class="keywordflow">if</span> (output_stream) {</div>
+<div class="line"><a name="l00972"></a><span class="lineno">  972</span>&#160;        output_stream-&gt;close();</div>
+<div class="line"><a name="l00973"></a><span class="lineno">  973</span>&#160;        <span class="keyword">delete</span> output_stream;</div>
+<div class="line"><a name="l00974"></a><span class="lineno">  974</span>&#160;      }</div>
+<div class="line"><a name="l00975"></a><span class="lineno">  975</span>&#160;        </div>
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+<div class="line"><a name="l00991"></a><span class="lineno">  991</span>&#160;</div>
+<div class="line"><a name="l00992"></a><span class="lineno">  992</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
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+<div class="contents">
+<a href="common__adaptors__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__COMMON_ADAPTORS_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__COMMON_ADAPTORS_DEF__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;                          (<a class="code" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a>, low_)</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;                          (<a class="code" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a>, high_) )</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="generator_8hpp_source.html">stan/gm/generator.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="parser_8hpp_source.html">stan/gm/parser.hpp</a>&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+</div>
+<p><a href="compiler_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:afa03c3de30429fab595ea53c97b9edc8"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#afa03c3de30429fab595ea53c97b9edc8">stan::gm::compile</a> (std::ostream *msgs, std::istream &amp;stan_gm_in, std::ostream &amp;cpp_out, const std::string &amp;model_name, bool include_main=true, const std::string &amp;in_file_name=&quot;input&quot;)</td></tr>
+<tr class="memdesc:afa03c3de30429fab595ea53c97b9edc8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read a Stan model specification from the specified input, parse it, and write the C++ code for it to the specified output.  <a href="#afa03c3de30429fab595ea53c97b9edc8"></a><br/></td></tr>
+<tr class="separator:afa03c3de30429fab595ea53c97b9edc8"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="compiler_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__COMPILER_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#afa03c3de30429fab595ea53c97b9edc8">   38</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#afa03c3de30429fab595ea53c97b9edc8" title="Read a Stan model specification from the specified input, parse it, and write the C++ code for it to ...">compile</a>(std::ostream* msgs, <span class="comment">// for warnings</span></div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>; <span class="comment">// syntax error in program</span></div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    </div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;}</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<tr class="memitem:aece739c5a2672028f0c7848045b89f08"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aece739c5a2672028f0c7848045b89f08">stan::math::CONSTRAINT_TOLERANCE</a> = 1E-8</td></tr>
+<tr class="memdesc:aece739c5a2672028f0c7848045b89f08"><td class="mdescLeft">&#160;</td><td class="mdescRight">The tolerance for checking arithmetic bounds In rank and in simplexes.  <a href="#aece739c5a2672028f0c7848045b89f08"></a><br/></td></tr>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="welford__covar__estimator_8hpp_source.html">stan/prob/welford_covar_estimator.hpp</a>&gt;</code><br/>
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+<a href="covar__adaptation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__COVAR__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__COVAR__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="welford__covar__estimator_8hpp.html">stan/prob/welford_covar_estimator.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="windowed__adaptation_8hpp.html">stan/mcmc/windowed_adaptation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html">covar_adaptation</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html">windowed_adaptation</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a32edd1badb6af5fad1348168ab4d5d91">   18</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a32edd1badb6af5fad1348168ab4d5d91">covar_adaptation</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html">windowed_adaptation</a>(<span class="stringliteral">&quot;covariance&quot;</span>), <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>(n) {}</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a6c50cab9f1bebe465e8c28db2a9581f4">   20</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a6c50cab9f1bebe465e8c28db2a9581f4">learn_covariance</a>(Eigen::MatrixXd&amp; covar, <span class="keyword">const</span> Eigen::VectorXd&amp; q) {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a8e82facfbdd25e23a6dc04dfb47f6f55">adaptation_window</a>()) <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">add_sample</a>(q);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ae4b5c1e4712c89086d7f7e2c0463e245">end_adaptation_window</a>()) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a99adff4a3380c627160d995b5584bf8e">compute_next_window</a>();</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a5e36ff271130c52b707d261f0cf72205">sample_covariance</a>(covar);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          <span class="keywordtype">double</span> n = <span class="keyword">static_cast&lt;</span><span class="keywordtype">double</span><span class="keyword">&gt;</span>(<a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#aa76e24fffa5e0bf733aafbaab942166e">num_samples</a>());</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          covar = (n / (n + 5.0)) * covar</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                  + 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-3 * (5.0 / (n + 5.0)) * Eigen::MatrixXd::Identity(covar.rows(), covar.cols());</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">restart</a>();</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          ++<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ab589266e966065c3088e6b02c73ad1e3">_adapt_window_counter</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        ++<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ab589266e966065c3088e6b02c73ad1e3">_adapt_window_counter</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">   48</a></span>&#160;      <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html">prob::welford_covar_estimator</a> <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">_estimator</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    };</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/csv__writer_8hpp.html b/doc/api/html/csv__writer_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+</div>
+<p><a href="csv__writer_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1csv__writer.html">stan::io::csv_writer</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Writes Stan variables in comma-separated-value format to an output stream.  <a href="classstan_1_1io_1_1csv__writer.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">csv_writer.hpp</div>  </div>
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+<div class="contents">
+<a href="csv__writer_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__CSV_WRITER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__CSV_WRITER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html">   21</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1csv__writer.html" title="Writes Stan variables in comma-separated-value format to an output stream.">csv_writer</a> {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      std::ostream&amp; o_;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordtype">bool</span> at_bol_;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">public</span>: </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596">   34</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596" title="Write a comma.">comma</a>() {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">if</span> (at_bol_) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          at_bol_ = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        o_ &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#a50ab9dce7685e32f9e7575a4aac66e0f">   49</a></span>&#160;      <a class="code" href="classstan_1_1io_1_1csv__writer.html#a50ab9dce7685e32f9e7575a4aac66e0f" title="Construct a CSV writer that writes to the specified output stream.">csv_writer</a>(std::ostream&amp; o)</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        : o_(o), at_bol_(true) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab">   61</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab" title="Write a newline character.">newline</a>() {</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        o_ &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        at_bol_ = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      }</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a">   74</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a" title="Write a value.">write</a>(<span class="keywordtype">int</span> n) {</div>
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+<div class="line"><a name="l00087"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#af5ad776d96e98944627f61f046cd5745">   87</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#af5ad776d96e98944627f61f046cd5745" title="Write a value.">write</a>(<span class="keywordtype">double</span> x) {</div>
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+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00101"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#a52c5a9818363f72590cc1f3f2a70ab02">  101</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#a52c5a9818363f72590cc1f3f2a70ab02" title="Write a value.">write_row_major</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt;&amp; m) {</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">for</span> (size_type i = 0; i &lt; m.rows(); ++i)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          <span class="keywordflow">for</span> (size_type j = 0; j &lt; m.cols(); ++j)</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;            <a class="code" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a" title="Write a value.">write</a>(m(i,j));</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00117"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d">  117</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d" title="Write a value in column-major order.">write_col_major</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;double,R,C&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keywordflow">for</span> (size_type j = 0; j &lt; m.cols(); ++j)</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          <span class="keywordflow">for</span> (size_type i = 0; i &lt; m.rows(); ++i)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            <a class="code" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a" title="Write a value.">write</a>(m(i,j));</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00125"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#abeea10d26f5a33df95941359955f6429">  125</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#abeea10d26f5a33df95941359955f6429">write</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <a class="code" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d" title="Write a value in column-major order.">write_col_major</a>(m);</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      }</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1csv__writer.html#a756aee107218b98b5aa5d283f27e853b">  138</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1csv__writer.html#a756aee107218b98b5aa5d283f27e853b" title="Write a value.">write</a>(<span class="keyword">const</span> std::string&amp; s) {</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <a class="code" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596" title="Write a comma.">comma</a>();</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        o_ &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span>;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; s.size(); ++i) {</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          <span class="keywordflow">if</span> (s.at(i) == <span class="charliteral">&#39;&quot;&#39;</span>) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;            o_ &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span>; <span class="comment">// double quotes</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            o_ &lt;&lt; s.at(i);</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="cumulative__sum_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7340f6be8ae1e121c6d854005560fef5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7340f6be8ae1e121c6d854005560fef5"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7340f6be8ae1e121c6d854005560fef5">stan::math::cumulative_sum</a> (const std::vector&lt; T &gt; &amp;x)</td></tr>
+<tr class="memdesc:a7340f6be8ae1e121c6d854005560fef5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the cumulative sum of the specified vector.  <a href="#a7340f6be8ae1e121c6d854005560fef5"></a><br/></td></tr>
+<tr class="separator:a7340f6be8ae1e121c6d854005560fef5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:affab469ac332306aa00947f4a7c5d30b"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:affab469ac332306aa00947f4a7c5d30b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#affab469ac332306aa00947f4a7c5d30b">stan::math::cumulative_sum</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:affab469ac332306aa00947f4a7c5d30b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the cumulative sum of the specified matrix.  <a href="#affab469ac332306aa00947f4a7c5d30b"></a><br/></td></tr>
+<tr class="separator:affab469ac332306aa00947f4a7c5d30b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="cumulative__sum_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__CUMULATIVE_SUM_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      std::vector&lt;T&gt; result(x.size());</div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="ddv__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html">stan::agrad::op_ddv_vari</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="ddv__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__DDV_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__DDV_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_ddv_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#ab8049b0e5cba4646440a2a1c1cd04df8">   11</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#ab8049b0e5cba4646440a2a1c1cd04df8">ad_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#ae35305f4cfd7182e903c8bc40b83e1e4">   12</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#ae35305f4cfd7182e903c8bc40b83e1e4">bd_</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#a9fa975086d0c27cd1506fc76f0a826a1">   13</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__ddv__vari.html#a9fa975086d0c27cd1506fc76f0a826a1">cvi_</a>;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>(b),</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>(cvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="textblock"><code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;Eigen/Cholesky&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__hamiltonian_8hpp_source.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</code><br/>
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+<a href="dense__e__metric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DENSE__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DENSE__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;Eigen/Cholesky&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__hamiltonian_8hpp.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="comment">// Euclidean manifold with dense metric</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">typename</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html">   19</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html">dense_e_metric</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, dense_e_point, BaseRNG&gt; {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#aacbf4525e5660fd18eaea038e54e10e2">   23</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#aacbf4525e5660fd18eaea038e54e10e2">dense_e_metric</a>(M&amp; m, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>):</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>, BaseRNG&gt;(m, e) {};</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#ab8327239e30c1ac20c624f2d0d2a22dc">   25</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#ab8327239e30c1ac20c624f2d0d2a22dc">~dense_e_metric</a>() {};</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordflow">return</span> 0.5 * z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.transpose() * z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a> * z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>;</div>
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+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a132d41ed5cea3b3f4e83f4d27f6e0984">   32</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a132d41ed5cea3b3f4e83f4d27f6e0984">phi</a>(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z) { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a>(z); }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      </div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#acb07208943a4c9a73baa825e5c164b5c">   34</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#acb07208943a4c9a73baa825e5c164b5c">dtau_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">return</span> Eigen::VectorXd::Zero(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">_model</a>.num_params_r());</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a42125a6efb109bad98202343bd4f16dc">   38</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a42125a6efb109bad98202343bd4f16dc">dtau_dp</a>(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a> * z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      </div>
+<div class="line"><a name="l00042"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">   42</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">dphi_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a6226a2831ba574b3219536c5c3b31d42">   46</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html#a6226a2831ba574b3219536c5c3b31d42">sample_p</a>(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z, BaseRNG&amp; rng) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        boost::variate_generator&lt;BaseRNG&amp;, boost::normal_distribution&lt;&gt; &gt; </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          _rand_dense_gaus(rng, boost::normal_distribution&lt;&gt;());</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        Eigen::VectorXd u(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.size());</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::VectorXd::size_type</a> i = 0; i &lt; u.size(); ++i) </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          u(i) = _rand_dense_gaus();</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a> = z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.llt().matrixL().solve(u);</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    };</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<div class="title">dense_e_nuts.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/dense_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dense__e__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">dense_e_nuts.hpp</div>  </div>
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+<a href="dense__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DENSE__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DENSE__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__nuts_8hpp.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/dense_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with dense metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html">dense_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                         dense_e_point,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                         dense_e_metric,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                         expl_leapfrog,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                         BaseRNG&gt; {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">   25</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">dense_e_nuts</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html">dense_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;NUTS with a dense Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="comment">// Note that the points don&#39;t need to be swapped</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="comment">// here since start.mInv = finish.mInv</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">   31</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">compute_criterion</a>(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; start, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                             <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; finish,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                             Eigen::VectorXd&amp; rho) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordflow">return</span> finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.transpose() * finish.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a> * (rho - finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) &gt; 0</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;               &amp;&amp; start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.transpose() * finish.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a> * (rho - start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>)  &gt; 0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                                          </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    };</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="ps__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dense__e__point_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<div class="title">dense_e_point.hpp</div>  </div>
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+<a href="dense__e__point_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DENSE__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DENSE__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// Point in a phase space with a base</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Euclidean manifold with dense metric</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a3b437b07a44c6994c669ee8ae673e975">   16</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a3b437b07a44c6994c669ee8ae673e975">dense_e_point</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>(n), <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>(n, n) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.setIdentity();</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">   18</a></span>&#160;      };</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      Eigen::MatrixXd <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a493b3745174b5d6dcc50dd2ec6b5e422">   22</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a493b3745174b5d6dcc50dd2ec6b5e422">dense_e_point</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>&amp; z): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>(z), <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>(z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.<a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>(), z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.<a class="code" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">cols</a>()) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        _fast_matrix_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>, z.<a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a9a5591a32c9768f2dd6e80f92b16cf93">   26</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#a9a5591a32c9768f2dd6e80f92b16cf93">write_metric</a>(std::ostream* o) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">if</span>(!o) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        *o &lt;&lt; <span class="stringliteral">&quot;# Elements of inverse mass matrix:&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.rows(); ++i) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          *o &lt;&lt; <span class="stringliteral">&quot;# &quot;</span> &lt;&lt; <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>(i, 0) &lt;&lt; std::flush;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          <span class="keywordflow">for</span>(<span class="keywordtype">int</span> j = 1; j &lt; <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>.cols(); ++j)</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;            *o &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">mInv</a>(i, j) &lt;&lt; std::flush;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          *o &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    };</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dense__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/dense_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dense__e__static__hmc_8hpp_source.html">Go to the source code of this file.</a></p>
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diff --git a/doc/api/html/dense__e__static__hmc_8hpp_source.html b/doc/api/html/dense__e__static__hmc_8hpp_source.html
new file mode 100644
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+<a href="dense__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DENSE__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DENSE__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__static__hmc_8hpp.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/dense_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dense__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/dense_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with dense metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// and static integration time</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html">dense_e_static_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                                     dense_e_point,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                                     dense_e_metric, </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                                     expl_leapfrog, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                                     BaseRNG&gt; {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">   26</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">dense_e_static_hmc</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1dense__e__point.html">dense_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1dense__e__metric.html">dense_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;Static HMC with a dense Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                                            </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                        </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">diag_e_metric.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__hamiltonian_8hpp_source.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="diag__e__metric_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="diag__e__metric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DIAG__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DIAG__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__hamiltonian_8hpp.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">typename</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html">diag_e_metric</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, diag_e_point, BaseRNG&gt; {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#aa85e6a49b53531d5cd722666394fbd70">   20</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#aa85e6a49b53531d5cd722666394fbd70">diag_e_metric</a>(M&amp; m, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>):</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>, BaseRNG&gt;(m, e) {};</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a64127ae540bb5ad55b871a94e0684236">   22</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a64127ae540bb5ad55b871a94e0684236">~diag_e_metric</a>() {};</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">   24</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">T</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordflow">return</span> 0.5 * z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.dot( z.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.cwiseProduct(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) );</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#ad8b4d7e8c1cdfb0b98520bc6b6b3c5a2">   28</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#ad8b4d7e8c1cdfb0b98520bc6b6b3c5a2">tau</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">T</a>(z); }</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#aab16db232dd37b1227032249d01dd0b5">   29</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#aab16db232dd37b1227032249d01dd0b5">phi</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) { <span class="keywordflow">return</span> this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">V</a>(z); }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#af03722a421a4b8f8a21fb2f4ae65d98e">   31</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#af03722a421a4b8f8a21fb2f4ae65d98e">dtau_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordflow">return</span> Eigen::VectorXd::Zero(this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">_model</a>.num_params_r());</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a02386e255cd255f066f9620d3dbb41f3">   35</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a02386e255cd255f066f9620d3dbb41f3">dtau_dp</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.cwiseProduct(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">   39</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">dphi_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">   43</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">sample_p</a>(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; z, BaseRNG&amp; rng) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        boost::variate_generator&lt;BaseRNG&amp;, boost::normal_distribution&lt;&gt; &gt; </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          _rand_diag_gaus(rng, boost::normal_distribution&lt;&gt;());</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.size(); ++i) </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>(i) = _rand_diag_gaus() / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(z.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>(i));</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    };</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/diag__e__nuts_8hpp.html b/doc/api/html/diag__e__nuts_8hpp.html
new file mode 100644
index 00000000000..a5f6af7a8c8
--- /dev/null
+++ b/doc/api/html/diag__e__nuts_8hpp.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/diag_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="diag__e__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="diag__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DIAG__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DIAG__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__nuts_8hpp.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/diag_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html">diag_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                        diag_e_point,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                        diag_e_metric,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                        expl_leapfrog,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                        BaseRNG&gt; {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">   25</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">diag_e_nuts</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html">diag_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;NUTS with a diagonal Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="comment">// Note that the points don&#39;t need to be swapped</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="comment">// here since start.mInv = finish.mInv</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">   31</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">compute_criterion</a>(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; start, </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                             <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>&amp; finish,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                             Eigen::VectorXd&amp; rho) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordflow">return</span> finish.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.cwiseProduct(finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>).dot(rho - finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) &gt; 0</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;               &amp;&amp; finish.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.cwiseProduct(start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>).dot(rho - start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) &gt; 0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                                          </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    };</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+<a href="diag__e__point_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DIAG__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DIAG__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// Point in a phase space with a base</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#a5cfefc79d93c982528c7cf957fdc20a2">   16</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#a5cfefc79d93c982528c7cf957fdc20a2">diag_e_point</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>(n), <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>(n) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.setOnes();</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">   18</a></span>&#160;      };</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>, z.<a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">   26</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">write_metric</a>(std::ostream* o) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">if</span>(!o) <span class="keywordflow">return</span>;</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 1; i &lt; <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>.size(); ++i)</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          *o &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">mInv</a>(i) &lt;&lt; std::flush;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        *o &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      };</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/diag_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
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+<div class="contents">
+<a href="diag__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__DIAG__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__DIAG__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__static__hmc_8hpp.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/diag_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/diag_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with diagonal metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// and static integration time</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html">diag_e_static_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                                    diag_e_point,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                                    diag_e_metric, </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                                    expl_leapfrog, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                                    BaseRNG&gt; {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">   26</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">diag_e_static_hmc</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1diag__e__point.html">diag_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1diag__e__metric.html">diag_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;Static HMC with a diagonal Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                        </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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new file mode 100644
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+<a href="#namespaces">Namespaces</a> &#124;
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+<div class="title">diag_matrix.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="diag__matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af970bc3201f476e84259e7ba2d4eb276"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af970bc3201f476e84259e7ba2d4eb276"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af970bc3201f476e84259e7ba2d4eb276">stan::math::diag_matrix</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v)</td></tr>
+<tr class="memdesc:af970bc3201f476e84259e7ba2d4eb276"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a square diagonal matrix with the specified vector of coefficients as the diagonal values.  <a href="#af970bc3201f476e84259e7ba2d4eb276"></a><br/></td></tr>
+<tr class="separator:af970bc3201f476e84259e7ba2d4eb276"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/diag__matrix_8hpp_source.html b/doc/api/html/diag__matrix_8hpp_source.html
new file mode 100644
index 00000000000..4a0e3044fa7
--- /dev/null
+++ b/doc/api/html/diag__matrix_8hpp_source.html
@@ -0,0 +1,125 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="diag__matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DIAG_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__DIAG_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#af970bc3201f476e84259e7ba2d4eb276">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#af970bc3201f476e84259e7ba2d4eb276" title="Return a square diagonal matrix with the specified vector of coefficients as the diagonal values...">diag_matrix</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; v) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> v.asDiagonal();</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="contents">
+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="diag__post__multiply_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a00896827d3247350178c86c0aed533f6"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a00896827d3247350178c86c0aed533f6"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a00896827d3247350178c86c0aed533f6">stan::math::diag_post_multiply</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;m1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;m2)</td></tr>
+<tr class="separator:a00896827d3247350178c86c0aed533f6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="diag__post__multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DIAG_POST_MULTIPLY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__DIAG_POST_MULTIPLY_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R1, C1&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a00896827d3247350178c86c0aed533f6">   13</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a00896827d3247350178c86c0aed533f6">diag_post_multiply</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt;&amp; m1,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                  <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt;&amp; m2) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (m2.cols() != 1 &amp;&amp; m2.rows() != 1)</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;m2 must be a vector&quot;</span>);</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">if</span> (m2.size() != m1.cols())</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;m2 must have same length as m1 has columns&quot;</span>);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R1, C1&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        result(m1.rows(),m1.cols());</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m1.rows(); ++i)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; m1.cols(); ++j)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          result(i,j) = m2(i) * m1(i,j);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6159f8ffb5a37c394dff93781622f504"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a6159f8ffb5a37c394dff93781622f504"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R2, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6159f8ffb5a37c394dff93781622f504">stan::math::diag_pre_multiply</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;m1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;m2)</td></tr>
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+<a href="diag__pre__multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DIAG_PRE_MULTIPLY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__DIAG_PRE_MULTIPLY_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R2, C2&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (m1.cols() != 1 &amp;&amp; m1.rows() != 1)</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">if</span> (m1.size() != m2.rows())</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R2, C2&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        result(m2.rows(),m2.cols());</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m2.rows(); ++i)</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a877aa9df52c3a3f300a3d214c7bde64a"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a877aa9df52c3a3f300a3d214c7bde64a"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a877aa9df52c3a3f300a3d214c7bde64a">stan::math::diagonal</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:a877aa9df52c3a3f300a3d214c7bde64a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a column vector of the diagonal elements of the specified matrix.  <a href="#a877aa9df52c3a3f300a3d214c7bde64a"></a><br/></td></tr>
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+<a href="diagonal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DIAGONAL_HPP__</span></div>
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+<div class="title">dims.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dims_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2b9073e39033e56eb31344091f0170fd"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2b9073e39033e56eb31344091f0170fd"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2b9073e39033e56eb31344091f0170fd">stan::math::dims</a> (const T &amp;x, std::vector&lt; int &gt; &amp;result)</td></tr>
+<tr class="separator:a2b9073e39033e56eb31344091f0170fd"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:af95a2dcde478c06e3543511821618902"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a467589eef4220a87d457c8a268a1fd5d"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a467589eef4220a87d457c8a268a1fd5d">stan::math::dims</a> (const std::vector&lt; T &gt; &amp;x, std::vector&lt; int &gt; &amp;result)</td></tr>
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+<tr class="memitem:a33777ee768c7032331ca8b92e5323384"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; int &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a33777ee768c7032331ca8b92e5323384">stan::math::dims</a> (const T &amp;x)</td></tr>
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+<a href="dims_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DIMS_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/gamma_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dirichlet_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a788f709440fd4c6189fa6d40a32cc328"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob , typename T_prior_sample_size &gt; </td></tr>
+<tr class="memitem:a788f709440fd4c6189fa6d40a32cc328"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob, T_prior_sample_size &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a788f709440fd4c6189fa6d40a32cc328">stan::prob::dirichlet_log</a> (const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta, const Eigen::Matrix&lt; T_prior_sample_size, Eigen::Dynamic, 1 &gt; &amp;alpha)</td></tr>
+<tr class="memdesc:a788f709440fd4c6189fa6d40a32cc328"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Dirichlet density for the given theta and a vector of prior sample sizes, alpha.  <a href="#a788f709440fd4c6189fa6d40a32cc328"></a><br/></td></tr>
+<tr class="separator:a788f709440fd4c6189fa6d40a32cc328"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a91bcdf333694f9c1f685de29105d9bf5"><td class="memTemplParams" colspan="2">template&lt;typename T_prob , typename T_prior_sample_size &gt; </td></tr>
+<tr class="memitem:a91bcdf333694f9c1f685de29105d9bf5"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob, T_prior_sample_size &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a91bcdf333694f9c1f685de29105d9bf5">stan::prob::dirichlet_log</a> (const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta, const Eigen::Matrix&lt; T_prior_sample_size, Eigen::Dynamic, 1 &gt; &amp;alpha)</td></tr>
+<tr class="separator:a91bcdf333694f9c1f685de29105d9bf5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4324e10af97b35a6b667f7b02ddbb7e2"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a4324e10af97b35a6b667f7b02ddbb7e2"><td class="memTemplItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4324e10af97b35a6b667f7b02ddbb7e2">stan::prob::dirichlet_rng</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;alpha, RNG &amp;rng)</td></tr>
+<tr class="separator:a4324e10af97b35a6b667f7b02ddbb7e2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">dirichlet.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="dirichlet_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__DIRICHLET_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__DIRICHLET_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/gamma_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;              <span class="keyword">typename</span> T_prob, <span class="keyword">typename</span> T_prior_sample_size&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob,T_prior_sample_size&gt;::type</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a788f709440fd4c6189fa6d40a32cc328">   46</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a788f709440fd4c6189fa6d40a32cc328" title="The log of the Dirichlet density for the given theta and a vector of prior sample sizes...">dirichlet_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                  <span class="keyword">const</span> Eigen::Matrix&lt;T_prior_sample_size,Eigen::Dynamic,1&gt;&amp; alpha) {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::dirichlet_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_prob,T_prior_sample_size&gt;::type lp(0.0);      </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, theta, alpha,</div>
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+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prior_sample_size&gt;::value</a>) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(alpha.sum());</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; alpha.rows(); ++k)</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      }</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob,T_prior_sample_size&gt;::value</a>)</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; theta.rows(); ++k) </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          lp += <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(alpha[k]-1, theta[k]);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;    }</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob, <span class="keyword">typename</span> T_prior_sample_size&gt;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob,T_prior_sample_size&gt;::type</div>
+<div class="line"><a name="l00080"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a91bcdf333694f9c1f685de29105d9bf5">   80</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a788f709440fd4c6189fa6d40a32cc328" title="The log of the Dirichlet density for the given theta and a vector of prior sample sizes...">dirichlet_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;            <span class="keyword">const</span> Eigen::Matrix&lt;T_prior_sample_size,Eigen::Dynamic,1&gt;&amp; alpha) {</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">return</span> dirichlet_log&lt;false&gt;(theta,alpha);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    }</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;    <span class="keyword">inline</span> Eigen::VectorXd</div>
+<div class="line"><a name="l00087"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4324e10af97b35a6b667f7b02ddbb7e2">   87</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4324e10af97b35a6b667f7b02ddbb7e2">dirichlet_rng</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; alpha,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                     RNG&amp; rng) {</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">using</span> boost::gamma_distribution;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      Eigen::VectorXd y(alpha.rows());</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; alpha.rows(); i++) {</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        variate_generator&lt;RNG&amp;, gamma_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          <a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">gamma_rng</a>(rng, gamma_distribution&lt;&gt;(alpha(i,0),1));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        y(i) = <a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">gamma_rng</a>();</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        sum += y(i);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; alpha.rows(); i++)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        y(i) /= <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">return</span> y;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  }</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;}</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="univariate_8hpp_source.html">stan/prob/distributions/univariate.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multivariate_8hpp_source.html">stan/prob/distributions/multivariate.hpp</a>&gt;</code><br/>
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+<p><a href="distributions_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="distributions_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="univariate_8hpp.html">stan/prob/distributions/univariate.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multivariate_8hpp.html">stan/prob/distributions/multivariate.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;boost/math/policies/policy.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="raise__domain__error_8hpp_source.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a5af45491b0f1852295f1c7ec0730294c"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result , typename T_msg2 &gt; </td></tr>
+<tr class="memitem:a5af45491b0f1852295f1c7ec0730294c"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a> (const char *function, const T_y &amp;y, const char *name, const char *error_msg, T_msg2 error_msg2, T_result *result)</td></tr>
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+<a href="dom__err_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__DOM_ERR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__DOM_ERR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/policies/policy.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="raise__domain__error_8hpp.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="comment">// local output stream for pairs</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      std::ostream&amp; <a class="code" href="namespacestan_1_1gm.html#ae9c40c419ed4088b66443029e8359904">operator&lt;&lt;</a>(std::ostream&amp; o,</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;boost/math/policies/policy.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="raise__domain__error_8hpp_source.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5114bd4a8397e21dd60cc596d24022fe"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result , typename T_msg2 &gt; </td></tr>
+<tr class="memitem:a5114bd4a8397e21dd60cc596d24022fe"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5114bd4a8397e21dd60cc596d24022fe">stan::math::dom_err_vec</a> (size_t i, const char *function, const T_y &amp;y, const char *name, const char *error_msg, T_msg2 error_msg2, T_result *result)</td></tr>
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+<a href="dom__err__vec_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__DOM_ERR_VEC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__DOM_ERR_VEC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/policies/policy.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="raise__domain__error_8hpp.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, </div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                            <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span>,</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math_1_1policies.html#ac83ded77a40cbdc0bdb98879f0d24fb7">stan::math::policies::raise_domain_error</a>;</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__DOT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// x&#39; * y</span></div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i)</div>
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+<div class="textblock"><code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af054a122bafce0c367eaca60a181bd47"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af054a122bafce0c367eaca60a181bd47"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">stan::prob::sign</a> (const T &amp;z)</td></tr>
+<tr class="separator:af054a122bafce0c367eaca60a181bd47"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7621036746361ce33a182006375fcf56"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7621036746361ce33a182006375fcf56">stan::prob::double_exponential_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a7621036746361ce33a182006375fcf56"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2fd04507640d7df4025cdf22bc1940e1"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a2fd04507640d7df4025cdf22bc1940e1"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
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+<tr class="separator:a2fd04507640d7df4025cdf22bc1940e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acb5d3e2870190b33cb60f9165820a07b"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:acb5d3e2870190b33cb60f9165820a07b"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#acb5d3e2870190b33cb60f9165820a07b">stan::prob::double_exponential_cdf</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="memdesc:acb5d3e2870190b33cb60f9165820a07b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the double exponential cumulative density function.  <a href="#acb5d3e2870190b33cb60f9165820a07b"></a><br/></td></tr>
+<tr class="separator:acb5d3e2870190b33cb60f9165820a07b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9f090972ba99ef96684475140e8d7e39"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a9f090972ba99ef96684475140e8d7e39"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a9f090972ba99ef96684475140e8d7e39">stan::prob::double_exponential_cdf_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a9f090972ba99ef96684475140e8d7e39"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a799d82a35ad39823a27340bb57656643"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a799d82a35ad39823a27340bb57656643"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a799d82a35ad39823a27340bb57656643">stan::prob::double_exponential_ccdf_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a799d82a35ad39823a27340bb57656643"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aced8b51bafb8aa39773b8f278559ec09"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:aced8b51bafb8aa39773b8f278559ec09"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#aced8b51bafb8aa39773b8f278559ec09">stan::prob::double_exponential_rng</a> (const double mu, const double sigma, RNG &amp;rng)</td></tr>
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+<a href="double__exponential_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__DOUBLE_EXPONENTIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__DOUBLE_EXPONENTIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">   18</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">sign</a>(<span class="keyword">const</span> T&amp; z) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> (z == 0) ? 0 : z &lt; 0 ? -1 : 1;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="comment">// FIXME: add documentation</span></div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                       &amp;logp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                       &amp;logp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,<span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_loc,T_scale&gt;</a> operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_scale&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        inv_sigma_squared(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          inv_sigma[i] = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;          inv_sigma_squared[i] = inv_sigma[i] * inv_sigma[i];</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      }</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;  </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="comment">// reusable subexpressions values</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_m_mu = y_dbl - mu_dbl;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> fabs_y_m_mu = <a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(y_m_mu);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          logp += NEG_LOG_TWO;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          logp -= fabs_y_m_mu * inv_sigma[n];</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;  </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordtype">double</span> sign_y_m_mu_times_inv_sigma(0);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a> || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          sign_y_m_mu_times_inv_sigma = <a class="code" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">sign</a>(y_m_mu) * inv_sigma[n];</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= sign_y_m_mu_times_inv_sigma;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += sign_y_m_mu_times_inv_sigma;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += -inv_sigma[n] + fabs_y_m_mu * inv_sigma_squared[n];</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    }</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00129"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2fd04507640d7df4025cdf22bc1940e1">  129</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7621036746361ce33a182006375fcf56">double_exponential_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;                           <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keywordflow">return</span> double_exponential_log&lt;false&gt;(y,mu,sigma);</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    }</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00150"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#acb5d3e2870190b33cb60f9165820a07b">  150</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#acb5d3e2870190b33cb60f9165820a07b" title="Calculates the double exponential cumulative density function.">double_exponential_cdf</a>(<span class="keyword">const</span> T_y&amp; y, </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                           <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        = <span class="stringliteral">&quot;stan::prob::double_exponential_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="comment">//cdf</span></div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (sigma_dbl);</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_scaled_diff = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(scaled_diff);</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">if</span>(y_dbl &lt; mu_dbl) {</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          cdf *= exp_scaled_diff * 0.5;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        }</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          cdf *= 1.0 - 0.5 / exp_scaled_diff;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      }</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_scaled_diff = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(scaled_diff);</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keywordflow">if</span>(y_dbl &lt; mu_dbl) {</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += inv_sigma * cdf;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= inv_sigma * cdf;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= scaled_diff * inv_sigma  * cdf;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;        }</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = cdf * inv_sigma / (2.0 * exp_scaled_diff</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;                                                      - 1.0);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        }</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      }</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;    }</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00232"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9f090972ba99ef96684475140e8d7e39">  232</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a9f090972ba99ef96684475140e8d7e39">double_exponential_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                               <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        = <span class="stringliteral">&quot;stan::prob::double_exponential_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;cdf_log)))</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      </div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keywordflow">if</span>(y_dbl &lt; mu_dbl) {</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;          <span class="comment">// log cdf</span></div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;          cdf_log += log_half + scaled_diff;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;          <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += inv_sigma;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= inv_sigma;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= scaled_diff * inv_sigma;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        }</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;          <span class="comment">//log cdf</span></div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;          cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(1.0 - 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff));</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;          <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = 1.0 / (2.0 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(scaled_diff) - 1.0);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv * inv_sigma;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv * inv_sigma;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff </div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;            * inv_sigma;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        }</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      }</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;    }</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00314"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a799d82a35ad39823a27340bb57656643">  314</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a799d82a35ad39823a27340bb57656643">double_exponential_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;                               <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        = <span class="stringliteral">&quot;stan::prob::double_exponential_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>, &amp;ccdf_log)))</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">if</span>(y_dbl &lt; mu_dbl) {</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;          <span class="comment">//log ccdf</span></div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(1.0 - 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(scaled_diff));</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;          <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = 1.0 / (2.0 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff) - 1.0);</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv * inv_sigma;</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv * inv_sigma;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * scaled_diff </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;            * inv_sigma;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        }</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;          <span class="comment">// log ccdf</span></div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;          ccdf_log += log_half - scaled_diff;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;          <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= inv_sigma;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += inv_sigma;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += scaled_diff * inv_sigma;</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;        }</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      }</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;    }</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;    </div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00396"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aced8b51bafb8aa39773b8f278559ec09">  396</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aced8b51bafb8aa39773b8f278559ec09">double_exponential_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;                           <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;                           RNG&amp; rng) {</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;      <span class="keyword">using</span> boost::random::uniform_01;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">std::abs</a>;</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        = <span class="stringliteral">&quot;stan::prob::double_exponential_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      variate_generator&lt;RNG&amp;, uniform_01&lt;&gt; &gt;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        rng_unit_01(rng, uniform_01&lt;&gt;());</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keywordtype">double</span> a = 0;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      <span class="keywordtype">double</span> laplaceRN = rng_unit_01();</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keywordflow">if</span>(0.5 - laplaceRN &gt; 0)</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        a = 1.0;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span>(0.5 - laplaceRN &lt; 0)</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        a = -1.0;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      <span class="keywordflow">return</span> mu - sigma * a * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(1 - 2 * <a class="code" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs</a>(0.5 - laplaceRN));</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;    }</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;  }</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;}</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+	-o-transition-property: background-color, box-shadow;
+	-o-transition-duration: 0.5s;
+	transition-property: background-color, box-shadow;
+	transition-duration: 0.5s;
+}
+
+div.line.glow {
+	background-color: cyan;
+	box-shadow: 0 0 10px cyan;
+}
+
+
+span.lineno {
+	padding-right: 4px;
+	text-align: right;
+	border-right: 2px solid #0F0;
+	background-color: #E8E8E8;
+        white-space: pre;
+}
+span.lineno a {
+	background-color: #D8D8D8;
+}
+
+span.lineno a:hover {
+	background-color: #C8C8C8;
+}
+
+div.ah {
+	background-color: black;
+	font-weight: bold;
+	color: #ffffff;
+	margin-bottom: 3px;
+	margin-top: 3px;
+	padding: 0.2em;
+	border: solid thin #333;
+	border-radius: 0.5em;
+	-webkit-border-radius: .5em;
+	-moz-border-radius: .5em;
+	box-shadow: 2px 2px 3px #999;
+	-webkit-box-shadow: 2px 2px 3px #999;
+	-moz-box-shadow: rgba(0, 0, 0, 0.15) 2px 2px 2px;
+	background-image: -webkit-gradient(linear, left top, left bottom, from(#eee), to(#000),color-stop(0.3, #444));
+	background-image: -moz-linear-gradient(center top, #eee 0%, #444 40%, #000);
+}
+
+div.groupHeader {
+	margin-left: 16px;
+	margin-top: 12px;
+	font-weight: bold;
+}
+
+div.groupText {
+	margin-left: 16px;
+	font-style: italic;
+}
+
+body {
+	background-color: white;
+	color: black;
+        margin: 0;
+}
+
+div.contents {
+	margin-top: 10px;
+	margin-left: 12px;
+	margin-right: 8px;
+}
+
+td.indexkey {
+	background-color: #EBEFF6;
+	font-weight: bold;
+	border: 1px solid #C4CFE5;
+	margin: 2px 0px 2px 0;
+	padding: 2px 10px;
+        white-space: nowrap;
+        vertical-align: top;
+}
+
+td.indexvalue {
+	background-color: #EBEFF6;
+	border: 1px solid #C4CFE5;
+	padding: 2px 10px;
+	margin: 2px 0px;
+}
+
+tr.memlist {
+	background-color: #EEF1F7;
+}
+
+p.formulaDsp {
+	text-align: center;
+}
+
+img.formulaDsp {
+	
+}
+
+img.formulaInl {
+	vertical-align: middle;
+}
+
+div.center {
+	text-align: center;
+        margin-top: 0px;
+        margin-bottom: 0px;
+        padding: 0px;
+}
+
+div.center img {
+	border: 0px;
+}
+
+address.footer {
+	text-align: right;
+	padding-right: 12px;
+}
+
+img.footer {
+	border: 0px;
+	vertical-align: middle;
+}
+
+/* @group Code Colorization */
+
+span.keyword {
+	color: #008000
+}
+
+span.keywordtype {
+	color: #604020
+}
+
+span.keywordflow {
+	color: #e08000
+}
+
+span.comment {
+	color: #800000
+}
+
+span.preprocessor {
+	color: #806020
+}
+
+span.stringliteral {
+	color: #002080
+}
+
+span.charliteral {
+	color: #008080
+}
+
+span.vhdldigit { 
+	color: #ff00ff 
+}
+
+span.vhdlchar { 
+	color: #000000 
+}
+
+span.vhdlkeyword { 
+	color: #700070 
+}
+
+span.vhdllogic { 
+	color: #ff0000 
+}
+
+blockquote {
+        background-color: #F7F8FB;
+        border-left: 2px solid #9CAFD4;
+        margin: 0 24px 0 4px;
+        padding: 0 12px 0 16px;
+}
+
+/* @end */
+
+/*
+.search {
+	color: #003399;
+	font-weight: bold;
+}
+
+form.search {
+	margin-bottom: 0px;
+	margin-top: 0px;
+}
+
+input.search {
+	font-size: 75%;
+	color: #000080;
+	font-weight: normal;
+	background-color: #e8eef2;
+}
+*/
+
+td.tiny {
+	font-size: 75%;
+}
+
+.dirtab {
+	padding: 4px;
+	border-collapse: collapse;
+	border: 1px solid #A3B4D7;
+}
+
+th.dirtab {
+	background: #EBEFF6;
+	font-weight: bold;
+}
+
+hr {
+	height: 0px;
+	border: none;
+	border-top: 1px solid #4A6AAA;
+}
+
+hr.footer {
+	height: 1px;
+}
+
+/* @group Member Descriptions */
+
+table.memberdecls {
+	border-spacing: 0px;
+	padding: 0px;
+}
+
+.memberdecls td, .fieldtable tr {
+	-webkit-transition-property: background-color, box-shadow;
+	-webkit-transition-duration: 0.5s;
+	-moz-transition-property: background-color, box-shadow;
+	-moz-transition-duration: 0.5s;
+	-ms-transition-property: background-color, box-shadow;
+	-ms-transition-duration: 0.5s;
+	-o-transition-property: background-color, box-shadow;
+	-o-transition-duration: 0.5s;
+	transition-property: background-color, box-shadow;
+	transition-duration: 0.5s;
+}
+
+.memberdecls td.glow, .fieldtable tr.glow {
+	background-color: cyan;
+	box-shadow: 0 0 15px cyan;
+}
+
+.mdescLeft, .mdescRight,
+.memItemLeft, .memItemRight,
+.memTemplItemLeft, .memTemplItemRight, .memTemplParams {
+	background-color: #F9FAFC;
+	border: none;
+	margin: 4px;
+	padding: 1px 0 0 8px;
+}
+
+.mdescLeft, .mdescRight {
+	padding: 0px 8px 4px 8px;
+	color: #555;
+}
+
+.memSeparator {
+        border-bottom: 1px solid #DEE4F0;
+        line-height: 1px;
+        margin: 0px;
+        padding: 0px;
+}
+
+.memItemLeft, .memTemplItemLeft {
+        white-space: nowrap;
+}
+
+.memItemRight {
+	width: 100%;
+}
+
+.memTemplParams {
+	color: #4665A2;
+        white-space: nowrap;
+	font-size: 80%;
+}
+
+/* @end */
+
+/* @group Member Details */
+
+/* Styles for detailed member documentation */
+
+.memtemplate {
+	font-size: 80%;
+	color: #4665A2;
+	font-weight: normal;
+	margin-left: 9px;
+}
+
+.memnav {
+	background-color: #EBEFF6;
+	border: 1px solid #A3B4D7;
+	text-align: center;
+	margin: 2px;
+	margin-right: 15px;
+	padding: 2px;
+}
+
+.mempage {
+	width: 100%;
+}
+
+.memitem {
+	padding: 0;
+	margin-bottom: 10px;
+	margin-right: 5px;
+        -webkit-transition: box-shadow 0.5s linear;
+        -moz-transition: box-shadow 0.5s linear;
+        -ms-transition: box-shadow 0.5s linear;
+        -o-transition: box-shadow 0.5s linear;
+        transition: box-shadow 0.5s linear;
+        display: table !important;
+        width: 100%;
+}
+
+.memitem.glow {
+         box-shadow: 0 0 15px cyan;
+}
+
+.memname {
+        font-weight: bold;
+        margin-left: 6px;
+}
+
+.memname td {
+	vertical-align: bottom;
+}
+
+.memproto, dl.reflist dt {
+        border-top: 1px solid #A8B8D9;
+        border-left: 1px solid #A8B8D9;
+        border-right: 1px solid #A8B8D9;
+        padding: 6px 0px 6px 0px;
+        color: #253555;
+        font-weight: bold;
+        text-shadow: 0px 1px 1px rgba(255, 255, 255, 0.9);
+        background-image:url('nav_f.png');
+        background-repeat:repeat-x;
+        background-color: #E2E8F2;
+        /* opera specific markup */
+        box-shadow: 5px 5px 5px rgba(0, 0, 0, 0.15);
+        border-top-right-radius: 4px;
+        border-top-left-radius: 4px;
+        /* firefox specific markup */
+        -moz-box-shadow: rgba(0, 0, 0, 0.15) 5px 5px 5px;
+        -moz-border-radius-topright: 4px;
+        -moz-border-radius-topleft: 4px;
+        /* webkit specific markup */
+        -webkit-box-shadow: 5px 5px 5px rgba(0, 0, 0, 0.15);
+        -webkit-border-top-right-radius: 4px;
+        -webkit-border-top-left-radius: 4px;
+
+}
+
+.memdoc, dl.reflist dd {
+        border-bottom: 1px solid #A8B8D9;      
+        border-left: 1px solid #A8B8D9;      
+        border-right: 1px solid #A8B8D9; 
+        padding: 6px 10px 2px 10px;
+        background-color: #FBFCFD;
+        border-top-width: 0;
+        background-image:url('nav_g.png');
+        background-repeat:repeat-x;
+        background-color: #FFFFFF;
+        /* opera specific markup */
+        border-bottom-left-radius: 4px;
+        border-bottom-right-radius: 4px;
+        box-shadow: 5px 5px 5px rgba(0, 0, 0, 0.15);
+        /* firefox specific markup */
+        -moz-border-radius-bottomleft: 4px;
+        -moz-border-radius-bottomright: 4px;
+        -moz-box-shadow: rgba(0, 0, 0, 0.15) 5px 5px 5px;
+        /* webkit specific markup */
+        -webkit-border-bottom-left-radius: 4px;
+        -webkit-border-bottom-right-radius: 4px;
+        -webkit-box-shadow: 5px 5px 5px rgba(0, 0, 0, 0.15);
+}
+
+dl.reflist dt {
+        padding: 5px;
+}
+
+dl.reflist dd {
+        margin: 0px 0px 10px 0px;
+        padding: 5px;
+}
+
+.paramkey {
+	text-align: right;
+}
+
+.paramtype {
+	white-space: nowrap;
+}
+
+.paramname {
+	color: #602020;
+	white-space: nowrap;
+}
+.paramname em {
+	font-style: normal;
+}
+.paramname code {
+        line-height: 14px;
+}
+
+.params, .retval, .exception, .tparams {
+        margin-left: 0px;
+        padding-left: 0px;
+}       
+
+.params .paramname, .retval .paramname {
+        font-weight: bold;
+        vertical-align: top;
+}
+        
+.params .paramtype {
+        font-style: italic;
+        vertical-align: top;
+}       
+        
+.params .paramdir {
+        font-family: "courier new",courier,monospace;
+        vertical-align: top;
+}
+
+table.mlabels {
+	border-spacing: 0px;
+}
+
+td.mlabels-left {
+	width: 100%;
+	padding: 0px;
+}
+
+td.mlabels-right {
+	vertical-align: bottom;
+	padding: 0px;
+	white-space: nowrap;
+}
+
+span.mlabels {
+        margin-left: 8px;
+}
+
+span.mlabel {
+        background-color: #728DC1;
+        border-top:1px solid #5373B4;
+        border-left:1px solid #5373B4;
+        border-right:1px solid #C4CFE5;
+        border-bottom:1px solid #C4CFE5;
+	text-shadow: none;
+	color: white;
+	margin-right: 4px;
+	padding: 2px 3px;
+	border-radius: 3px;
+	font-size: 7pt;
+	white-space: nowrap;
+	vertical-align: middle;
+}
+
+
+
+/* @end */
+
+/* these are for tree view when not used as main index */
+
+div.directory {
+        margin: 10px 0px;
+        border-top: 1px solid #A8B8D9;
+        border-bottom: 1px solid #A8B8D9;
+        width: 100%;
+}
+
+.directory table {
+        border-collapse:collapse;
+}
+
+.directory td {
+        margin: 0px;
+        padding: 0px;
+	vertical-align: top;
+}
+
+.directory td.entry {
+        white-space: nowrap;
+        padding-right: 6px;
+}
+
+.directory td.entry a {
+        outline:none;
+}
+
+.directory td.entry a img {
+        border: none;
+}
+
+.directory td.desc {
+        width: 100%;
+        padding-left: 6px;
+	padding-right: 6px;
+	padding-top: 3px;
+	border-left: 1px solid rgba(0,0,0,0.05);
+}
+
+.directory tr.even {
+	padding-left: 6px;
+	background-color: #F7F8FB;
+}
+
+.directory img {
+	vertical-align: -30%;
+}
+
+.directory .levels {
+        white-space: nowrap;
+        width: 100%;
+        text-align: right;
+        font-size: 9pt;
+}
+
+.directory .levels span {
+        cursor: pointer;
+        padding-left: 2px;
+        padding-right: 2px;
+	color: #3D578C;
+}
+
+div.dynheader {
+        margin-top: 8px;
+	-webkit-touch-callout: none;
+	-webkit-user-select: none;
+	-khtml-user-select: none;
+	-moz-user-select: none;
+	-ms-user-select: none;
+	user-select: none;
+}
+
+address {
+	font-style: normal;
+	color: #2A3D61;
+}
+
+table.doxtable {
+	border-collapse:collapse;
+        margin-top: 4px;
+        margin-bottom: 4px;
+}
+
+table.doxtable td, table.doxtable th {
+	border: 1px solid #2D4068;
+	padding: 3px 7px 2px;
+}
+
+table.doxtable th {
+	background-color: #374F7F;
+	color: #FFFFFF;
+	font-size: 110%;
+	padding-bottom: 4px;
+	padding-top: 5px;
+}
+
+table.fieldtable {
+        width: 100%;
+        margin-bottom: 10px;
+        border: 1px solid #A8B8D9;
+        border-spacing: 0px;
+        -moz-border-radius: 4px;
+        -webkit-border-radius: 4px;
+        border-radius: 4px;
+        -moz-box-shadow: rgba(0, 0, 0, 0.15) 2px 2px 2px;
+        -webkit-box-shadow: 2px 2px 2px rgba(0, 0, 0, 0.15);
+        box-shadow: 2px 2px 2px rgba(0, 0, 0, 0.15);
+}
+
+.fieldtable td, .fieldtable th {
+        padding: 3px 7px 2px;
+}
+
+.fieldtable td.fieldtype, .fieldtable td.fieldname {
+        white-space: nowrap;
+        border-right: 1px solid #A8B8D9;
+        border-bottom: 1px solid #A8B8D9;
+        vertical-align: top;
+}
+
+.fieldtable td.fielddoc {
+        border-bottom: 1px solid #A8B8D9;
+        width: 100%;
+}
+
+.fieldtable tr:last-child td {
+        border-bottom: none;
+}
+
+.fieldtable th {
+        background-image:url('nav_f.png');
+        background-repeat:repeat-x;
+        background-color: #E2E8F2;
+        font-size: 90%;
+        color: #253555;
+        padding-bottom: 4px;
+        padding-top: 5px;
+        text-align:left;
+        -moz-border-radius-topleft: 4px;
+        -moz-border-radius-topright: 4px;
+        -webkit-border-top-left-radius: 4px;
+        -webkit-border-top-right-radius: 4px;
+        border-top-left-radius: 4px;
+        border-top-right-radius: 4px;
+        border-bottom: 1px solid #A8B8D9;
+}
+
+
+.tabsearch {
+	top: 0px;
+	left: 10px;
+	height: 36px;
+	background-image: url('tab_b.png');
+	z-index: 101;
+	overflow: hidden;
+	font-size: 13px;
+}
+
+.navpath ul
+{
+	font-size: 11px;
+	background-image:url('tab_b.png');
+	background-repeat:repeat-x;
+	background-position: 0 -5px;
+	height:30px;
+	line-height:30px;
+	color:#8AA0CC;
+	border:solid 1px #C2CDE4;
+	overflow:hidden;
+	margin:0px;
+	padding:0px;
+}
+
+.navpath li
+{
+	list-style-type:none;
+	float:left;
+	padding-left:10px;
+	padding-right:15px;
+	background-image:url('bc_s.png');
+	background-repeat:no-repeat;
+	background-position:right;
+	color:#364D7C;
+}
+
+.navpath li.navelem a
+{
+	height:32px;
+	display:block;
+	text-decoration: none;
+	outline: none;
+	color: #283A5D;
+	font-family: 'Lucida Grande',Geneva,Helvetica,Arial,sans-serif;
+	text-shadow: 0px 1px 1px rgba(255, 255, 255, 0.9);
+	text-decoration: none;        
+}
+
+.navpath li.navelem a:hover
+{
+	color:#6884BD;
+}
+
+.navpath li.footer
+{
+        list-style-type:none;
+        float:right;
+        padding-left:10px;
+        padding-right:15px;
+        background-image:none;
+        background-repeat:no-repeat;
+        background-position:right;
+        color:#364D7C;
+        font-size: 8pt;
+}
+
+
+div.summary
+{
+	float: right;
+	font-size: 8pt;
+	padding-right: 5px;
+	width: 50%;
+	text-align: right;
+}       
+
+div.summary a
+{
+	white-space: nowrap;
+}
+
+div.ingroups
+{
+	font-size: 8pt;
+	width: 50%;
+	text-align: left;
+}
+
+div.ingroups a
+{
+	white-space: nowrap;
+}
+
+div.header
+{
+        background-image:url('nav_h.png');
+        background-repeat:repeat-x;
+	background-color: #F9FAFC;
+	margin:  0px;
+	border-bottom: 1px solid #C4CFE5;
+}
+
+div.headertitle
+{
+	padding: 5px 5px 5px 10px;
+}
+
+dl
+{
+        padding: 0 0 0 10px;
+}
+
+/* dl.note, dl.warning, dl.attention, dl.pre, dl.post, dl.invariant, dl.deprecated, dl.todo, dl.test, dl.bug */
+dl.section
+{
+	margin-left: 0px;
+	padding-left: 0px;
+}
+
+dl.note
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #D0C000;
+}
+
+dl.warning, dl.attention
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #FF0000;
+}
+
+dl.pre, dl.post, dl.invariant
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #00D000;
+}
+
+dl.deprecated
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #505050;
+}
+
+dl.todo
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #00C0E0;
+}
+
+dl.test
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #3030E0;
+}
+
+dl.bug
+{
+        margin-left:-7px;
+        padding-left: 3px;
+        border-left:4px solid;
+        border-color: #C08050;
+}
+
+dl.section dd {
+	margin-bottom: 6px;
+}
+
+
+#projectlogo
+{
+	text-align: center;
+	vertical-align: bottom;
+	border-collapse: separate;
+}
+ 
+#projectlogo img
+{ 
+	border: 0px none;
+}
+ 
+#projectname
+{
+	font: 300% Tahoma, Arial,sans-serif;
+	margin: 0px;
+	padding: 2px 0px;
+}
+    
+#projectbrief
+{
+	font: 120% Tahoma, Arial,sans-serif;
+	margin: 0px;
+	padding: 0px;
+}
+
+#projectnumber
+{
+	font: 50% Tahoma, Arial,sans-serif;
+	margin: 0px;
+	padding: 0px;
+}
+
+#titlearea
+{
+	padding: 0px;
+	margin: 0px;
+	width: 100%;
+	border-bottom: 1px solid #5373B4;
+}
+
+.image
+{
+        text-align: center;
+}
+
+.dotgraph
+{
+        text-align: center;
+}
+
+.mscgraph
+{
+        text-align: center;
+}
+
+.caption
+{
+	font-weight: bold;
+}
+
+div.zoom
+{
+	border: 1px solid #90A5CE;
+}
+
+dl.citelist {
+        margin-bottom:50px;
+}
+
+dl.citelist dt {
+        color:#334975;
+        float:left;
+        font-weight:bold;
+        margin-right:10px;
+        padding:5px;
+}
+
+dl.citelist dd {
+        margin:2px 0;
+        padding:5px 0;
+}
+
+div.toc {
+        padding: 14px 25px;
+        background-color: #F4F6FA;
+        border: 1px solid #D8DFEE;
+        border-radius: 7px 7px 7px 7px;
+        float: right;
+        height: auto;
+        margin: 0 20px 10px 10px;
+        width: 200px;
+}
+
+div.toc li {
+        background: url("bdwn.png") no-repeat scroll 0 5px transparent;
+        font: 10px/1.2 Verdana,DejaVu Sans,Geneva,sans-serif;
+        margin-top: 5px;
+        padding-left: 10px;
+        padding-top: 2px;
+}
+
+div.toc h3 {
+        font: bold 12px/1.2 Arial,FreeSans,sans-serif;
+	color: #4665A2;
+        border-bottom: 0 none;
+        margin: 0;
+}
+
+div.toc ul {
+        list-style: none outside none;
+        border: medium none;
+        padding: 0px;
+}       
+
+div.toc li.level1 {
+        margin-left: 0px;
+}
+
+div.toc li.level2 {
+        margin-left: 15px;
+}
+
+div.toc li.level3 {
+        margin-left: 30px;
+}
+
+div.toc li.level4 {
+        margin-left: 45px;
+}
+
+.inherit_header {
+        font-weight: bold;
+        color: gray;
+        cursor: pointer;
+	-webkit-touch-callout: none;
+	-webkit-user-select: none;
+	-khtml-user-select: none;
+	-moz-user-select: none;
+	-ms-user-select: none;
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+<div class="contents">
+<div class="textblock"><code>#include &lt;cctype&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
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+</div>
+<p><a href="dump_8hpp_source.html">Go to the source code of this file.</a></p>
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+<div class="title">dump.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="dump_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__DUMP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__DUMP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cctype&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/throw_exception.hpp&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__context_8hpp.html">stan/io/var_context.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordtype">size_t</span> product(std::vector&lt;size_t&gt; <a class="code" href="namespacestan_1_1math.html#a2b9073e39033e56eb31344091f0170fd">dims</a>) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;         <span class="keywordtype">size_t</span> y = 1U;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;         <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;           y *= dims[i];</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;         <span class="keywordflow">return</span> y;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;       }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1dump__writer.html">   36</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1dump__writer.html" title="Writes data into the S-plus dump format.">dump_writer</a> {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      std::ostream&amp; out_;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="comment">// checks doesn&#39;t contain quote char</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordtype">void</span> write_name_equals(<span class="keyword">const</span> std::string&amp; name) {</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;              std::invalid_argument (<span class="stringliteral">&quot;name can not contain quote char&quot;</span>));</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        out_ &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; name &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; <span class="stringliteral">&quot; &lt;- &quot;</span> &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div>
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+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        out_ &lt;&lt; s &lt;&lt; <span class="stringliteral">&quot;.&quot;</span>;</div>
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+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;                          <span class="keyword">const</span> std::vector&lt;size_t&gt;&amp; idx,</div>
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+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      }</div>
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+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00315"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8">  315</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8" title="Write a structure variable with the specified name, dimensions, and integer or double values...">dump_structure</a>(std::string <span class="comment">/*name*/</span>,</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;                          std::vector&lt;size_t&gt; dims,</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;                          std::vector&lt;T&gt; xs) {</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        <span class="keywordflow">if</span> (xs.size() != product(dims)) </div>
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+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;              std::invalid_argument(<span class="stringliteral">&quot;xs.size() != product(dims)&quot;</span>));</div>
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+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00333"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f">  333</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f" title="Write a list variable with the specified name and integer or double values.">dump_list</a>(std::string name,</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;                     std::vector&lt;T&gt; xs) {</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        write_name_equals(name);</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        write_list(xs);</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      }</div>
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+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00348"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502">  348</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502" title="Write a list variable with the specified name and integer or double values.">dump_var</a>(std::string name,</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;                    T x) {</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        write_name_equals(name);</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        write_val(x);</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      }</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;    };</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1dump__reader.html">  427</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1dump__reader.html" title="Reads data from S-plus dump format.">dump_reader</a> {</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;      std::string name_;</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;      std::vector&lt;int&gt; stack_i_;</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      std::vector&lt;double&gt; stack_r_;</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      std::vector&lt;size_t&gt; dims_;</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      std::istream&amp; in_;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="comment">// stan::io::buffered_stream in_;</span></div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <span class="keywordtype">bool</span> scan_single_char(<span class="keywordtype">char</span> c_expected) {</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;        <span class="keywordtype">int</span> c = in_.peek();</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">if</span> (in_.fail()) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;        <span class="keywordflow">if</span> (c != c_expected)</div>
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+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordtype">char</span> c_skip;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;        in_.get(c_skip);</div>
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+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <span class="keywordtype">bool</span> scan_optional_long() {</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;        <span class="keywordflow">if</span> (scan_single_char(<span class="charliteral">&#39;l&#39;</span>))</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (scan_single_char(<span class="charliteral">&#39;L&#39;</span>))</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      }</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;</div>
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+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;        in_ &gt;&gt; c;</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;        <span class="keywordflow">if</span> (in_.fail()) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;        <span class="keywordflow">if</span> (c != c_expected) {</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;          in_.putback(c);</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        }</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;      }</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;      <span class="keywordtype">bool</span> scan_name_unquoted() {</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;        <span class="keywordtype">char</span> c;</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        in_ &gt;&gt; c; <span class="comment">// </span></div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;        <span class="keywordflow">if</span> (in_.fail()) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;        <span class="keywordflow">if</span> (!std::isalpha(c)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        name_.push_back(c); </div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;        <span class="keywordflow">while</span> (in_.get(c)) { <span class="comment">// get turns off auto space skip</span></div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;          <span class="keywordflow">if</span> (std::isalpha(c) || std::isdigit(c) || c == <span class="charliteral">&#39;_&#39;</span> || c == <span class="charliteral">&#39;.&#39;</span>) {</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;            name_.push_back(c);</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;            in_.putback(c);</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;          }</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;        }</div>
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+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;          <span class="keywordflow">if</span> (!scan_name_unquoted()) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
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+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
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+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;</div>
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+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
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+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;</div>
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+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;        <span class="comment">// must take longest first!</span></div>
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+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;          } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (c == <span class="charliteral">&#39;.&#39;</span></div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;                     || c == <span class="charliteral">&#39;e&#39;</span></div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;                     || c == <span class="charliteral">&#39;E&#39;</span></div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;                     || c == <span class="charliteral">&#39;-&#39;</span></div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;                     || c == <span class="charliteral">&#39;+&#39;</span>) {</div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;            is_double = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;            buf.push_back(c);</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;            in_.putback(c);</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;            <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;          }</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;        }</div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;        <span class="keywordflow">if</span> (!is_double &amp;&amp; stack_r_.size() == 0) {</div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;          <span class="keywordtype">int</span> n;</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;          <span class="keywordflow">if</span> (!(std::stringstream(buf) &gt;&gt; n))</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;          stack_i_.push_back(negate_val ? -n : n);</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;          scan_optional_long();</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; stack_i_.size(); ++j)</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;            stack_r_.push_back(static_cast&lt;double&gt;(stack_i_[j]));</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;          <span class="comment">// negate_val </span></div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;          <span class="comment">// ? -static_cast&lt;double&gt;(stack_i_[j])</span></div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;          <span class="comment">// : static_cast&lt;double&gt;(stack_i_[j]));</span></div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;          stack_i_.clear();</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;          <span class="keywordtype">double</span> x;</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;          <span class="keywordflow">if</span> (!(std::stringstream(buf) &gt;&gt; x))</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;          stack_r_.push_back(negate_val ? -x : x);</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;        }</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;      }</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;      <span class="keywordtype">bool</span> scan_number() {</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;        <span class="keywordtype">char</span> c;</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;        <span class="keywordflow">while</span> (in_.get(c)) {</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;          <span class="keywordflow">if</span> (std::isspace(c)) <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;          in_.putback(c);</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;          <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;        }</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;        <span class="keywordtype">bool</span> negate_val = scan_char(<span class="charliteral">&#39;-&#39;</span>); </div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;        <span class="keywordflow">if</span> (!negate_val) scan_char(<span class="charliteral">&#39;+&#39;</span>); <span class="comment">// flush leading +</span></div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;        <span class="keywordflow">return</span> scan_number(negate_val);</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;      }</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;</div>
+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;</div>
+<div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;      <span class="keywordtype">bool</span> scan_seq_value() {</div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;(&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;        <span class="keywordflow">if</span> (scan_char(<span class="charliteral">&#39;)&#39;</span>)) {</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;          dims_.push_back(0U);</div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;        }</div>
+<div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;        <span class="keywordflow">if</span> (!scan_number()) <span class="keywordflow">return</span> <span class="keyword">false</span>;; <span class="comment">// first entry</span></div>
+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;        <span class="keywordflow">while</span> (scan_char(<span class="charliteral">&#39;,&#39;</span>)) {</div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;          <span class="keywordflow">if</span> (!scan_number()) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;        }</div>
+<div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;        dims_.push_back(stack_r_.size() + stack_i_.size());</div>
+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;        <span class="keywordflow">return</span> scan_char(<span class="charliteral">&#39;)&#39;</span>);</div>
+<div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;      }</div>
+<div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;</div>
+<div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;      <span class="keywordtype">bool</span> scan_struct_value() {</div>
+<div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;(&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;        <span class="keywordflow">if</span> (scan_char(<span class="charliteral">&#39;c&#39;</span>)) { </div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;          scan_seq_value();</div>
+<div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;          <span class="keywordtype">size_t</span> start;</div>
+<div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;          in_ &gt;&gt; start;</div>
+<div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;          <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;:&#39;</span>))</div>
+<div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;          <span class="keywordtype">size_t</span> end;</div>
+<div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;          in_ &gt;&gt; end;</div>
+<div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;          <span class="keywordflow">if</span> (start &lt;= end) {</div>
+<div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = start; i &lt;= end; ++i)</div>
+<div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;              stack_i_.push_back(i);</div>
+<div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = start; i &gt;= end; --i)</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;              stack_i_.push_back(i);</div>
+<div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;          }</div>
+<div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;        } </div>
+<div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;        dims_.clear();</div>
+<div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;,&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;.&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;        <span class="keywordflow">if</span> (!scan_chars(<span class="stringliteral">&quot;Dim&quot;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;=&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;        <span class="keywordflow">if</span> (scan_char(<span class="charliteral">&#39;c&#39;</span>)) {</div>
+<div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;          <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;(&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;          <span class="keywordtype">size_t</span> dim;</div>
+<div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;          in_ &gt;&gt; dim;</div>
+<div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;          scan_optional_long(); </div>
+<div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;          dims_.push_back(dim);</div>
+<div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;          <span class="keywordflow">while</span> (scan_char(<span class="charliteral">&#39;,&#39;</span>)) {</div>
+<div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;            in_ &gt;&gt; dim;</div>
+<div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;            scan_optional_long(); </div>
+<div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;            dims_.push_back(dim);</div>
+<div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;          }</div>
+<div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;          <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;)&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;          <span class="keywordtype">size_t</span> start;</div>
+<div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;          in_ &gt;&gt; start;</div>
+<div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;          <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;:&#39;</span>))</div>
+<div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;          <span class="keywordtype">size_t</span> end;</div>
+<div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;          in_ &gt;&gt; end;</div>
+<div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;          <span class="keywordflow">if</span> (start &lt; end) {</div>
+<div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = start; i &lt;= end; ++i)</div>
+<div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;              dims_.push_back(i);</div>
+<div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;          } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = start; i &gt;= end; --i)</div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;              dims_.push_back(i);</div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;          }</div>
+<div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;        }</div>
+<div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;)&#39;</span>)) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;      }</div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;</div>
+<div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;  </div>
+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;</div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;      <span class="keywordtype">bool</span> scan_value() {</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;        <span class="keywordflow">if</span> (scan_char(<span class="charliteral">&#39;c&#39;</span>))</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;          <span class="keywordflow">return</span> scan_seq_value();</div>
+<div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;        <span class="keywordflow">if</span> (scan_chars(<span class="stringliteral">&quot;structure&quot;</span>))</div>
+<div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;          <span class="keywordflow">return</span> scan_struct_value();</div>
+<div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;        <span class="keywordflow">if</span> (!scan_number()) </div>
+<div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;        <span class="keywordflow">if</span> (!scan_char(<span class="charliteral">&#39;:&#39;</span>))</div>
+<div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;        <span class="keywordflow">if</span> (stack_i_.size() != 1)</div>
+<div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;        <span class="keywordflow">if</span> (!scan_number())</div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>; </div>
+<div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;        <span class="keywordflow">if</span> (stack_i_.size() != 2)</div>
+<div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;        <span class="keywordtype">int</span> start = stack_i_[0];</div>
+<div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;        <span class="keywordtype">int</span> end = stack_i_[1];</div>
+<div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;        stack_i_.clear();</div>
+<div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;        <span class="keywordflow">if</span> (start &lt;= end) {</div>
+<div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = start; i &lt;= end; ++i)</div>
+<div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;            stack_i_.push_back(i);</div>
+<div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = start; i &gt;= end; --i) </div>
+<div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;            stack_i_.push_back(i);</div>
+<div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;        }</div>
+<div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;        dims_.push_back(stack_i_.size());</div>
+<div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;      }</div>
+<div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;</div>
+<div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;      <span class="keywordtype">void</span> print() {</div>
+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;        std::cout &lt;&lt; <span class="stringliteral">&quot;var name=|&quot;</span> &lt;&lt; name_ &lt;&lt; <span class="stringliteral">&quot;|&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;        std:: cout &lt;&lt; <span class="stringliteral">&quot;dims=(&quot;</span>;</div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dv__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html">stan::agrad::op_dv_vari</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<a href="dv__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__DV_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__DV_VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dv__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_dv_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dv__vari.html#ad87be470866f04643d2f34067ae4b772">   11</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__dv__vari.html#ad87be470866f04643d2f34067ae4b772">ad_</a>;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    };</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
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+<p><a href="dvd__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html">stan::agrad::op_dvd_vari</a></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<div class="title">dvd_vari.hpp</div>  </div>
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+<a href="dvd__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__DVD_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__DVD_VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_dvd_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#ab2a01176a41145a445de4a77f2a5e733">   11</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#ab2a01176a41145a445de4a77f2a5e733">ad_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#ac260097674d6178986ce2bca1bf06f18">   12</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#ac260097674d6178986ce2bca1bf06f18">bvi_</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#afb19614ab6249ef02fd7b25cffc08025">   13</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__dvd__vari.html#afb19614ab6249ef02fd7b25cffc08025">cd_</a>;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>(a),</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">cd_</a>(c) {</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="dvv__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html">stan::agrad::op_dvv_vari</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</div>
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+<a href="dvv__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__DVV_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__DVV_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="title">eigenvalues_sym.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="eigenvalues__sym_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aa37c65f508af7ad1d0b010aa5c932cbe"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa37c65f508af7ad1d0b010aa5c932cbe"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa37c65f508af7ad1d0b010aa5c932cbe">stan::math::eigenvalues_sym</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:aa37c65f508af7ad1d0b010aa5c932cbe"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the eigenvalues of the specified symmetric matrix in descending order of magnitude.  <a href="#aa37c65f508af7ad1d0b010aa5c932cbe"></a><br/></td></tr>
+<tr class="separator:aa37c65f508af7ad1d0b010aa5c932cbe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+<div class="title">eigenvalues_sym.hpp</div>  </div>
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+<a href="eigenvalues__sym_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__EIGENVALUES_SYM_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">validate_symmetric</a>(m,<span class="stringliteral">&quot;eigenvalues_sym&quot;</span>);</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="eigenvectors__sym_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a9bd4729756e6ed00a35f1e4531444c13"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a9bd4729756e6ed00a35f1e4531444c13"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9bd4729756e6ed00a35f1e4531444c13">stan::math::eigenvectors_sym</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="separator:a9bd4729756e6ed00a35f1e4531444c13"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div>
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+<a href="eigenvectors__sym_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__EIGENVECTORS_SYM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__EIGENVECTORS_SYM_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__nonzero__size_8hpp.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__symmetric_8hpp.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="elt__divide_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3c9262da41fbf44fefc9a66141a0759d"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a3c9262da41fbf44fefc9a66141a0759d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3c9262da41fbf44fefc9a66141a0759d">stan::math::elt_divide</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m1, const Eigen::Matrix&lt; T2, R, C &gt; &amp;m2)</td></tr>
+<tr class="memdesc:a3c9262da41fbf44fefc9a66141a0759d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the elementwise division of the specified matrices matrices.  <a href="#a3c9262da41fbf44fefc9a66141a0759d"></a><br/></td></tr>
+<tr class="separator:a3c9262da41fbf44fefc9a66141a0759d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/elt__divide_8hpp_source.html b/doc/api/html/elt__divide_8hpp_source.html
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+<a href="elt__divide_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ELT_DIVIDE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;               <span class="keyword">const</span> Eigen::Matrix&lt;T2,R,C&gt;&amp; m2) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a>(m1,m2,<span class="stringliteral">&quot;elt_multiply&quot;</span>);</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="elt__multiply_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a998e2dce5971bba8c059995797e22ba0"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a998e2dce5971bba8c059995797e22ba0"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a998e2dce5971bba8c059995797e22ba0">stan::math::elt_multiply</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m1, const Eigen::Matrix&lt; T2, R, C &gt; &amp;m2)</td></tr>
+<tr class="memdesc:a998e2dce5971bba8c059995797e22ba0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the elementwise multiplication of the specified matrices.  <a href="#a998e2dce5971bba8c059995797e22ba0"></a><br/></td></tr>
+<tr class="separator:a998e2dce5971bba8c059995797e22ba0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="elt__multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ELT_MULTIPLY_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a998e2dce5971bba8c059995797e22ba0">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a998e2dce5971bba8c059995797e22ba0" title="Return the elementwise multiplication of the specified matrices.">elt_multiply</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R,C&gt;&amp; m1,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;T2,R,C&gt;&amp; m2) {</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">error_codes.hpp</div>  </div>
+</div><!--header-->
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+<a href="error__codes_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ERROR_CODES_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ERROR_CODES_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html">    7</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1error__codes.html">error_codes</a> {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;      <span class="comment">// defining error codes to follow FreeBSD sysexits conventions</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;      <span class="comment">// http://www.gsp.com/cgi-bin/man.cgi?section=3&amp;topic=sysexits</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;      <span class="keyword">enum</span> {</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">   11</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">OK</a> = 0,</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba">   12</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba">USAGE</a> = 64,</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa6b2a96b1b804a9792a1355d28cc9c44d">   13</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa6b2a96b1b804a9792a1355d28cc9c44d">DATAERR</a> = 65,</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2fcaec15ffdd862e869b23a13b4a4d7c">   14</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2fcaec15ffdd862e869b23a13b4a4d7c">NOINPUT</a> = 66,</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92">   15</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92">SOFTWARE</a> = 70,</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">   16</a></span>&#160;        <a class="code" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">CONFIG</a> = 78</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      };</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    };</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="exp__mod__normal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:ad44443eca9be898e4a2fc013353a0f3c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="exp__mod__normal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__EXP__MOD__NORMAL__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__EXP__MOD__NORMAL__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2distributions_2univariate_2continuous_2normal_8hpp.html">stan/prob/distributions/univariate/continuous/normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="exponential_8hpp.html">stan/prob/distributions/univariate/continuous/exponential.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale,</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;              <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale, T_inv_scale&gt;::type</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a95e73a8689e52bd28a8bb88f8ef0131b">   26</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a95e73a8689e52bd28a8bb88f8ef0131b">exp_mod_normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                       <span class="keyword">const</span> T_inv_scale&amp; lambda) {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exp_mod_normal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda)))</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                                   y,mu,sigma,lambda,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, <span class="stringliteral">&quot;Inv_scale paramter&quot;</span>,</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        operands_and_partials(y, mu, sigma,lambda);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, lambda);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="comment">//pull out values of arguments</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[n]);</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> pi_dbl = boost::math::constants::pi&lt;double&gt;();</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          logp -= <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(2.0);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto, T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          logp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(lambda_dbl);</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          logp += lambda_dbl</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;            * (mu_dbl + 0.5 * lambda_dbl * sigma_dbl * sigma_dbl - y_dbl) </div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;            + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">boost::math::erfc</a>((mu_dbl + lambda_dbl * sigma_dbl </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                                     * sigma_dbl - y_dbl) </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;                                    / (<a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0) * sigma_dbl)));</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_logerfc </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          = -2.0 / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(pi_dbl) </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-(mu_dbl + lambda_dbl * sigma_dbl * sigma_dbl - y_dbl) </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                / (<a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0) * sigma_dbl) </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                * (mu_dbl + lambda_dbl * sigma_dbl * sigma_dbl - y_dbl) </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0))) </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          / <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">boost::math::erfc</a>((mu_dbl + lambda_dbl * sigma_dbl * sigma_dbl </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                               - y_dbl)</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                              / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)));</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;            + deriv_logerfc * -1.0 / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0));</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;            += lambda_dbl </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;            + deriv_logerfc / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0));</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            += sigma_dbl * lambda_dbl * lambda_dbl </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;            + deriv_logerfc </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;            * (-mu_dbl / (sigma_dbl * sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)) </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;               + lambda_dbl / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0) </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;               + y_dbl / (sigma_dbl * sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)));</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n]</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;            += 1 / lambda_dbl + lambda_dbl * sigma_dbl * sigma_dbl </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;            + mu_dbl - y_dbl + deriv_logerfc * sigma_dbl / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;              <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale, T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00143"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a0c333035ef21be05f6124919256ca7df">  143</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a95e73a8689e52bd28a8bb88f8ef0131b">exp_mod_normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                       <span class="keyword">const</span> T_inv_scale&amp; lambda) {</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keywordflow">return</span> exp_mod_normal_log&lt;false&gt;(y,mu,sigma,lambda);</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    }</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;              <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00151"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a829c8e7a571893d48ee513be108162ac">  151</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a829c8e7a571893d48ee513be108162ac">exp_mod_normal_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;                       <span class="keyword">const</span> T_inv_scale&amp; lambda) {</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exp_mod_normal_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="comment">//check if any vectors are zero length</span></div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda)))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> cdf;      </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;                                   y,mu,sigma,lambda,</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Inv_scale paramter&quot;</span>,</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;                                   &amp;cdf)))</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        operands_and_partials(y, mu, sigma,lambda);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, lambda);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> sqrt_pi = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keywordflow">if</span>(<a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">boost::math::isinf</a>(y_vec[n])) {</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;          <span class="keywordflow">if</span> (y_vec[n] &lt; 0.0)</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;            <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        }</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[n]);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> u = lambda_dbl * (y_dbl - mu_dbl);</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> v = lambda_dbl * sigma_dbl ;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> v_sq = v * v;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (<a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> * sigma_dbl);</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff_sq = scaled_diff * scaled_diff;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> erf_calc = 0.5 * (1 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(-v / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> + scaled_diff));</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_1 = lambda_dbl * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(0.5 * v_sq - u) * erf_calc;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_2 = <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> / sqrt_pi * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(0.5 * v_sq </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;                                                            - (scaled_diff </div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;                                - (v / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>)) * (scaled_diff </div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;                                - (v / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>)) - u) / sigma_dbl;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_3 = <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> / sqrt_pi * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq) </div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          / sigma_dbl;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = 0.5 * (1 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(u / (v * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>))) </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;          - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-u + v_sq * 0.5) * (erf_calc);</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;          cdf *= cdf_;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += (deriv_1 - deriv_2 + deriv_3) </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;            / cdf_;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += (-deriv_1 + deriv_2 - deriv_3) </div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;            / cdf_;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += (-deriv_1 * v - deriv_3 </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;            * scaled_diff * SQRT_2 - deriv_2 * sigma_dbl * SQRT_2 * (-SQRT_2 </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;            * 0.5 * (-lambda_dbl + scaled_diff * SQRT_2 / sigma_dbl) - SQRT_2 </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;            * lambda_dbl)) / cdf_;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] += <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(0.5 * v_sq - u) * (SQRT_2 </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;            / sqrt_pi * 0.5 * sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-(v / SQRT_2 - scaled_diff) * (v</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;            / SQRT_2 - scaled_diff)) - (v * sigma_dbl + mu_dbl - y_dbl) </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;            * erf_calc) / cdf_;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      }</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      }</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      }</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      }</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda); ++n) </div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] *= cdf;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div>
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+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;    }</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;</div>
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+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;              <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00274"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a292d6dc1426b3aecc6a6415b0a5d9851">  274</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a292d6dc1426b3aecc6a6415b0a5d9851">exp_mod_normal_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;                       <span class="keyword">const</span> T_inv_scale&amp; lambda) {</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exp_mod_normal_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="comment">//check if any vectors are zero length</span></div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
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+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        <span class="keywordflow">return</span> cdf_log;      </div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;                                   y,mu,sigma,lambda,</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Inv_scale paramter&quot;</span>,</div>
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+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        operands_and_partials(y, mu, sigma,lambda);</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, lambda);</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> sqrt_pi = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        <span class="keywordflow">if</span>(<a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">boost::math::isinf</a>(y_vec[n])) {</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          <span class="keywordflow">if</span> (y_vec[n] &lt; 0.0)</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;            <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;            <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        }</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;</div>
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+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[n]);</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> u = lambda_dbl * (y_dbl - mu_dbl);</div>
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+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> v_sq = v * v;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (<a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> * sigma_dbl);</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff_sq = scaled_diff * scaled_diff;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> erf_calc1 = 0.5 * (1 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(u / (v * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>)));</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> erf_calc2 = 0.5 * (1 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(u / (v * SQRT_2) - v / SQRT_2));</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_1 = lambda_dbl * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(0.5 * v_sq - u) * erf_calc2;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_2 = SQRT_2 / sqrt_pi * 0.5 </div>
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+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;                * (-scaled_diff + (v / SQRT_2)) - u) / sigma_dbl;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_3 = SQRT_2 / sqrt_pi * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq) </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;          / sigma_dbl;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> denom = erf_calc1 - erf_calc2 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(0.5 * v_sq - u);</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = erf_calc1 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-u + v_sq * 0.5) * (erf_calc2);</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(cdf_);</div>
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+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += (deriv_1 - deriv_2 + deriv_3) </div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;                                             / denom;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += (-deriv_1 + deriv_2 - deriv_3) </div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                                             / denom;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;            += (-deriv_1 * v - deriv_3 * scaled_diff </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                * SQRT_2 - deriv_2 * sigma_dbl * SQRT_2 </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;                * (-SQRT_2 * 0.5 * (-lambda_dbl + scaled_diff * SQRT_2</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                                    / sigma_dbl) </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;                   - SQRT_2 * lambda_dbl))</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;            / denom;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
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+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;            * (SQRT_2 / sqrt_pi * 0.5 * sigma_dbl </div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;               * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-(v / SQRT_2 - scaled_diff) </div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;                     * (v / SQRT_2 - scaled_diff)) </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;               - (v * sigma_dbl + mu_dbl - y_dbl) * erf_calc2) </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;            / denom;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      }</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;    }</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;</div>
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+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00389"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#acda3771d153ce0b6699db1bcabc7f994">  389</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#acda3771d153ce0b6699db1bcabc7f994">exp_mod_normal_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;                       <span class="keyword">const</span> T_inv_scale&amp; lambda) {</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exp_mod_normal_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;      <span class="comment">//check if any vectors are zero length</span></div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda)))</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keywordflow">return</span> ccdf_log;      </div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;                                   y,mu,sigma,lambda,</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Inv_scale paramter&quot;</span>,</div>
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+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;        operands_and_partials(y, mu, sigma,lambda);</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, lambda);</div>
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+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;</div>
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+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;                - (-scaled_diff + (v / SQRT_2)) * (-scaled_diff  </div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;                                                   + (v / SQRT_2)) - u) </div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;          / sigma_dbl;</div>
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+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> ccdf_ = 1.0 - erf_calc1 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-u + v_sq * 0.5) * (erf_calc2);</div>
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+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ccdf_);</div>
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+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;</div>
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+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;        <span class="keywordflow">return</span> 0;</div>
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+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Inv_scale parameter&quot;</span>))</div>
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+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">stan::prob::normal_rng</a>(mu, sigma,rng) + <a class="code" href="namespacestan_1_1prob.html#a87460d0e1f55ec9fa5df01d59ef55bc0">stan::prob::exponential_rng</a>(lambda, rng);</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;    }</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;  }</div>
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+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;</div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<div class="title">expl_leapfrog.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/base_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="expl__leapfrog_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/expl__leapfrog_8hpp_source.html b/doc/api/html/expl__leapfrog_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="expl__leapfrog_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__EXPL__LEAPFROG__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__EXPL__LEAPFROG__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/base_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> H, <span class="keyword">typename</span> P&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html">base_leapfrog</a>&lt;H, P&gt; {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a2e93db18fb24e447931497904ae42421">   16</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a2e93db18fb24e447931497904ae42421">expl_leapfrog</a>(std::ostream* o=0): <a class="code" href="classstan_1_1mcmc_1_1base__leapfrog.html">base_leapfrog</a>&lt;H, P&gt;(o) {};</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">   18</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">begin_update_p</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) { </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        z.p -= epsilon * hamiltonian.dphi_dq(z); </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#ab0ac437892b1206c0bb581e5db52ba0e">   22</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#ab0ac437892b1206c0bb581e5db52ba0e">update_q</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) { </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        Eigen::Map&lt;Eigen::VectorXd&gt; q(&amp;(z.q[0]), z.q.size());</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        q += epsilon * hamiltonian.dtau_dp(z); </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">   27</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">end_update_p</a>(P&amp; z, H&amp; hamiltonian, <span class="keywordtype">double</span> epsilon) { </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        z.p -= epsilon * hamiltonian.dphi_dq(z); </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    };</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
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+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/exponential_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="exponential_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6b5f560921b5b09edfe2f55ee909b17e"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a6b5f560921b5b09edfe2f55ee909b17e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_inv_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e">stan::prob::exponential_log</a> (const T_y &amp;y, const T_inv_scale &amp;beta)</td></tr>
+<tr class="memdesc:a6b5f560921b5b09edfe2f55ee909b17e"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of an exponential density for y with the specified inverse scale parameter.  <a href="#a6b5f560921b5b09edfe2f55ee909b17e"></a><br/></td></tr>
+<tr class="separator:a6b5f560921b5b09edfe2f55ee909b17e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae71620681df03e43f03002634a3c1855"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:ae71620681df03e43f03002634a3c1855"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_inv_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ae71620681df03e43f03002634a3c1855">stan::prob::exponential_log</a> (const T_y &amp;y, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:ae71620681df03e43f03002634a3c1855"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3ed11c9b495e23976817f9c37b1f2af7"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a3ed11c9b495e23976817f9c37b1f2af7"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_inv_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a3ed11c9b495e23976817f9c37b1f2af7">stan::prob::exponential_cdf</a> (const T_y &amp;y, const T_inv_scale &amp;beta)</td></tr>
+<tr class="memdesc:a3ed11c9b495e23976817f9c37b1f2af7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the exponential cumulative distribution function for the given y and beta.  <a href="#a3ed11c9b495e23976817f9c37b1f2af7"></a><br/></td></tr>
+<tr class="separator:a3ed11c9b495e23976817f9c37b1f2af7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1f2a5189acae75f0eee599d604e872ab"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a1f2a5189acae75f0eee599d604e872ab"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_inv_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a1f2a5189acae75f0eee599d604e872ab">stan::prob::exponential_cdf_log</a> (const T_y &amp;y, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:a1f2a5189acae75f0eee599d604e872ab"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3ec6b8d579b4f186acb357692219d08e"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a3ec6b8d579b4f186acb357692219d08e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_inv_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a3ec6b8d579b4f186acb357692219d08e">stan::prob::exponential_ccdf_log</a> (const T_y &amp;y, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:a3ec6b8d579b4f186acb357692219d08e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a87460d0e1f55ec9fa5df01d59ef55bc0"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a87460d0e1f55ec9fa5df01d59ef55bc0"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a87460d0e1f55ec9fa5df01d59ef55bc0">stan::prob::exponential_rng</a> (const double beta, RNG &amp;rng)</td></tr>
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+<div class="title">exponential.hpp</div>  </div>
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+<a href="exponential_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__EXPONENTIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__EXPONENTIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/exponential_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_inv_scale&gt;::type</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e">   46</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e" title="The log of an exponential density for y with the specified inverse scale parameter.">exponential_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exponential_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;logp))</div>
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+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                                   y,beta,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, beta);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView</a>&lt;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_inv_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_inv_scale&gt;::value</a>&gt; log_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); i++)</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto,T_inv_scale&gt;::value)</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          log_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_inv_scale&gt;</a> operands_and_partials(y, beta);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto,T_inv_scale&gt;::value)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          logp += log_beta[n];</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          logp -= beta_dbl * y_dbl;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;  </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= beta_dbl;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += 1 / beta_dbl - y_dbl;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    }</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00108"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ae71620681df03e43f03002634a3c1855">  108</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e" title="The log of an exponential density for y with the specified inverse scale parameter.">exponential_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keywordflow">return</span> exponential_log&lt;false&gt;(y,beta);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    }</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00129"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3ed11c9b495e23976817f9c37b1f2af7">  129</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3ed11c9b495e23976817f9c37b1f2af7" title="Calculates the exponential cumulative distribution function for the given y and beta.">exponential_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exponential_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;     <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        operands_and_partials(y, beta);</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, beta);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {   </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);     </div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);     </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> one_m_exp = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="comment">// cdf</span></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        cdf *= one_m_exp;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      }</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);     </div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);     </div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> one_m_exp = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordtype">double</span> rep_deriv = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-beta_dbl * y_dbl) / one_m_exp;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv * beta_dbl * cdf;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv * y_dbl * cdf;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      }</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;    }</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00188"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a1f2a5189acae75f0eee599d604e872ab">  188</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a1f2a5189acae75f0eee599d604e872ab">exponential_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exponential_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;     <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;        operands_and_partials(y, beta);</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, beta);</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) { </div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);     </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);            </div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordtype">double</span> one_m_exp = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;        <span class="comment">// log cdf</span></div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(one_m_exp);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;        <span class="keywordtype">double</span> rep_deriv = -<a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-beta_dbl * y_dbl) / one_m_exp;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv * beta_dbl;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv * y_dbl;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      }</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;    }</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;   <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00239"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3ec6b8d579b4f186acb357692219d08e">  239</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3ec6b8d579b4f186acb357692219d08e">exponential_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exponential_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;     <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        operands_and_partials(y, beta);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, beta);</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) { </div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);     </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);            </div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        <span class="comment">// log ccdf</span></div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;        ccdf_log += -beta_dbl * y_dbl;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= beta_dbl;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= y_dbl;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      }</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;    }</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00288"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a87460d0e1f55ec9fa5df01d59ef55bc0">  288</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a87460d0e1f55ec9fa5df01d59ef55bc0">exponential_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> beta,</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;                    RNG&amp; rng) {</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keyword">using</span> boost::exponential_distribution;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::exponential_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="term__grammar_8hpp_source.html">stan/gm/grammars/term_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="expression__grammar_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structterm__grammar.html">term_grammar&lt; Iterator &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structexpression__grammar.html">expression_grammar&lt; Iterator &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__grammar.html">stan::gm::expression_grammar&lt; Iterator &gt;</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="expression__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__EXPRESSION_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan { </div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>gm {</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;  }</div>
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+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">expression_grammar_def.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="term__grammar_8hpp_source.html">stan/gm/grammars/term_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="expression__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type2.html">stan::gm::validate_expr_type2</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html">stan::gm::validate_expr_type2::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type2.html">stan::gm::set_fun_type2</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type2_1_1result.html">stan::gm::set_fun_type2::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1binary__op__expr.html">stan::gm::binary_op_expr</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1binary__op__expr_1_1result.html">stan::gm::binary_op_expr::result&lt; T1, T2, T3, T4, T5 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1addition__expr.html">stan::gm::addition_expr</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html">stan::gm::addition_expr::result&lt; T1, T2, T3 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1subtraction__expr.html">stan::gm::subtraction_expr</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html">stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<tr class="memitem:a4a3fe9f1de32042785143d781cdaaae9"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; validate_expr_type2 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a4a3fe9f1de32042785143d781cdaaae9">stan::gm::validate_expr_type2_f</a></td></tr>
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+<tr class="memitem:a071fa25593504eb98cd7d9da2baab92d"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; set_fun_type2 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a071fa25593504eb98cd7d9da2baab92d">stan::gm::set_fun_type2_f</a></td></tr>
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+<tr class="memitem:ac468cb2fce622382db58f8e9f2f6c628"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; binary_op_expr &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">stan::gm::binary_op_f</a></td></tr>
+<tr class="separator:ac468cb2fce622382db58f8e9f2f6c628"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a66dd9d718181d0b71df757b512a9e7b6"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; addition_expr &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a66dd9d718181d0b71df757b512a9e7b6">stan::gm::addition</a></td></tr>
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+<tr class="memitem:abd39613c1505c278ec7a2cdcc009bbcb"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; subtraction_expr &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#abd39613c1505c278ec7a2cdcc009bbcb">stan::gm::subtraction</a></td></tr>
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+<div class="title">expression_grammar_def.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="expression__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__EXPRESSION_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__EXPRESSION_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
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+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00168"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a9a1dcf37552e3ba1eecc18cd4fe88528">  168</a></span>&#160;    <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a9a1dcf37552e3ba1eecc18cd4fe88528">expression_grammar&lt;Iterator&gt;::expression_grammar</a>(<a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map,</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;                                                     std::stringstream&amp; error_msgs,</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                                                     <span class="keywordtype">bool</span> allow_lte)</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      : <a class="code" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar</a>::base_type(allow_lte ? expression_r : expression07_r),</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        var_map_(var_map),</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        error_msgs_(error_msgs),</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        term_g(var_map,error_msgs,*this)</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    {</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_1;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::char_;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::double_;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::eps;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::int_;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lexeme;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_pass;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_val;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r1;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      <span class="comment">// _r1 : var_origin</span></div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a86d9c1c1655244e6ba1bfe2cb68d4bde">expression_r</a>.name(<span class="stringliteral">&quot;expression (top level, precedence 15, binary ||&quot;</span>);</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a86d9c1c1655244e6ba1bfe2cb68d4bde">expression_r</a></div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        = <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#ad8c1a56d832543048c8c8ce78af686f6">expression14_r</a>(_r1) [_val = _1]</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        &gt; *( lit(<span class="stringliteral">&quot;||&quot;</span>) </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;             &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#ad8c1a56d832543048c8c8ce78af686f6">expression14_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;||&quot;</span>,<span class="stringliteral">&quot;logical_or&quot;</span>,</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;                                                   boost::phoenix::ref(error_msgs))] </div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;             );</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#ad8c1a56d832543048c8c8ce78af686f6">expression14_r</a>.name(<span class="stringliteral">&quot;expression, precedence 14, binary &amp;&amp;&quot;</span>);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#ad8c1a56d832543048c8c8ce78af686f6">expression14_r</a> </div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        = <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a842a2f82871c9b725a4e01408412dfef">expression10_r</a>(_r1) [_val = _1]</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        &gt; *( lit(<span class="stringliteral">&quot;&amp;&amp;&quot;</span>) </div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;             &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a842a2f82871c9b725a4e01408412dfef">expression10_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;&amp;&amp;&quot;</span>,<span class="stringliteral">&quot;logical_and&quot;</span>,</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;                                                   boost::phoenix::ref(error_msgs))] </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;             );</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a842a2f82871c9b725a4e01408412dfef">expression10_r</a>.name(<span class="stringliteral">&quot;expression, precedence 10, binary ==, !=&quot;</span>);</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a842a2f82871c9b725a4e01408412dfef">expression10_r</a> </div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        = <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a49f5da4ddf11067e5f9234850f0246b7">expression09_r</a>(_r1) [_val = _1]</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        &gt; *( ( lit(<span class="stringliteral">&quot;==&quot;</span>) </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;               &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a49f5da4ddf11067e5f9234850f0246b7">expression09_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;==&quot;</span>,<span class="stringliteral">&quot;logical_eq&quot;</span>,</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;                                                       boost::phoenix::ref(error_msgs))] )</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;              |</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;              ( lit(<span class="stringliteral">&quot;!=&quot;</span>) </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a49f5da4ddf11067e5f9234850f0246b7">expression09_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;!=&quot;</span>,<span class="stringliteral">&quot;logical_neq&quot;</span>,</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;                                                      boost::phoenix::ref(error_msgs))] ) </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;              );</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a49f5da4ddf11067e5f9234850f0246b7">expression09_r</a>.name(<span class="stringliteral">&quot;expression, precedence 9, binary &lt;, &lt;=, &gt;, &gt;=&quot;</span>);</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a49f5da4ddf11067e5f9234850f0246b7">expression09_r</a> </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        = <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>(_r1) [_val = _1]</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        &gt; *( ( lit(<span class="stringliteral">&quot;&lt;=&quot;</span>)</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;               &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;&lt;&quot;</span>,<span class="stringliteral">&quot;logical_lte&quot;</span>,</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;                                                      boost::phoenix::ref(error_msgs))] )</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;              |</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;              ( lit(<span class="stringliteral">&quot;&lt;&quot;</span>) </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;                &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;&lt;=&quot;</span>,<span class="stringliteral">&quot;logical_lt&quot;</span>,</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                                                      boost::phoenix::ref(error_msgs))] ) </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;              |</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;              ( lit(<span class="stringliteral">&quot;&gt;=&quot;</span>) </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;                &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;&gt;&quot;</span>,<span class="stringliteral">&quot;logical_gte&quot;</span>,</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;                                                      boost::phoenix::ref(error_msgs))] ) </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;              |</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;              ( lit(<span class="stringliteral">&quot;&gt;&quot;</span>) </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>(_r1)  [_val = <a class="code" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">binary_op_f</a>(_val,_1,<span class="stringliteral">&quot;&gt;=&quot;</span>,<span class="stringliteral">&quot;logical_gt&quot;</span>,</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;                                                      boost::phoenix::ref(error_msgs))] ) </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;              );</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a>.name(<span class="stringliteral">&quot;expression, precedence 7, binary +, -&quot;</span>);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#a039d451d73377c293b768acc290f4fe0">expression07_r</a> </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        =  <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#af321c7c9134b2e63ebdf52245d0358c5">term_g</a>(_r1)</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;            [_val = _1]</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        &gt; *( ( lit(<span class="charliteral">&#39;+&#39;</span>)</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;               &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#af321c7c9134b2e63ebdf52245d0358c5">term_g</a>(_r1) <span class="comment">// expression07_r       </span></div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;                [_val = <a class="code" href="namespacestan_1_1gm.html#a66dd9d718181d0b71df757b512a9e7b6">addition</a>(_val,_1,boost::phoenix::ref(error_msgs))] )</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;              |  </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;              ( lit(<span class="charliteral">&#39;-&#39;</span>) </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;                &gt; <a class="code" href="structstan_1_1gm_1_1expression__grammar.html#af321c7c9134b2e63ebdf52245d0358c5">term_g</a>(_r1) <span class="comment">// expression07_r   </span></div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;                [_val = <a class="code" href="namespacestan_1_1gm.html#abd39613c1505c278ec7a2cdcc009bbcb">subtraction</a>(_val,_1,boost::phoenix::ref(error_msgs))] )</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;              )</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;        &gt; eps[_pass = <a class="code" href="namespacestan_1_1gm.html#a4a3fe9f1de32042785143d781cdaaae9">validate_expr_type2_f</a>(_val,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1expression__grammar.html#ad7c2d0065b399be4677ff2a934880bab">error_msgs_</a>))]</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;        ;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;    }</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;  }</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;}</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/expression__grammar__inst_8cpp.html b/doc/api/html/expression__grammar__inst_8cpp.html
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fill_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6d362e53d3d40b61e68fdd08dc5eb38b"><td class="memTemplParams" colspan="2">template&lt;typename T , typename S &gt; </td></tr>
+<tr class="memitem:a6d362e53d3d40b61e68fdd08dc5eb38b"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6d362e53d3d40b61e68fdd08dc5eb38b">stan::math::fill</a> (T &amp;x, const S &amp;y)</td></tr>
+<tr class="memdesc:a6d362e53d3d40b61e68fdd08dc5eb38b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Fill the specified container with the specified value.  <a href="#a6d362e53d3d40b61e68fdd08dc5eb38b"></a><br/></td></tr>
+<tr class="separator:a6d362e53d3d40b61e68fdd08dc5eb38b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a73e791042ed648602eed1754679feff4"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C, typename S &gt; </td></tr>
+<tr class="memitem:a73e791042ed648602eed1754679feff4"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a73e791042ed648602eed1754679feff4">stan::math::fill</a> (Eigen::Matrix&lt; T, R, C &gt; &amp;x, const S &amp;y)</td></tr>
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+<tr class="memdesc:aa7f5d81c4d45f2407096def8810ffe00"><td class="mdescLeft">&#160;</td><td class="mdescRight">Fill the specified container with the specified value.  <a href="#aa7f5d81c4d45f2407096def8810ffe00"></a><br/></td></tr>
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+<div class="title">fill.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="fill_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__FILL_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i)</div>
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+<hr/>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/formula.repository b/doc/api/html/formula.repository
new file mode 100644
index 00000000000..f124fa4adfa
--- /dev/null
+++ b/doc/api/html/formula.repository
@@ -0,0 +1,179 @@
+\form#0:$\frac{d}{dx} +x = \frac{d}{dx} x = 1$
+\form#1:$\frac{d}{dx} -x = -1$
+\form#2:$\frac{\partial}{\partial x} (x+y) = 1$
+\form#3:$\frac{\partial}{\partial y} (x+y) = 1$
+\form#4:$\frac{d}{dx} (x + c) = 1$
+\form#5:$\frac{d}{dy} (c + y) = 1$
+\form#6:$\frac{\partial}{\partial x} (x-y) = 1$
+\form#7:$\frac{\partial}{\partial y} (x-y) = -1$
+\form#8:$\frac{\partial}{\partial x} (x-c) = 1$
+\form#9:$\frac{\partial}{\partial y} (c-y) = -1$
+\form#10:$\frac{\partial}{\partial x} (x * y) = y$
+\form#11:$\frac{\partial}{\partial y} (x * y) = x$
+\form#12:$\frac{\partial}{\partial x} (x * c) = c$
+\form#13:$\frac{\partial}{\partial y} (c * y) = c$
+\form#14:$\frac{\partial}{\partial x} (x/y) = 1/y$
+\form#15:$\frac{\partial}{\partial y} (x/y) = -x / y^2$
+\form#16:$\frac{\partial}{\partial x} (x/c) = 1/c$
+\form#17:$\frac{d}{d y} (c/y) = -c / y^2$
+\form#18:$\frac{d}{dx} \log x = \frac{1}{x}$
+\form#19:$\frac{d}{dx} \log_{10} x = \frac{1}{x \log 10}$
+\form#20:$\frac{d}{dx} \sqrt{x} = \frac{1}{2 \sqrt{x}}$
+\form#21:$\frac{\partial}{\partial x} \mbox{pow}(x,y) = y x^{y-1}$
+\form#22:$\frac{\partial}{\partial y} \mbox{pow}(x,y) = x^y \ \log x$
+\form#23:$\frac{d}{dx} \mbox{pow}(x,c) = c x^{c-1}$
+\form#24:$\frac{d}{d y} \mbox{pow}(c,y) = c^y \log c $
+\form#25:$\frac{d}{dx} \cos x = - \sin x$
+\form#26:$\frac{d}{dx} \sin x = \cos x$
+\form#27:$\frac{d}{dx} \tan x = \sec^2 x$
+\form#28:$\frac{d}{dx} \arccos x = \frac{-1}{\sqrt{1 - x^2}}$
+\form#29:$\frac{d}{dx} \arcsin x = \frac{1}{\sqrt{1 - x^2}}$
+\form#30:$\frac{d}{dx} \arctan x = \frac{1}{1 + x^2}$
+\form#31:$ \frac{\partial}{\partial x} \arctan \frac{x}{y} = \frac{y}{x^2 + y^2}$
+\form#32:$ \frac{\partial}{\partial y} \arctan \frac{x}{y} = \frac{-x}{x^2 + y^2}$
+\form#33:$ \frac{d}{d x} \arctan \frac{x}{c} = \frac{c}{x^2 + c^2}$
+\form#34:$ \frac{\partial}{\partial y} \arctan \frac{c}{y} = \frac{-c}{c^2 + y^2}$
+\form#35:$\frac{d}{dx} \cosh x = \sinh x$
+\form#36:$\frac{d}{dx} \sinh x = \cosh x$
+\form#37:$\frac{d}{dx} \tanh x = \frac{1}{\cosh^2 x}$
+\form#38:$\frac{d}{dx}|x| = \mbox{sgn}(x)$
+\form#39:$\mbox{sgn}(x)$
+\form#40:$x < 0$
+\form#41:$x == 0$
+\form#42:$x == 1$
+\form#43:$\frac{d}{dx} {\lfloor x \rfloor} = 0$
+\form#44:$\frac{d}{dx} {\lceil x \rceil} = 0$
+\form#45:$x = y$
+\form#46:$\frac{\partial}{\partial x} \mbox{fmod}(x,y) = 1$
+\form#47:$\frac{\partial}{\partial y} \mbox{fmod}(x,y) = -\lfloor \frac{x}{y} \rfloor$
+\form#48:$\frac{d}{d x} \mbox{fmod}(x,c) = \frac{1}{c}$
+\form#49:$\frac{d}{d y} \mbox{fmod}(c,y) = -\lfloor \frac{c}{y} \rfloor$
+\form#50:$\frac{d}{dx} \mbox{acosh}(x) = \frac{x}{x^2 - 1}$
+\form#51:$\frac{d}{dx} \mbox{asinh}(x) = \frac{x}{x^2 + 1}$
+\form#52:$\frac{d}{dx} \mbox{atanh}(x) = \frac{1}{1 - x^2}$
+\form#53:$\hat{y}$
+\form#54:$\frac{d}{d\hat{y}} \mbox{logloss}(1,\hat{y}) = - \frac{1}{\hat{y}}$
+\form#55:$\frac{d}{d\hat{y}} \mbox{logloss}(0,\hat{y}) = \frac{1}{1 - \hat{y}}$
+\form#56:$\frac{d}{dx} x^{1/3} = \frac{1}{3 x^{2/3}}$
+\form#57:$\frac{d}{dx} \mbox{erf}(x) = \frac{2}{\sqrt{\pi}} \exp(-x^2)$
+\form#58:$\frac{d}{dx} \mbox{erfc}(x) = - \frac{2}{\sqrt{\pi}} \exp(-x^2)$
+\form#59:$\frac{d}{dx} 2^x = (\log 2) 2^x$
+\form#60:$\frac{d}{dx} \exp(a) - 1 = \exp(a)$
+\form#61:$\frac{\partial}{\partial x} \mbox{fdim}(x,y) = 0.0$
+\form#62:$x < y$
+\form#63:$\frac{\partial}{\partial x} \mbox{fdim}(x,y) = 1.0$
+\form#64:$x \geq y$
+\form#65:$\frac{\partial}{\partial y} \mbox{fdim}(x,y) = 0.0$
+\form#66:$\frac{\partial}{\partial y} \mbox{fdim}(x,y) = -\lfloor\frac{x}{y}\rfloor$
+\form#67:$\frac{d}{d y} \mbox{fdim}(c,y) = 0.0$
+\form#68:$c < y$
+\form#69:$\frac{d}{d y} \mbox{fdim}(c,y) = -\lfloor\frac{c}{y}\rfloor$
+\form#70:$c \geq y$
+\form#71:$\frac{d}{d x} \mbox{fdim}(x,c) = 0.0$
+\form#72:$x < c$
+\form#73:$\frac{d}{d x} \mbox{fdim}(x,c) = 1.0$
+\form#74:$x \geq yc$
+\form#75:$\frac{\partial}{\partial x} (x * y) + z = y$
+\form#76:$\frac{\partial}{\partial y} (x * y) + z = x$
+\form#77:$\frac{\partial}{\partial z} (x * y) + z = 1$
+\form#78:$\frac{\partial}{\partial x} (x * y) + c = y$
+\form#79:$\frac{\partial}{\partial y} (x * y) + c = x$
+\form#80:$\frac{\partial}{\partial x} (x * c) + z = c$
+\form#81:$\frac{\partial}{\partial z} (x * c) + z = 1$
+\form#82:$\frac{d}{d x} (x * c) + d = c$
+\form#83:$\frac{d}{d y} (c * y) + d = c$
+\form#84:$\frac{\partial}{\partial z} (c * d) + z = 1$
+\form#85:$\frac{\partial}{\partial y} (c * y) + z = c$
+\form#86:$\frac{\partial}{\partial z} (c * y) + z = 1$
+\form#87:$\frac{\partial}{\partial x} \sqrt{x^2 + y^2} = \frac{x}{\sqrt{x^2 + y^2}}$
+\form#88:$\frac{\partial}{\partial y} \sqrt{x^2 + y^2} = \frac{y}{\sqrt{x^2 + y^2}}$
+\form#89:$\frac{d}{d x} \sqrt{x^2 + c^2} = \frac{x}{\sqrt{x^2 + c^2}}$
+\form#90:$\frac{d}{d y} \sqrt{c^2 + y^2} = \frac{y}{\sqrt{c^2 + y^2}}$
+\form#91:$\frac{d}{dx} \mbox{cloglog}^{-1}(x) = \exp (x - \exp (x))$
+\form#92:$\frac{d}{dx} \mbox{logit}^{-1}(x) = \mbox{logit}^{-1}(x) (1 - \mbox{logit}^{-1}(x))$
+\form#93:$\frac{d}{dx} \Gamma(x) = \psi^{(0)}(x)$
+\form#94:$\frac{d}{dx} \log (1 - x) = -\frac{1}{1 - x}$
+\form#95:$\frac{d}{dx} \log (1 + x) = \frac{1}{1 + x}$
+\form#96:$\frac{d}{dx} \log_2 x = \frac{1}{x \log 2}$
+\form#97:$\frac{d}{dx} \Phi(x) = \mbox{\sf Norm}(x|0,1) = \frac{1}{\sqrt{2\pi}} \exp(-\frac{1}{2} x^2)$
+\form#98:$\frac{d}{dx} \mbox{round}(x) = 0$
+\form#99:$\mbox{step}(x) = 0$
+\form#100:$\frac{d}{dx} \Gamma(x) = \Gamma(x) \Psi^{(0)}(x)$
+\form#101:$\Psi^{(0)}(x)$
+\form#102:$\frac{d}{dx} \mbox{trunc}(x) = 0$
+\form#103:$ e $
+\form#104:$ \sqrt{2} $
+\form#105:$ 1 / \sqrt{2} $
+\form#106:$ \log 2 $
+\form#107:$ \log 10 $
+\form#108:$\hat{y} \in [0, 1]$
+\form#109:$y \in \{ 0, 1 \}$
+\form#110:$\mbox{logloss}(1,\hat{y}) = -\log \hat{y} $
+\form#111:$\mbox{logloss}(0,\hat{y}) = -\log (1 - \hat{y}) $
+\form#112:${N \choose n}$
+\form#113:$0 \leq n \leq N$
+\form#114:${N \choose n} = \frac{N!}{n! (N-n)!}$
+\form#115:$ \log {N \choose n} = \log \ \Gamma(N+1) - \log \Gamma(n+1) - \log \Gamma(N-n+1)$
+\form#116:$\mbox{logit}^{-1}(x) = \frac{1}{1 + \exp(-x)}$
+\form#117:$\mbox{inverse\_softmax}(x)[i] = \log x[i]$
+\form#118:$a > 0$
+\form#119:$b > 0$
+\form#120:$\mbox{B}(a,b) = \frac{\Gamma(a) \Gamma(b)}{\Gamma(a+b)}$
+\form#121:$\log \mbox{B}(a,b) = \log \Gamma(a) + \log \Gamma(b) - \log \Gamma(a+b)$
+\form#122:$\Gamma_k(x)$
+\form#123:$k$
+\form#124:$x$
+\form#125:$\Gamma_k(x) = \pi^{k(k-1)/4} \, \prod_{j=1}^k \Gamma(x + (1 - j)/2)$
+\form#126:$\Gamma()$
+\form#127:$\log (\exp(a) + \exp(b)) = m + \log(\exp(a-m) + \exp(b-m))$
+\form#128:$m = max(a,b)$
+\form#129:$\log \sum_{n=1}^N \exp(x_n) = \max(x) + \log \sum_{n=1}^N \exp(x_n - \max(x))$
+\form#130:$x \in [0,1]$
+\form#131:$\mbox{logit}(x) = \log \left( \frac{x}{1 - x} \right)$
+\form#132:$ a * \log b $
+\form#133:$\Phi(x) = \int_{-\infty}^x \mbox{\sf Norm}(x|0,1) \ dx$
+\form#134:$\mbox{square}(x) = x^2$
+\form#135:$L$
+\form#136:$A$
+\form#137:$A = L \times L^T$
+\form#138:\begin{eqnarray*} \theta &\sim& \mbox{\sf{Dirichlet}} (\alpha_1, \ldots, \alpha_k) \\ \log (p (\theta \,|\, \alpha_1, \ldots, \alpha_k) ) &=& \log \left( \frac{\Gamma(\alpha_1 + \cdots + \alpha_k)}{\Gamma(\alpha_1) \cdots \Gamma(\alpha_k)} \theta_1^{\alpha_1 - 1} \cdots \theta_k^{\alpha_k - 1} \right) \\ &=& \log (\Gamma(\alpha_1 + \cdots + \alpha_k)) - \log(\Gamma(\alpha_1)) - \cdots - \log(\Gamma(\alpha_k)) + (\alpha_1 - 1) \log (\theta_1) + \cdots + (\alpha_k - 1) \log (\theta_k) \end{eqnarray*}
+\form#139:$t = 1:T$
+\form#140:\begin{eqnarray*} y_t & \sim N(F' \theta_t, V) \\ \theta_t & \sim N(G \theta_{t-1}, W) \\ \theta_0 & \sim N(m_0, C_0) \end{eqnarray*}
+\form#141:\begin{eqnarray*} y_t & \sim N(F' \theta_t, diag(V)) \\ \theta_t & \sim N(G \theta_{t-1}, W) \\ \theta_0 & \sim N(m_0, C_0) \end{eqnarray*}
+\form#142:\begin{eqnarray*} W &\sim& \mbox{\sf{Inv-Wishart}}_{\nu} (S) \\ \log (p (W \,|\, \nu, S) ) &=& \log \left( \left(2^{\nu k/2} \pi^{k (k-1) /4} \prod_{i=1}^k{\Gamma (\frac{\nu + 1 - i}{2})} \right)^{-1} \times \left| S \right|^{\nu/2} \left| W \right|^{-(\nu + k + 1) / 2} \times \exp (-\frac{1}{2} \mbox{tr} (S W^{-1})) \right) \\ &=& -\frac{\nu k}{2}\log(2) - \frac{k (k-1)}{4} \log(\pi) - \sum_{i=1}^{k}{\log (\Gamma (\frac{\nu+1-i}{2}))} +\frac{\nu}{2} \log(\det(S)) - \frac{\nu+k+1}{2}\log (\det(W)) - \frac{1}{2} \mbox{tr}(S W^{-1}) \end{eqnarray*}
+\form#143:\begin{eqnarray*} W &\sim& \mbox{\sf{Wishart}}_{\nu} (S) \\ \log (p (W \,|\, \nu, S) ) &=& \log \left( \left(2^{\nu k/2} \pi^{k (k-1) /4} \prod_{i=1}^k{\Gamma (\frac{\nu + 1 - i}{2})} \right)^{-1} \times \left| S \right|^{-\nu/2} \left| W \right|^{(\nu - k - 1) / 2} \times \exp (-\frac{1}{2} \mbox{tr} (S^{-1} W)) \right) \\ &=& -\frac{\nu k}{2}\log(2) - \frac{k (k-1)}{4} \log(\pi) - \sum_{i=1}^{k}{\log (\Gamma (\frac{\nu+1-i}{2}))} -\frac{\nu}{2} \log(\det(S)) + \frac{\nu-k-1}{2}\log (\det(W)) - \frac{1}{2} \mbox{tr} (S^{-1}W) \end{eqnarray*}
+\form#144:$\frac{1}{\pi}\arctan\left(\frac{y-\mu}{\sigma}\right) + \frac{1}{2}$
+\form#145:\begin{eqnarray*} y &\sim& \chi^2_\nu \\ \log (p (y \,|\, \nu)) &=& \log \left( \frac{2^{-\nu / 2}}{\Gamma (\nu / 2)} y^{\nu / 2 - 1} \exp^{- y / 2} \right) \\ &=& - \frac{\nu}{2} \log(2) - \log (\Gamma (\nu / 2)) + (\frac{\nu}{2} - 1) \log(y) - \frac{y}{2} \\ & & \mathrm{ where } \; y \ge 0 \end{eqnarray*}
+\form#146:$ f(y|\mu,\sigma) = \begin{cases} \ \frac{1}{2} \exp\left(\frac{y-\mu}{\sigma}\right), \mbox{if } y < \mu \\ 1 - \frac{1}{2} \exp\left(-\frac{y-\mu}{\sigma}\right), \mbox{if } y \ge \mu \ \end{cases}$
+\form#147:\begin{eqnarray*} y &\sim& \mbox{\sf{Expon}}(\beta) \\ \log (p (y \,|\, \beta) ) &=& \log \left( \beta \exp^{-\beta y} \right) \\ &=& \log (\beta) - \beta y \\ & & \mathrm{where} \; y > 0 \end{eqnarray*}
+\form#148:\begin{eqnarray*} y &\sim& \mbox{\sf{Gamma}}(\alpha, \beta) \\ \log (p (y \,|\, \alpha, \beta) ) &=& \log \left( \frac{\beta^\alpha}{\Gamma(\alpha)} y^{\alpha - 1} \exp^{- \beta y} \right) \\ &=& \alpha \log(\beta) - \log(\Gamma(\alpha)) + (\alpha - 1) \log(y) - \beta y\\ & & \mathrm{where} \; y > 0 \end{eqnarray*}
+\form#149:\begin{eqnarray*} y &\sim& \mbox{\sf{Inv-}}\chi^2_\nu \\ \log (p (y \,|\, \nu)) &=& \log \left( \frac{2^{-\nu / 2}}{\Gamma (\nu / 2)} y^{- (\nu / 2 + 1)} \exp^{-1 / (2y)} \right) \\ &=& - \frac{\nu}{2} \log(2) - \log (\Gamma (\nu / 2)) - (\frac{\nu}{2} + 1) \log(y) - \frac{1}{2y} \\ & & \mathrm{ where } \; y > 0 \end{eqnarray*}
+\form#150:$\Phi(x) = \frac{1}{\sqrt{2 \pi}} \int_{-\inf}^x e^{-t^2/2} dt$
+\form#151:\begin{eqnarray*} y &\sim& \mbox{\sf{Inv-}}\chi^2(\nu, s^2) \\ \log (p (y \,|\, \nu, s)) &=& \log \left( \frac{(\nu / 2)^{\nu / 2}}{\Gamma (\nu / 2)} s^\nu y^{- (\nu / 2 + 1)} \exp^{-\nu s^2 / (2y)} \right) \\ &=& \frac{\nu}{2} \log(\frac{\nu}{2}) - \log (\Gamma (\nu / 2)) + \nu \log(s) - (\frac{\nu}{2} + 1) \log(y) - \frac{\nu s^2}{2y} \\ & & \mathrm{ where } \; y > 0 \end{eqnarray*}
+\form#152:\begin{eqnarray*} y &\sim& t_{\nu} (\mu, \sigma^2) \\ \log (p (y \,|\, \nu, \mu, \sigma) ) &=& \log \left( \frac{\Gamma((\nu + 1) /2)} {\Gamma(\nu/2)\sqrt{\nu \pi} \sigma} \left( 1 + \frac{1}{\nu} (\frac{y - \mu}{\sigma})^2 \right)^{-(\nu + 1)/2} \right) \\ &=& \log( \Gamma( (\nu+1)/2 )) - \log (\Gamma (\nu/2) - \frac{1}{2} \log(\nu \pi) - \log(\sigma) -\frac{\nu + 1}{2} \log (1 + \frac{1}{\nu} (\frac{y - \mu}{\sigma})^2) \end{eqnarray*}
+\form#153:\begin{eqnarray*} y &\sim& \mbox{\sf{U}}(\alpha, \beta) \\ \log (p (y \,|\, \alpha, \beta)) &=& \log \left( \frac{1}{\beta-\alpha} \right) \\ &=& \log (1) - \log (\beta - \alpha) \\ &=& -\log (\beta - \alpha) \\ & & \mathrm{ where } \; y \in [\alpha, \beta], \log(0) \; \mathrm{otherwise} \end{eqnarray*}
+\form#154:$f(x) = \exp(x)$
+\form#155:$\log | \frac{d}{dx} \mbox{exp}(x) | = \log | \mbox{exp}(x) | = x$
+\form#156:$f$
+\form#157:$f^{-1}(x) = \log(x)$
+\form#158:$f(x) = \exp(x) + L$
+\form#159:$f(x) = U - \exp(x)$
+\form#160:$U$
+\form#161:$ \log | \frac{d}{dx} -\mbox{exp}(x) + U | = \log | -\mbox{exp}(x) + 0 | = x$
+\form#162:$f^{-1}(y) = \log -(y - U)$
+\form#163:$f(x) = L + (U - L) \mbox{logit}^{-1}(x)$
+\form#164:$\log \left| \frac{d}{dx} \left( L + (U-L) \mbox{logit}^{-1}(x) \right) \right|$
+\form#165:$ {} = \log | (U-L) \, (\mbox{logit}^{-1}(x)) \, (1 - \mbox{logit}^{-1}(x)) |$
+\form#166:$ {} = \log (U - L) + \log (\mbox{logit}^{-1}(x)) + \log (1 - \mbox{logit}^{-1}(x))$
+\form#167:$f^{-1}(y) = \mbox{logit}(\frac{y - L}{U - L})$
+\form#168:$f(x) = \mbox{logit}^{-1}(x) = \frac{1}{1 + \exp(x)}$
+\form#169:$\log | \frac{d}{dx} \mbox{logit}^{-1}(x) |$
+\form#170:$\log ((\mbox{logit}^{-1}(x)) (1 - \mbox{logit}^{-1}(x))$
+\form#171:$\log (\mbox{logit}^{-1}(x)) + \log (1 - \mbox{logit}^{-1}(x))$
+\form#172:$f^{-1}(y) = \mbox{logit}(y) = \frac{1 - y}{y}$
+\form#173:$f(x) = \tanh x = \frac{\exp(2x) - 1}{\exp(2x) + 1}$
+\form#174:$\log | \frac{d}{dx} \tanh x | = \log (1 - \tanh^2 x)$
+\form#175:$ f^{-1}(y) = \mbox{atanh}\, y = \frac{1}{2} \log \frac{y + 1}{y - 1}$
+\form#176:${k \choose 2} = \frac{k(k-1)}{2}$
+\form#177:$k \choose 2$
+\form#178:$k \choose 2 + k$
diff --git a/doc/api/html/ftv2blank.png b/doc/api/html/ftv2blank.png
new file mode 100644
index 0000000000000000000000000000000000000000..63c605bb4c3d941c921a4b6cfa74951e946bcb48
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+   <div id="projectname">Stan
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+<h3><a class="anchor" id="index__"></a>- _ -</h3><ul>
+<li>_adapt_base_window
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ae25e5dc1480c6e553d65e24beb964dec">stan::mcmc::windowed_adaptation</a>
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+<li>_adapt_flag
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+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_counter
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_covar_adaptation
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>_cursor
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">stan::gm::list_argument</a>
+</li>
+<li>_default
+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">stan::gm::valued_argument</a>
+</li>
+<li>_default_cursor
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+</li>
+<li>_default_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_delta
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">stan::mcmc::stepsize_adaptation</a>
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+<li>_depth
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+</li>
+<li>_description
+: <a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">stan::gm::argument</a>
+</li>
+<li>_epsilon
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_epsilon_jitter
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+<li>_err_stream
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">stan::mcmc::base_mcmc</a>
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+<li>_estimator
+: <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">stan::mcmc::covar_adaptation</a>
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+</li>
+<li>_estimator_name
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a3a5f0f2df10b1e0e5431a97d9edc0a83">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_fast_matrix_copy()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa701eacefbab10b9cac8273267bbf39d">stan::mcmc::ps_point</a>
+</li>
+<li>_fast_vector_copy()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a685e73353f2931b3afbfccd4acbe598d">stan::mcmc::ps_point</a>
+</li>
+<li>_fk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_fk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_func
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a02a192467c7706cf70db60141a3615f6">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_gamma
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_gk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_gk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_good_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_hamiltonian
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_help_flag
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a8756ce3f3d1e6a9ee3076439d5af15a7">stan::gm::argument_parser</a>
+</li>
+<li>_integrator
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+</li>
+<li>_is_present
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">stan::gm::unvalued_argument</a>
+</li>
+<li>_itNum
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6a7e635b790a21bf66419b240c08936f">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_kappa
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_ldlt
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+</li>
+<li>_ldltP
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aa41484403512f2b107922d0d7fc5c63d">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>_m
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">stan::prob::welford_var_estimator</a>
+</li>
+<li>_m2
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">stan::prob::welford_var_estimator</a>
+</li>
+<li>_max_delta
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_max_depth
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_method_flag
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a0d7e3677a25c3602d9491c5876cb398c">stan::gm::argument_parser</a>
+</li>
+<li>_model
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>_mu
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_n_divergent
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_name
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">stan::mcmc::base_mcmc</a>
+</li>
+<li>_nom_epsilon
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_note
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_num_samples
+: <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">stan::prob::welford_var_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">stan::prob::welford_covar_estimator</a>
+</li>
+<li>_num_warmup
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a49833a6e927a0e7dec9a82d756626e16">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_opts
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_out_stream
+: <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">stan::mcmc::base_integrator&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">stan::mcmc::base_mcmc</a>
+</li>
+<li>_rand_int
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_rand_uniform
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_s_bar
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_sk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_sk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_stepsize_adaptation
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">stan::mcmc::stepsize_covar_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">stan::mcmc::stepsize_var_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">stan::mcmc::stepsize_adapter</a>
+</li>
+<li>_subarguments
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae906b6761d356c568023f68020647240">stan::gm::categorical_argument</a>
+</li>
+<li>_t0
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_update_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_validity
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a74d2460a6fd7de8d3d05b191856f5468">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a841db6c125379f5a359f3049f532f53b">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_value_type
+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">stan::gm::valued_argument</a>
+</li>
+<li>_values
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">stan::gm::list_argument</a>
+</li>
+<li>_var_adaptation
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>_write_error_msg()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a119fab9e5829911ccfb31a5f7ec1f30b">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>_x_bar
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_xk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_xk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_z
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>accept_stat()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">stan::mcmc::sample</a>
+</li>
+<li>accumulator()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#afb44f3c753ac1373482e123df612a266">stan::math::accumulator&lt; T &gt;</a>
+</li>
+<li>ad_
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+, <a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#ab8049b0e5cba4646440a2a1c1cd04df8">stan::agrad::op_ddv_vari</a>
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+</li>
+<li>adapt_dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a7d57f187b6877982cf329800e47b5370">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a8e2eb81bdeed65fb1cdf8512643c5247">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a08c8c79cc0a4c5fcfc8a2be30b9ab858">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a65a0e3a8ff345164784d1c411c1d685f">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adaptation
+: <a class="el" href="structstan_1_1io_1_1stan__csv.html#aef8315d92141f9f96c832340b7d6553d">stan::io::stan_csv</a>
+</li>
+<li>adaptation_window()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a8e82facfbdd25e23a6dc04dfb47f6f55">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>adapting()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">stan::mcmc::base_adapter</a>
+</li>
+<li>add()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">stan::gm::function_signatures</a>
+, <a class="el" href="structstan_1_1gm_1_1variable__map.html#a2a1c8d42745d2ba940577f8f9d4da17e">stan::gm::variable_map</a>
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+</li>
+<li>add_binary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a3cac5b9cb17575d88d76286fcff64344">stan::gm::function_signatures</a>
+</li>
+<li>add_nullary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a5ef070db4552215d2de0ebdcf2298481">stan::gm::function_signatures</a>
+</li>
+<li>add_quaternary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7e6eae9e711df2373c8f624c7d9da53c">stan::gm::function_signatures</a>
+</li>
+<li>add_sample()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">stan::prob::welford_var_estimator</a>
+</li>
+<li>add_ternary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a028061fc0bf4b4842aacd64be3fcc89e">stan::gm::function_signatures</a>
+</li>
+<li>add_unary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9ce2dcdafcd2370053c4eb0c9be10042">stan::gm::function_signatures</a>
+</li>
+<li>add_vec()
+: <a class="el" href="classstan_1_1io_1_1var__context.html#a4cdc64bb5dbdc26f15885fc34737752e">stan::io::var_context</a>
+</li>
+<li>AddCost
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ad567631af797962bfa1646b3228b1d8d">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
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+<li>adj()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a44db5cfbac5b6858bc26cbb2518a6826">stan::agrad::var</a>
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+<li>adj_
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+</li>
+<li>algorithm
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#ade7047cd16512c5a03c4d1dc9b6a3282">stan::io::stan_csv_metadata</a>
+</li>
+<li>all_constant
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#af8cdd957e2c7d02ea713440ae2ff0d5c">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>all_partials
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a72bcc7c3e6fb628355b1d147660dd1c1">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>all_varis
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3af6956efe05f1ae634bcff64224b25f">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a220d04d5ca74562e28a6c01111d8fd22">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+, <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b">stan::memory::stack_alloc</a>
+</li>
+<li>alpha()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>alpha0
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a07597137b348a11f639d2c9eb9dd7207">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+, <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>append_samples
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a5dd804a343d097dabe18f8a48701accb">stan::io::stan_csv_metadata</a>
+</li>
+<li>arg()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ae28cffcf6579400a8736fc581c6ab5">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">stan::gm::list_argument</a>
+</li>
+<li>arg_adapt()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt.html#a7db5d900f8ce94a610cbb2f129d02763">stan::gm::arg_adapt</a>
+</li>
+<li>arg_adapt_delta()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#ab994caa2d7658bd6548f17b18cd5efaf">stan::gm::arg_adapt_delta</a>
+</li>
+<li>arg_adapt_engaged()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__engaged.html#a93164af8cdf69db14252d54d654278f2">stan::gm::arg_adapt_engaged</a>
+</li>
+<li>arg_adapt_gamma()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a1e89fd146d9a20e98c550321d03aa674">stan::gm::arg_adapt_gamma</a>
+</li>
+<li>arg_adapt_init_buffer()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html#a458117f29f2665be1b17d7ce3fc2728b">stan::gm::arg_adapt_init_buffer</a>
+</li>
+<li>arg_adapt_kappa()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a69a930fe17bcb920dd1beaa31d47ac20">stan::gm::arg_adapt_kappa</a>
+</li>
+<li>arg_adapt_t0()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__t0.html#a92a0c0524b5f854828cb6e22c4119e8b">stan::gm::arg_adapt_t0</a>
+</li>
+<li>arg_adapt_term_buffer()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html#a8e4699ec0baa6885ba9c34430b6d83b2">stan::gm::arg_adapt_term_buffer</a>
+</li>
+<li>arg_adapt_window()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__window.html#a95facd1874bc025735aeb9bc0b4297fe">stan::gm::arg_adapt_window</a>
+</li>
+<li>arg_bfgs()
+: <a class="el" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">stan::gm::arg_bfgs</a>
+</li>
+<li>arg_data()
+: <a class="el" href="classstan_1_1gm_1_1arg__data.html#af14bc033277233421428ef9fde504b07">stan::gm::arg_data</a>
+</li>
+<li>arg_data_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__data__file.html#a2432968effc35f8973394e91b941cf86">stan::gm::arg_data_file</a>
+</li>
+<li>arg_dense_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">stan::gm::arg_dense_e</a>
+</li>
+<li>arg_diag_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__diag__e.html#a090d24faf43dccdb255de369c396947f">stan::gm::arg_diag_e</a>
+</li>
+<li>arg_diagnose()
+: <a class="el" href="classstan_1_1gm_1_1arg__diagnose.html#a29fa2b3eb2a85d31f3de053e7ab4a7cb">stan::gm::arg_diagnose</a>
+</li>
+<li>arg_diagnostic_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__diagnostic__file.html#a59b7ff8a694fa099456fc6c4466eb300">stan::gm::arg_diagnostic_file</a>
+</li>
+<li>arg_engine()
+: <a class="el" href="classstan_1_1gm_1_1arg__engine.html#a565b15c3703faddc7346db01b5a7fa3d">stan::gm::arg_engine</a>
+</li>
+<li>arg_fail()
+: <a class="el" href="classstan_1_1gm_1_1arg__fail.html#a09c9ceb2645fafb62b79172287ce0797">stan::gm::arg_fail</a>
+</li>
+<li>arg_hmc()
+: <a class="el" href="classstan_1_1gm_1_1arg__hmc.html#a21bce37da4a429c509a142d2989c9e25">stan::gm::arg_hmc</a>
+</li>
+<li>arg_id()
+: <a class="el" href="classstan_1_1gm_1_1arg__id.html#a9db2f80b010bff893370ae4b230bd966">stan::gm::arg_id</a>
+</li>
+<li>arg_init()
+: <a class="el" href="classstan_1_1gm_1_1arg__init.html#acfb9b2317ca874c9c9c266c03ac1368f">stan::gm::arg_init</a>
+</li>
+<li>arg_init_alpha()
+: <a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#a62422aee45bcf245c6707a75ad762f4a">stan::gm::arg_init_alpha</a>
+</li>
+<li>arg_int_time()
+: <a class="el" href="classstan_1_1gm_1_1arg__int__time.html#a8374ed135e25d27819e08b474b6170c4">stan::gm::arg_int_time</a>
+</li>
+<li>arg_iter()
+: <a class="el" href="classstan_1_1gm_1_1arg__iter.html#addc4d554b12927d3e099cb78e84b4c69">stan::gm::arg_iter</a>
+</li>
+<li>arg_max_depth()
+: <a class="el" href="classstan_1_1gm_1_1arg__max__depth.html#aa43e5f69ecea1ab64a93d0544f5b2204">stan::gm::arg_max_depth</a>
+</li>
+<li>arg_method()
+: <a class="el" href="classstan_1_1gm_1_1arg__method.html#a0ab921dbf66c5b63669cb77f07d797e9">stan::gm::arg_method</a>
+</li>
+<li>arg_metric()
+: <a class="el" href="classstan_1_1gm_1_1arg__metric.html#a8f59bf4d98051c730af026865135958d">stan::gm::arg_metric</a>
+</li>
+<li>arg_nesterov()
+: <a class="el" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">stan::gm::arg_nesterov</a>
+</li>
+<li>arg_newton()
+: <a class="el" href="classstan_1_1gm_1_1arg__newton.html#a40a307722a2f91f3c1507261183fd4a2">stan::gm::arg_newton</a>
+</li>
+<li>arg_num_samples()
+: <a class="el" href="classstan_1_1gm_1_1arg__num__samples.html#af03561fdb3d19b14fa8ce33db4bfbb92">stan::gm::arg_num_samples</a>
+</li>
+<li>arg_num_warmup()
+: <a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html#a12b94f117fb965fee31d2a53d946a3b9">stan::gm::arg_num_warmup</a>
+</li>
+<li>arg_nuts()
+: <a class="el" href="classstan_1_1gm_1_1arg__nuts.html#a54338616bb4ea3c6cdaa922fe60f6279">stan::gm::arg_nuts</a>
+</li>
+<li>arg_optimize()
+: <a class="el" href="classstan_1_1gm_1_1arg__optimize.html#a212f9e1a9ea25739e42913cd99f6cfa3">stan::gm::arg_optimize</a>
+</li>
+<li>arg_optimize_algo()
+: <a class="el" href="classstan_1_1gm_1_1arg__optimize__algo.html#a6c60961805502a27dd60db458155b30e">stan::gm::arg_optimize_algo</a>
+</li>
+<li>arg_output()
+: <a class="el" href="classstan_1_1gm_1_1arg__output.html#a00b3df35f243cba8de0e50cacff5f9f8">stan::gm::arg_output</a>
+</li>
+<li>arg_output_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__output__file.html#a7653a338dae46687a0cd46607cb8df30">stan::gm::arg_output_file</a>
+</li>
+<li>arg_random()
+: <a class="el" href="classstan_1_1gm_1_1arg__random.html#a04356fb8dd2badb38de8d957d89ccd25">stan::gm::arg_random</a>
+</li>
+<li>arg_refresh()
+: <a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a1055e8b9beac79398a5efd25106bef73">stan::gm::arg_refresh</a>
+</li>
+<li>arg_rwm()
+: <a class="el" href="classstan_1_1gm_1_1arg__rwm.html#a7e6e4430b6cc5d35128899c2d7e7f4c1">stan::gm::arg_rwm</a>
+</li>
+<li>arg_sample()
+: <a class="el" href="classstan_1_1gm_1_1arg__sample.html#a76e9dba4b18fff10db3938783e4bbc84">stan::gm::arg_sample</a>
+</li>
+<li>arg_sample_algo()
+: <a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html#a677c78a97f6e522c2b532d5ec8cdc436">stan::gm::arg_sample_algo</a>
+</li>
+<li>arg_save_iterations()
+: <a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html#ac3c6147547688bf229a5a229b761891f">stan::gm::arg_save_iterations</a>
+</li>
+<li>arg_save_warmup()
+: <a class="el" href="classstan_1_1gm_1_1arg__save__warmup.html#abc63cf780ff0ec05b668034557e66e5a">stan::gm::arg_save_warmup</a>
+</li>
+<li>arg_seed()
+: <a class="el" href="classstan_1_1gm_1_1arg__seed.html#a49ef4eab0312fb9eebdaf8901a24a50f">stan::gm::arg_seed</a>
+</li>
+<li>arg_static()
+: <a class="el" href="classstan_1_1gm_1_1arg__static.html#aad5c9ed706c879ffc39b2f44b4ce9aef">stan::gm::arg_static</a>
+</li>
+<li>arg_stepsize()
+: <a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#ab10f7c015e43cae0bd66ebd7d2ea60bb">stan::gm::arg_stepsize</a>
+</li>
+<li>arg_stepsize_jitter()
+: <a class="el" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#af57b445faa0178cddfc60633a0452e02">stan::gm::arg_stepsize_jitter</a>
+</li>
+<li>arg_test()
+: <a class="el" href="classstan_1_1gm_1_1arg__test.html#a09019b7ca0e874ecc2946309b1032acd">stan::gm::arg_test</a>
+</li>
+<li>arg_test_grad_eps()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#a1105ef70c0defa9892e9bd5993fd24cf">stan::gm::arg_test_grad_eps</a>
+</li>
+<li>arg_test_grad_err()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__grad__err.html#a3c862ad4e9f4ae7010ca45c77da8d380">stan::gm::arg_test_grad_err</a>
+</li>
+<li>arg_test_gradient()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__gradient.html#aa61549ae85bb062c3cc5f76668b3e1dd">stan::gm::arg_test_gradient</a>
+</li>
+<li>arg_thin()
+: <a class="el" href="classstan_1_1gm_1_1arg__thin.html#a968a02a29a6fc8097ce610f3be4e5ac9">stan::gm::arg_thin</a>
+</li>
+<li>arg_tolerance()
+: <a class="el" href="classstan_1_1gm_1_1arg__tolerance.html#aba6a7ae537bca04e284af54e9a231e3f">stan::gm::arg_tolerance</a>
+</li>
+<li>arg_unit_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__unit__e.html#a6772c5923ce0c23db100e1157aa232c5">stan::gm::arg_unit_e</a>
+</li>
+<li>args_
+: <a class="el" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">stan::gm::distribution</a>
+, <a class="el" href="structstan_1_1gm_1_1fun.html#a7c4dc2f722ef80460d8171d6bcab8d00">stan::gm::fun</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a26de2c2e4c1319f282766524f991d065">stan::gm::array_literal</a>
+</li>
+<li>args_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a6e06cb76720538efdb14c0c2ada2d370">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>argument()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">stan::gm::argument</a>
+</li>
+<li>argument_parser()
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a540ddee5190ee5dd85a8773d98a5cb83">stan::gm::argument_parser</a>
+</li>
+<li>argument_probe()
+: <a class="el" href="classstan_1_1gm_1_1argument__probe.html#a82b991e17fd517f1a04ba905acb545be">stan::gm::argument_probe</a>
+</li>
+<li>array()
+: <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">stan::math::array_builder&lt; T &gt;</a>
+</li>
+<li>array_builder()
+: <a class="el" href="structstan_1_1math_1_1array__builder.html#a8e2649b71c980137fa5d86433d2be50c">stan::math::array_builder&lt; T &gt;</a>
+</li>
+<li>array_literal()
+: <a class="el" href="structstan_1_1gm_1_1array__literal.html#a08529fbee87e23323340317b11f4a71c">stan::gm::array_literal</a>
+</li>
+<li>array_vec_t
+: <a class="el" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>assignment()
+: <a class="el" href="structstan_1_1gm_1_1assignment.html#ad3690469ab15526cf947f92e2ae9aef3">stan::gm::assignment</a>
+</li>
+<li>assignment_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#aa3deabcf92016a9afde6ce09215288ff">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>autocorrelation()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab1de31b2bda945c27829ac7823bef3f2">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>autocovariance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a3d2a87745cfded05b30a8b517c4e5a88">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>available()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a581d87c0d6f4fbcc889fcda61d9da129">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>available_i()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a69f82bd5d88795b0012d04b239685858">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>avi_
+: <a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#ac48a55ac9e4fe37c975bc0da3795e5cc">stan::agrad::op_vdd_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#aedb9c63989ef1592cdf387c3a655b772">stan::agrad::op_vdv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a16e916a50bb457803ab104e014f07419">stan::agrad::op_vvd_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#acdd44b7d08e9f182c70ad91c782f8c79">stan::agrad::op_vv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#ae8912106d3514178b27ee59f6e964654">stan::agrad::op_vvv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html#a0bcd38664a8c961ccae91a7c4a5af468">stan::agrad::op_vd_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#ae8e93664ac7970bf32c2289f6b8d23fd">stan::agrad::op_v_vari</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
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+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_b"></a>- b -</h3><ul>
+<li>bare()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675">stan::io::cmd_line</a>
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+<li>bare_size()
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+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">stan::mcmc::base_adapter</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#aff93f8e3e83acfe9b8e6f88ed1a63c85">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
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+<li>base_integrator()
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+<li>base_static_hmc()
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+</li>
+<li>base_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1base__var__decl.html#afbf37085102e8852cc11bf7d3cc4e07a">stan::gm::base_var_decl</a>
+</li>
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+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aee960e3728540789c2da4b55b95a6a14">stan::gm::validate_var_decl_visgen</a>
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+<li>bd_
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+</li>
+<li>BFGSLineSearch()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a4979246eff3a7ea7e456ff6a78b9f947">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+<li>BFGSMinimizer()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>BFGSOptions()
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a73b45c4d12854633eaa946de5c3def7b">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>binary_op()
+: <a class="el" href="structstan_1_1gm_1_1binary__op.html#a78c4a1e12c510a73c172bc8155118678">stan::gm::binary_op</a>
+</li>
+<li>bodies_
+: <a class="el" href="structstan_1_1gm_1_1conditional__statement.html#aa050a0eba5609aba1a82615cab5be84b">stan::gm::conditional_statement</a>
+</li>
+<li>body_
+: <a class="el" href="structstan_1_1gm_1_1while__statement.html#a02751b1da71e77005c2e31df9c901997">stan::gm::while_statement</a>
+</li>
+<li>build_tree()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
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+<li>bvi_
+: <a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a7e8348772bd3a834702dbaf107102fcf">stan::agrad::op_dvv_vari</a>
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+, <a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#a3bff8e5ca6a08bba14b5383ee5af0526">stan::agrad::op_vvv_vari</a>
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+, <a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#a98d635e1f027bdfc2b334b4e1c37c3ac">stan::agrad::op_dv_vari</a>
+</li>
+</ul>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
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+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>c1
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a77d9e5ac3274c6810e1aacc63df5dbe1">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>c2
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a6379b29a858127f1ef3cc0ab5426cc82">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>cd_
+: <a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a07feae28b7d06e95a4c5221728eaeb59">stan::agrad::op_vdd_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a77be8bf88a35750ac9bb0d6c7bd77d1a">stan::agrad::op_vvd_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html#afb19614ab6249ef02fd7b25cffc08025">stan::agrad::op_dvd_vari</a>
+</li>
+<li>central_interval()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a3c52c722eb9f5d1bde7b27307602f592">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>chain()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">stan::agrad::vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">stan::agrad::partials_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592">stan::agrad::chainable</a>
+, <a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html#a009196476cbeca0b4721a2615e275d10">stan::agrad::precomp_v_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>chain_id
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#ad18cd985fe4d6c8c451950cc158438e4">stan::io::stan_csv_metadata</a>
+</li>
+<li>chainable()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">stan::agrad::chainable</a>
+</li>
+<li>chainable_alloc()
+: <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#a0e5e6212324cb2453fd58b961aa1f098">stan::agrad::chainable_alloc</a>
+</li>
+<li>chains()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>cholesky_factor()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9572cd028cf0d073c45ab83ae6f4477e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a6c6bee8c526c8d114c95646f171413cc">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#af6c3b1a0eb00517659faa2f659d0abd0">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>cholesky_factor_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ae19a9b374feff362b4f32d0d8cb8a4df">stan::gm::cholesky_factor_var_decl</a>
+</li>
+<li>chunk_alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a51cecbbac945e0b108229b21ecd6abf7">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+</li>
+<li>cmd_line()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#a8b00f5947e12e84d1740116a05a4ca16">stan::io::cmd_line</a>
+</li>
+<li>cols()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a00df49ca9dbf61b2f6b1fc6c991c1fb9">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#adf662c7112e7274e630e07d7ac14c78a">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>comma()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596">stan::io::csv_writer</a>
+</li>
+<li>command()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7">stan::io::cmd_line</a>
+</li>
+<li>complete_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>compute()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#adea90c563014600ac9d7aa05056db56d">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>compute_criterion()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#ab61a9ee4db3845a88adc78249e35c170">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>compute_indent()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">stan::gm::argument</a>
+</li>
+<li>compute_next_window()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a99adff4a3380c627160d995b5584bf8e">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>condition_
+: <a class="el" href="structstan_1_1gm_1_1while__statement.html#ac28766c928629d492f3cb633a70d446d">stan::gm::while_statement</a>
+</li>
+<li>conditional_statement()
+: <a class="el" href="structstan_1_1gm_1_1conditional__statement.html#a1abc13ef1fe45721706610334a3fc111">stan::gm::conditional_statement</a>
+</li>
+<li>conditional_statement_r
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a5d6a2f57ba3e3e2d05f9aad72fcbc97c">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>conditions_
+: <a class="el" href="structstan_1_1gm_1_1conditional__statement.html#a1afeedc0d7f192d1fac3cda264918a22">stan::gm::conditional_statement</a>
+</li>
+<li>CONFIG
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">stan::gm::error_codes</a>
+</li>
+<li>constrained_param_names_visgen()
+: <a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#ab1fef3623722eef039191cf79b87e84b">stan::gm::constrained_param_names_visgen</a>
+</li>
+<li>CONSTRAINT_TOLERANCE
+: <a class="el" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>cont_params()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">stan::mcmc::sample</a>
+</li>
+<li>contains_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a1865fdffc3451dd6460a5540c8e0912e">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a57b4df63029aa81a4ee3e93899722068">stan::io::var_context</a>
+</li>
+<li>contains_nonparam_var()
+: <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a6beb41e5c41785733e1cc6881eba82a9">stan::gm::contains_nonparam_var</a>
+</li>
+<li>contains_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#ac531d67fb8a74300ebbe014dfe367706">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#abaa6a87ecb4d45c29386f0de57b330f4">stan::io::var_context</a>
+</li>
+<li>contains_var()
+: <a class="el" href="structstan_1_1gm_1_1contains__var.html#a8d00ba5b2f7fcecec2baca23d1ddb200">stan::gm::contains_var</a>
+</li>
+<li>corr()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af409911d7c4b3996291884fbebecfd85">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aeaafba520a6ad5ae7654e24d46ffbb39">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa410515341701109fb937c14b101e20d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ab23e0b88e39d354121b66e6823e1cac9">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a8a1a3bc0f32b4484648ba7ed1cc1e6ec">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>corr_matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>corr_matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#a208b78416bf4d23b7b093014c19c03d2">stan::gm::corr_matrix_var_decl</a>
+</li>
+<li>corr_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>correlation()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab581e93f8ad9222927be0ab55de4e83c">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>cov_matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a6b0b034457a37f2eb7c27cec9b8e600d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cov_matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1ea7077509503ff9bf2777430cb70fcf">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cov_matrix_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#af7029c6e49af878a50f5717713430798">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>cov_matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>cov_matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#aebf75d147fbbf2ee7e8d52aa48a0fd76">stan::gm::cov_matrix_var_decl</a>
+</li>
+<li>covar_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a32edd1badb6af5fad1348168ab4d5d91">stan::mcmc::covar_adaptation</a>
+</li>
+<li>covariance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a99a0247f578644538745f03510f0f268">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>criterion
+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">stan::mcmc::nuts_util</a>
+</li>
+<li>csv_writer()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a50ab9dce7685e32f9e7575a4aac66e0f">stan::io::csv_writer</a>
+</li>
+<li>curr_f()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afaba4589a2a29fd201c3642f06cc11c3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_g()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_s()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a76bc647acbfdad3f5f593ec940df8d84">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_x()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>cvi_
+: <a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a7b45480bb231853d2849a225e98395b0">stan::agrad::op_dvv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#a9fa975086d0c27cd1506fc76f0a826a1">stan::agrad::op_ddv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a35aaa74843a75c3e340eaa2be01428fb">stan::agrad::op_vdv_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#a9f790058e86519dd043af8799e5269ff">stan::agrad::op_vvv_vari</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
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+<!-- end header part -->
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+
+<h3><a class="anchor" id="index_d"></a>- d -</h3><ul>
+<li>d_
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>d_x1
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>d_x2
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>d_x3
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>d_x4
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>d_x5
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a99c7a29399d12adf8c55f31a60cbf6aa">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>d_x6
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#acd4f4706460ff63b51e987d343cd8bbf">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>da_
+: <a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html#af0cd4c5436b3bdc84f0d5c499a628be3">stan::agrad::precomp_v_vari</a>
+</li>
+<li>data
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#ab98a28bde3ef2a0c2a04588d527902da">stan::io::stan_csv_metadata</a>
+</li>
+<li>data_decl_
+: <a class="el" href="structstan_1_1gm_1_1program.html#a6703cdf4c559cfdf4675c68eeff40fa5">stan::gm::program</a>
+</li>
+<li>data_i()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>data_r()
+: <a class="el" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>data_var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a739949e8b7237c5a60f4968d75bf9058">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>DATAERR
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa6b2a96b1b804a9792a1355d28cc9c44d">stan::gm::error_codes</a>
+</li>
+<li>decl_
+: <a class="el" href="structstan_1_1gm_1_1var__decl.html#a9d23fb1315d50ec89c135e1ccfd60a6c">stan::gm::var_decl</a>
+</li>
+<li>declare_array()
+: <a class="el" href="structstan_1_1gm_1_1member__var__decl__visgen.html#a7cd6cbe9a4e154a4b47437ec8506b4a0">stan::gm::member_var_decl_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa021dda326a4032145da713d78091b30">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>declare_vars_
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a2c9f12770f32bb4cffe9444898a89ddf">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#ae1f7b8e29eb89aff4c1b2394e27a051c">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>denorm_min()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a60e936662fc9da655a32defc4b13c305">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#afc66e528e2fad364eb324e672d49fe86">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>dense_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#aacbf4525e5660fd18eaea038e54e10e2">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dense_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a3b437b07a44c6994c669ee8ae673e975">stan::mcmc::dense_e_point</a>
+</li>
+<li>dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>derived_data_decl_
+: <a class="el" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">stan::gm::program</a>
+</li>
+<li>derived_data_var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#acf4498316a5b25d57a2391749f4a82fc">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>derived_decl_
+: <a class="el" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">stan::gm::program</a>
+</li>
+<li>derived_var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a3dd0e48430d1ef2e41b8bb670ed872e6">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>description()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">stan::gm::argument</a>
+</li>
+<li>df()
+: <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a5c832385e9d4792ccf2c4375e2b1ade3">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+</li>
+<li>diag_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#aa85e6a49b53531d5cd722666394fbd70">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>diag_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a5cfefc79d93c982528c7cf957fdc20a2">stan::mcmc::diag_e_point</a>
+</li>
+<li>diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>digits
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab7fc728472be7d381bf47674c5d158db">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a98f7189075cd866db3f13c1d8bc8f210">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>digits10
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a82bc6dd47767407e075cfbc04a9872d4">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#afa394a3a7449a6a03d19176378ae5ea4">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>dims()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a6ada826cbef5e7ab4213efe629945d95">stan::io::dump_reader</a>
+</li>
+<li>dims_
+: <a class="el" href="structstan_1_1gm_1_1variable__dims.html#a70f46c11bdd84865ec1b65c37f9ad23c">stan::gm::variable_dims</a>
+, <a class="el" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">stan::gm::base_var_decl</a>
+</li>
+<li>dims_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a1bdf386abd7e81a9a287c6a59a48eac9">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a445c05ee5f0fbe9548cdbdc7b08d31f1">stan::io::var_context</a>
+</li>
+<li>dims_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a894de01f7a57cb4f67c157e12faf33ad">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a572196c88493b512a11e7995fe201505">stan::gm::term_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a18dc853a54fc1727eea828ef99f36e01">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1dump.html#ad1a19a706880befca7fe4a3c4dc4a39f">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#ae1e90fd2b90b43267a5ab1c1b5cf880a">stan::io::var_context</a>
+</li>
+<li>dimss_
+: <a class="el" href="structstan_1_1gm_1_1index__op.html#a8a7e436ba365c1e1f4bafee5a3be34a9">stan::gm::index_op</a>
+</li>
+<li>disengage_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dist_
+: <a class="el" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">stan::gm::sample</a>
+</li>
+<li>distribution_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#ad54fcb7f586876e0dbbf146d8aa7099b">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>double_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#aaa761edc4a269b040365070ae0e1b38b">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>double_literal()
+: <a class="el" href="structstan_1_1gm_1_1double__literal.html#abab56647c315a43fdb62b7b2f1ff3ce2">stan::gm::double_literal</a>
+</li>
+<li>double_literal_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a91f8666c8899032d59c1ad4f54a9c0c3">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>double_values()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#ac275a400d67c89a01d980fa2ea093ed3">stan::io::dump_reader</a>
+</li>
+<li>double_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1double__var__decl.html#a0f4506bf06efcfc3bdec5db3aad51f80">stan::gm::double_var_decl</a>
+</li>
+<li>DoubleVectorView()
+: <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a2ed705a71ac46654258500ecdff057aa">stan::DoubleVectorView&lt; true, true &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#a73f42b82f90108127bcd8e4952328618">stan::DoubleVectorView&lt; true, false &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view.html#a574803fc6d532f052ffcce6b8cefac58">stan::DoubleVectorView&lt; used, is_vec &gt;</a>
+</li>
+<li>dphi_dq()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dtau_dp()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a7f21e1814aac56a2be51674b07f70744">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a42125a6efb109bad98202343bd4f16dc">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a02386e255cd255f066f9620d3dbb41f3">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dtau_dq()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#acb07208943a4c9a73baa825e5c164b5c">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#af03722a421a4b8f8a21fb2f4ae65d98e">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#af61e96b9766092a3c161a020f440785d">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dtrs_
+: <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#afb98edd9fb9584921e7ef283e5c9478e">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>dummy_precision()
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#ae1b9c4f662ce5e4087ff27b4374116cf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>dump()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a05c2de349bdf89ef97e2940dfabe3064">stan::io::dump</a>
+</li>
+<li>dump_list()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f">stan::io::dump_writer</a>
+</li>
+<li>dump_member_var_visgen()
+: <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c22ce134acbfefce374269220cfd1d0">stan::gm::dump_member_var_visgen</a>
+</li>
+<li>dump_reader()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a5a2d82e204b9dc1b0af62fc902a17e37">stan::io::dump_reader</a>
+</li>
+<li>dump_structure()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8">stan::io::dump_writer</a>
+</li>
+<li>dump_var()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502">stan::io::dump_writer</a>
+</li>
+<li>dump_writer()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#a783a19484fcba2bf776369f012a30509">stan::io::dump_writer</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
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+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
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+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_e"></a>- e -</h3><ul>
+<li>effective_sample_size()
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+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">stan::mcmc::base_adapter</a>
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+<li>engine
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#af9275dd04e87640591d6f365ae2416cc">stan::io::stan_csv_metadata</a>
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+<li>evolve()
+: <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a9462d1729356a62c9d3264c81bfe2ea8">stan::mcmc::base_integrator&lt; H, P &gt;</a>
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+</li>
+<li>exists()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a29d85bf3018b2393c737dbb7d641ad32">stan::gm::variable_map</a>
+</li>
+<li>expl_leapfrog()
+: <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a2e93db18fb24e447931497904ae42421">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
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+<li>expr_
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+</li>
+<li>expr_type()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a1ff96386c9bd4174c1a20d805238a992">stan::gm::expr_type</a>
+</li>
+<li>expression()
+: <a class="el" href="structstan_1_1gm_1_1expression.html#a07b50b75a888a4cc0e04b11697448178">stan::gm::expression</a>
+</li>
+<li>expression07_g
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+</li>
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+<li>expression_g
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+</li>
+<li>expression_grammar()
+: <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#a9a1dcf37552e3ba1eecc18cd4fe88528">stan::gm::expression_grammar&lt; Iterator &gt;</a>
+</li>
+<li>expression_r
+: <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#a86d9c1c1655244e6ba1bfe2cb68d4bde">stan::gm::expression_grammar&lt; Iterator &gt;</a>
+</li>
+<li>expression_t
+: <a class="el" href="structstan_1_1gm_1_1expression.html#abae5cb68846d118c4e78e11afbaa4826">stan::gm::expression</a>
+</li>
+<li>expression_type()
+: <a class="el" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">stan::gm::expression</a>
+</li>
+<li>expression_visgen()
+: <a class="el" href="structstan_1_1gm_1_1expression__visgen.html#a216c5cae399487b3a82c0e9005eb063c">stan::gm::expression_visgen</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li>factor_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a9d446cacd531a1f58fbd26edf3465065">stan::gm::term_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">stan::agrad::vari</a>
+</li>
+<li>fun()
+: <a class="el" href="structstan_1_1gm_1_1fun.html#ae988678efe42ba4871f47c7d30879feb">stan::gm::fun</a>
+</li>
+<li>fun_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a8b08e0616ee62cfba37e6db5e22fa63f">stan::gm::term_grammar&lt; Iterator &gt;</a>
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+<li>function_args()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aa4efef315371d95e3fe70fd042da3705">stan::gm::generate_init_visgen</a>
+</li>
+<li>fvar()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a18f9e0f72bd845ef6445ca616acbffcd">stan::agrad::fvar&lt; T &gt;</a>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
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+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li class="current"><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
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+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
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+<li>g
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">stan::mcmc::ps_point</a>
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+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a1d115ad0f68566f36cb724b45a67c6a0">stan::gm::generate_init_visgen</a>
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+<li>generate_dims_array()
+: <a class="el" href="structstan_1_1gm_1_1write__dims__visgen.html#ab1da381e42f08f05b968b62ff8ed8df0">stan::gm::write_dims_visgen</a>
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+<li>generate_dims_loop_fwd()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a793258abd85f441fd2ca1a15d06e81a3">stan::gm::generate_init_visgen</a>
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+<li>generate_increment_i()
+: <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a">stan::gm::set_param_ranges_visgen</a>
+</li>
+<li>generate_indent_num_dims()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a39fe228dfb30354fddb0bc9c3076fe78">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_init()
+: <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>generate_init_args()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#ac57a75ce0bdc9749ed24792421119511">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_init_vars_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a74161c591ed31e81372e5adbf9ae48d3">stan::gm::generate_init_vars_visgen</a>
+</li>
+<li>generate_init_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a245dc3d8b132021896c5f17d90901dc4">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_initialize_array()
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a5779f760dc12ada7971f2d8c009d45f3">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">stan::gm::write_csv_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a58d0d5f31f9a489b4cc23f5256f0b56f">stan::gm::write_array_visgen</a>
+</li>
+<li>generate_initialize_array_bounded()
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a7efee35863c753717d4831e51d2f2419">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#adfabff813b3be4aa0d56dfe894ab1da4">stan::gm::write_csv_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a149aa727af8bfdd53d2e494eb75c9201">stan::gm::write_array_visgen</a>
+</li>
+<li>generate_local_var_init_nan_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a49fb5d91eaa967066d5f5c39a64fa972">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>generate_loop_var()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>generate_name_dims()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aeb5f4afc816218d11e8e76222d766a08">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_param_names()
+: <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a2532b08b83077c52daedb50fc6864f44">stan::gm::write_param_names_visgen</a>
+</li>
+<li>generate_param_names_array()
+: <a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a797d0bdd948219ece7f55b13d9ab5bff">stan::gm::constrained_param_names_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#aa147cbae3df22ef747f281ccb73e8f4f">stan::gm::unconstrained_param_names_visgen</a>
+</li>
+<li>generate_type()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a9eac0e6e7549ecf508f56097b8beaaa5">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_void_statement()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa2abf6410868390e087ab93c583a5eaf">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_write_loop()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">stan::gm::generate_init_visgen</a>
+</li>
+<li>generated_decl_
+: <a class="el" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">stan::gm::program</a>
+</li>
+<li>generated_var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a3cc3698f28d843ac60b46504c2171243">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>get()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#af16b9b2424cf92cd3804908986d53ff1">stan::gm::variable_map</a>
+</li>
+<li>get_base_type()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#aca8dd3f11c916e9f3e960da5a54fabcd">stan::gm::variable_map</a>
+</li>
+<li>get_code_string()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>get_covar_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a78b53fec4bef5a7ba2e7531f416ba3a1">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>get_current_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9b009709850567a0c8859c6184b79099">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_gamma()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#af73d1fae6249bec73f9a1b5d9993ff2f">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_kappa()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#aef3ef49e43ab17cd2d8c10a101603971">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_max_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_max_depth()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_mu()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ad39004ce73f47a9a08ad523333a142dc">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_nominal_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_num_dims()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a0aacb56aae39f1ee43126951336876ee">stan::gm::variable_map</a>
+</li>
+<li>get_origin()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a489c5362720bcea3520b36b8fbf139c3">stan::gm::variable_map</a>
+</li>
+<li>get_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">stan::mcmc::ps_point</a>
+</li>
+<li>get_params()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">stan::mcmc::ps_point</a>
+</li>
+<li>get_result_type()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#ae14f96665097dc1c77f89750e73e8af9">stan::gm::function_signatures</a>
+</li>
+<li>get_sample_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">stan::mcmc::sample</a>
+</li>
+<li>get_sample_params()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">stan::mcmc::sample</a>
+</li>
+<li>get_sampler_diagnostic_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a439ab0edaa1e186e5c0639dd30a367c7">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_sampler_diagnostics()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_sampler_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">stan::mcmc::base_mcmc</a>
+</li>
+<li>get_sampler_params()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_stepsize_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">stan::mcmc::stepsize_covar_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">stan::mcmc::stepsize_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#af38b99277aa2cf9af8bbf69c1e683c0a">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>get_stepsize_jitter()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_t0()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a12f4547328cdc7a469d3369568954d14">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_var_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a63d086dbff4db90650091784bd48e54a">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>grad()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a800198f26824c242a030d7ab838b0a2c">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a0b4971e472f7ab5708535a9a87d8fc9c">stan::optimization::NesterovGradient&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94">stan::agrad::var</a>
+</li>
+<li>grad_evals()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#aa39e8aa1b28762bd358986c11c67838a">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+<li>grad_norm()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#ae9f74939356da68cdb2763647fe5f1b7">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</li>
+<li>init_local_var_visgen()
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a25c03b95d95240b52cf0b06801478a87">stan::gm::init_local_var_visgen</a>
+</li>
+<li>init_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6ec1af08b215fda50b23dade2aa615a8">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>initialize()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a1b31f5b47ab4af27c17ab8f620aaf914">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>initialize_epsilon()
+: <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af4dd5e1558ecf25c7a0bb57cb4e71c90">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>instance()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">stan::gm::function_signatures</a>
+</li>
+<li>int_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a95017547beb96098c7578e64b8b278eb">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>int_literal()
+: <a class="el" href="structstan_1_1gm_1_1int__literal.html#a621c688b553f3f113f9b8ec9dc007ac8">stan::gm::int_literal</a>
+</li>
+<li>int_literal_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a74cece98c11632b9d78665d719908735">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>int_values()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a595a2345787b84d1cb763c5f45a2c749">stan::io::dump_reader</a>
+</li>
+<li>int_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1int__var__decl.html#a47be885b904c190c2cdeae110ff4ca1c">stan::gm::int_var_decl</a>
+</li>
+<li>integer()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af1a2b111d918d34bfebf6bb3b821495f">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#a5614adc99ab468fdc3957c6444df46c7">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>integer_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aeccd55003bc47a1eade2c75c20d0d13f">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1535fc6c26ecedd2aa25989853a09261">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9287c3669f5eea0a5b2f22708d26da67">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af9be53bcf3f435d5c25b07774853afa3">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa73203544d85c8e7f4a6e682edb8db4f">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a5dce1d461bcef2fda9d996fb07bb6782">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa492d17e0aeaba5a082fc554d248048e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>inverse()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>is_bounded
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a00d51ca94f9c0e1b616831de051cbb5d">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a0e9247bdf394e889d350e1440ec16838">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>is_default()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a1f1d85337d7e4d67ef688997d8418dbd">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#af72ce3805416a25c51304b5448dae967">stan::gm::valued_argument</a>
+</li>
+<li>is_double_return()
+: <a class="el" href="structstan_1_1gm_1_1validate__sample.html#a457fa512cf1ad5c13e3c1fb0e02e9adf">stan::gm::validate_sample</a>
+</li>
+<li>is_exact
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#aaf190bf85cc7519a8a1b14e14c97da00">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#aad19ba909c19a94944d95dd1b08d1710">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+</li>
+<li>is_iec559
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ade091447063275d7c0b78ee66ff60cf5">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae82edc8f86c529ccf0160b314a551d2f">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>is_ill_formed()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#af9a85e43e814f13ccadd9640308b86de">stan::gm::expr_type</a>
+, <a class="el" href="structstan_1_1gm_1_1sample.html#ab2f55c7ff636a10cc46e1d86c401041d">stan::gm::sample</a>
+</li>
+<li>is_int()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a17c0c96ad8cb3c3c362fa74384b45bb7">stan::io::dump_reader</a>
+</li>
+<li>is_integer
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a0bab63fa64809576a620da21303d0811">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a0fa54365a3bc3ca63ad1eeb4ca90aa99">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>is_modulo
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ad516d6dd56d51063f07ba00a55a40c61">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a03869da904ea370a26159a4b5b44552c">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>is_present()
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a87b246d97afb366e67ae99984dc4540e">stan::gm::unvalued_argument</a>
+</li>
+<li>is_primitive()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a28728288384b1c9510ffe1a3cbb5efa3">stan::gm::expr_type</a>
+</li>
+<li>is_primitive_double()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a01d1300672955a943b60f1f7220371a7">stan::gm::expr_type</a>
+</li>
+<li>is_primitive_int()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a745e55e1e245badd91138475f8f7bddb">stan::gm::expr_type</a>
+</li>
+<li>is_signed
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c82808a270534c93824fa6ad9d03654">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a233290aa081cce7372665d112465e6aa">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+</li>
+<li>is_specialized
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1376e2f62fedbf5cabaa9ee991faaca4">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae66652be3cbe3f3b88a06b3a036e47cf">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>is_uninitialized()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#ab7764c9ed32774d35c18d512d5c96f96">stan::agrad::var</a>
+</li>
+<li>is_univariate()
+: <a class="el" href="structstan_1_1gm_1_1validate__sample.html#aca344bafbf0b16055bc48307645f4c81">stan::gm::validate_sample</a>
+</li>
+<li>is_valid()
+: <a class="el" href="classstan_1_1gm_1_1arg__id.html#a477cdfd1a053c2e7b63bdadada63ff60">stan::gm::arg_id</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__test__grad__err.html#a449f28acf765be6f6998f1fabebc7b40">stan::gm::arg_test_grad_err</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a2ea73528686bcd3386826638346a7173">stan::gm::arg_refresh</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__thin.html#a98ba3e88a6641e25ca08d3c35ca68e68">stan::gm::arg_thin</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__iter.html#a390a002c014d9d88c41ab5b224b0e771">stan::gm::arg_iter</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__max__depth.html#a30a8bb165ba3b981ab802337641bbe60">stan::gm::arg_max_depth</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#ac40372ef2c1cbe5d9ede053b1014c003">stan::gm::arg_init_alpha</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#aa547cb6de6ea0e76098b79cce8e94cf7">stan::gm::arg_test_grad_eps</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html#a3671f012b8c32dbc0cc470db0be437ff">stan::gm::arg_num_warmup</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__tolerance.html#a003c31f5f93a8a7f77ec46b7c9e2420c">stan::gm::arg_tolerance</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#acf9b3e56f3f411ecf82e0af58f05517d">stan::gm::arg_stepsize_jitter</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a6fe8d59b8c1315ee5c6dc6b466698e19">stan::gm::arg_adapt_gamma</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__t0.html#a98cacbc166aa6b2ceb14094dddc7fad6">stan::gm::arg_adapt_t0</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__num__samples.html#aeca6a105ba2ef2e80ec02969bd581af2">stan::gm::arg_num_samples</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#a916005859f965aabc1d829a7062ec424">stan::gm::arg_adapt_delta</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a1b03b095c18343b8932d36aca1211e12">stan::gm::arg_adapt_kappa</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#a39d1b37895f28567618958d5b7df849d">stan::gm::arg_stepsize</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__int__time.html#a71716eb472c59395c6de8cbca1755c00">stan::gm::arg_int_time</a>
+</li>
+<li>is_var_
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a06307f8a9f7b1ef4c6d8823d23e355e8">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">stan::gm::statement_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#abe44f6bbd4ad19111fd011c02dd228bb">stan::gm::local_var_decl_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#af0d41615f91253c476b881ee7e90134e">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>IsComplex
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a12cf0c95d1a09bb4805e148f3ced38ab">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>IsInteger
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a1355527a3b8071883fdbc70b00a30b80">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>IsSigned
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ae9afee549e8ec17d1bc544ae785ac96f">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>iter_num()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<script type="text/javascript" src="dynsections.js"></script>
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+var searchBox = new SearchBox("searchBox", "search",false,'Search');
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li class="current"><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="functions.html#index__"><span>_</span></a></li>
+      <li><a href="functions_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li class="current"><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
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+<li>key_set()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a6b48032da5b50b100fdb4ebcba899197">stan::gm::function_signatures</a>
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+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
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+</li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>M_
+: <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html#a2a503a710912ec9280682c48252c673f">stan::gm::vector_var_decl</a>
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+<li>map_matrix_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a05f161f2ef596f356d249afbb0b43ca6">stan::io::reader&lt; T &gt;</a>
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+: <a class="el" href="classstan_1_1io_1_1reader.html#a71946c44faafcf4669f3cfde52816633">stan::io::reader&lt; T &gt;</a>
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+<li>map_vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1285611f704d4a3ec0d0e10ff98206d4">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#afd2aeccae677df87006d976cbcae9fd2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a72043393997619c044478ced8a867f69">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ae0a681145e09c4810cebdb1a43024b0f">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+<li>matrix_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#afcad89dd91b23010956526b523ed8c95">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a79b98ecf881169d6dd480caa096c0ed8">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a73a1d50b227b9488dc28ee98847aa100">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a13209c64b39d9c7515fb561ec788a516">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9007b1739c9738d88347f499e9a39021">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a0f4b5839e3bd701f2c586e7d31bb0dbf">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a280b0c933f7dae06f472e56432b45489">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af70a11c24ac7cfba146d0864a05dcf9a">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a098679782a22794d929d982a1f1a147b">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a1120b4bda9918cce7944b2b857bed5f9">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html#a80c7b9b96497a250e4b9861131e515aa">stan::gm::matrix_var_decl</a>
+</li>
+<li>max()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab5052559ef909e48342d86185079a8f3">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a133cb21b688f8be5f5d86b523d2848c1">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>max_exponent
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a8cfd734ee404aa28cf57f64d24d192d7">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a20ce95f45b11a6e1649fe88ed29e9c18">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+</li>
+<li>max_exponent10
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#aa7f994271a89f8f913680464f37e1033">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
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+<li>maxIts
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af876cbedf84144450e0762520e9ff191">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>mcmc_writer()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>mean()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a905c53a11c08a53404379096885674ac">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>member_var_decl_visgen()
+: <a class="el" href="structstan_1_1gm_1_1member__var__decl__visgen.html#a665f039f108df78a55e1ddf8651c6dca">stan::gm::member_var_decl_visgen</a>
+</li>
+<li>metadata
+: <a class="el" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">stan::io::stan_csv</a>
+</li>
+<li>metric
+: <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#acb7a22f17dae3c239bab54097f06a082">stan::io::stan_csv_adaptation</a>
+</li>
+<li>min()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ae238eb8551b8faa9ff191638541d48a6">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4442454f1562bcd4cd926cb45b5d16b9">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>min_exponent
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae36c2c99f19cedb4fc1e791d6e18d097">std::numeric_limits&lt; stan::agrad::var &gt;</a>
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+</li>
+<li>min_exponent10
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4d51c2b58c296c505325170f1b24a2c2">std::numeric_limits&lt; stan::agrad::var &gt;</a>
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+</li>
+<li>minAlpha
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#af96e08cafc1f70370eee848f0a4e0b05">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>minimize()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>mInv
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#aaeb41431de534f7237ea8a180b2b3d1a">stan::mcmc::diag_e_point</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#abf64e065e1579f7aeb211d764dc62eb1">stan::mcmc::dense_e_point</a>
+</li>
+<li>model
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#ab8e05cb697a29eac28fd070ab8567de7">stan::io::stan_csv_metadata</a>
+</li>
+<li>model_name_
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a32cf25177064369c7fcccc8e3f8e5cf1">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>model_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a082357dac44c70fe58bb9941c5ff4972">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>ModelAdaptor()
+: <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a28c05023727eb49f55b51ec0dee8413e">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+</li>
+<li>MulCost
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a4440e43b74d010d56f93bded451d0741">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
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+</li>
+<li>name_
+: <a class="el" href="structstan_1_1gm_1_1variable__dims.html#a639052828000ec7614d7b40c859f592a">stan::gm::variable_dims</a>
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+<li>name_vis()
+: <a class="el" href="structstan_1_1gm_1_1name__vis.html#a3d6b32de01cd222ea3b016200ede6ed1">stan::gm::name_vis</a>
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+: <a class="el" href="classstan_1_1io_1_1dump.html#a965e639a5884ffd40d3849c8a706e145">stan::io::dump</a>
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+: <a class="el" href="classstan_1_1io_1_1dump.html#a4c287f947ed4205be9115f8d4dbffb0d">stan::io::dump</a>
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+<li>negated_factor_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">stan::gm::term_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#aa313e91d6d8163393d270e3c70ad50cf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
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+<li>NesterovGradient()
+: <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a185bdd404b884473cf22ad75a9b98ede">stan::optimization::NesterovGradient&lt; M &gt;</a>
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+<li>newline()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab">stan::io::csv_writer</a>
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+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#aed46c1062b3a19c22a7440b72f1c8ffd">stan::io::dump_reader</a>
+</li>
+<li>no_op_statement_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a0be0bd6e7a44724c32ff73e1bb96375e">stan::gm::statement_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
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+<li>note()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
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+<li>num_chains()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_dims()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#abcd5fe81541025ae63595502b2db4673">stan::gm::expr_type</a>
+</li>
+<li>num_dims_
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">stan::gm::expr_type</a>
+</li>
+<li>num_kept_samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a51ee052b484f3810c4efeed3b7a55812">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_params()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_params_i()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">stan::model::prob_grad</a>
+</li>
+<li>num_params_r()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">stan::model::prob_grad</a>
+</li>
+<li>num_params_r__
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">stan::model::prob_grad</a>
+</li>
+<li>num_promotions()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">stan::gm::function_signatures</a>
+</li>
+<li>num_samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#ab9d717fdea1c34f826112cd197ca530b">stan::io::stan_csv_metadata</a>
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+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">stan::prob::welford_var_estimator</a>
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+<li>num_warmup
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a220bc990428b915e65cebf3877658008">stan::io::stan_csv_metadata</a>
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+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a4ae05b02b6c5a839f43a1815e7714c49">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
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+<li>o_
+: <a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">stan::gm::visgen</a>
+</li>
+<li>OK
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">stan::gm::error_codes</a>
+</li>
+<li>op
+: <a class="el" href="structstan_1_1gm_1_1unary__op.html#aca16006ca03efadf9bd194bdaea1b07b">stan::gm::unary_op</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op.html#ad657bf27d15914af4925d567fbc725c6">stan::gm::binary_op</a>
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+<li>op_ddv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#a0dc6f08e56b65cd270dcc2f7939dacef">stan::agrad::op_ddv_vari</a>
+</li>
+<li>op_dv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#a25707782c6db0f4cd1fd99418e660eff">stan::agrad::op_dv_vari</a>
+</li>
+<li>op_dvd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html#aea81045cbb7574359c547974c1720745">stan::agrad::op_dvd_vari</a>
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+: <a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a459bde977de6b15f8a9d045ca41c95d1">stan::agrad::op_dvv_vari</a>
+</li>
+<li>op_matrix_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a64359f048df8adbd625d3cf5e2f9f4d0">stan::agrad::op_matrix_vari</a>
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+: <a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#a9c8f4f7c998f9e01b7b062845dd02826">stan::agrad::op_v_vari</a>
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+: <a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">stan::agrad::op_vdv_vari</a>
+</li>
+<li>op_vector_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a6171e0b248aae2c5a9ec3d056567ac49">stan::agrad::op_vector_vari</a>
+</li>
+<li>op_vv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#a45481fc072e8b4792641ed211cb26431">stan::agrad::op_vv_vari</a>
+</li>
+<li>op_vvd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a889fcc9443f84a8605049ca4cbe3fbe0">stan::agrad::op_vvd_vari</a>
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+<li>op_vvv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#aab31cc197ce983a6694f238551561dad">stan::agrad::op_vvv_vari</a>
+</li>
+<li>OperandsAndPartials()
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#aecabbb142f41aae42881a3b847b4f4e1">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>operator delete()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">stan::agrad::chainable</a>
+</li>
+<li>operator new()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">stan::agrad::vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1chainable.html#ae78a7b4dfaf5f07c01f3d08f663caf06">stan::agrad::chainable</a>
+</li>
+<li>operator!=()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#abecd19ebe1a5e0a7bb382c86b0c47477">stan::gm::expr_type</a>
+</li>
+<li>operator()()
+: <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a08ed9c0b2717cc75d3c76742a4e4e473">stan::gm::is_nil_op</a>
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+, <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#adb0fdd3e2c65d765607c3f30ba16aec8">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type.html#a867deadb8d8aa863e91ba057584f88aa">stan::gm::validate_expr_type</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr3.html#ad00cc4a51aa05e4cac78c6da0c54755f">stan::gm::validate_int_expr3</a>
+, <a class="el" href="structstan_1_1gm_1_1set__var__type.html#a81e8e16e1f75675c8aa2e99a45230fdd">stan::gm::set_var_type</a>
+, <a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html#ad1b37475cdfb437df9fdaa2ba13a3bcc">stan::gm::add_expression_dimss</a>
+, <a class="el" href="structstan_1_1gm_1_1transpose__expr.html#aeca6b173a3530e7e56029c3f95d8dbc9">stan::gm::transpose_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1logical__negate__expr.html#a1a428268ae11c49de22066e600e5ce9c">stan::gm::logical_negate_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1negate__expr.html#a75cef8d0a29e9cb72a9f80f4ad2f6403">stan::gm::negate_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__division__expr.html#addc060e5b9609d1e16a8c749f8e81363">stan::gm::elt_division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr.html#a1df3b42b009deca11a8e01a437a67798">stan::gm::elt_multiplication_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1left__division__expr.html#a78883f0a7a5cad2f9654189fd5d834cf">stan::gm::left_division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1division__expr.html#a727db3527c40866ff8dd2709959fcbbf">stan::gm::division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1multiplication__expr.html#a5a3418a174c704a06dc078189e1e75bf">stan::gm::multiplication_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type__named.html#ae4a66b5e2003663c4d0651ccc9b22633">stan::gm::set_fun_type_named</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type.html#aa047855ac672fdda270a623cfe44f9dc">stan::gm::set_fun_type</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html#a4e15d9514eb63e9ddefa8bbede4b0fb5">stan::gm::validate_allow_sample</a>
+, <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a718054de1e6a5991154f4de24da3e43c">stan::gm::is_nil_op</a>
+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a8f62d373bb553ecde42728cbccf5abc1">stan::gm::contains_nonparam_var</a>
+, <a class="el" href="structstan_1_1gm_1_1add__loop__identifier.html#a6b40d339f94aa76d22665c2f4328e095">stan::gm::add_loop_identifier</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__body.html#a95c4e95049a6f5175ad6e6d862f1e02e">stan::gm::add_while_body</a>
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+, <a class="el" href="structstan_1_1gm_1_1unscope__locals.html#a5be53d7ab77a85c6002a787b8aa2dbe2">stan::gm::unscope_locals</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__as__statement.html#ad91df00b5b3c97d4ed401b0ac898f17c">stan::gm::expression_as_statement</a>
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+, <a class="el" href="structstan_1_1gm_1_1validate__assignment.html#afa6d6906c1128cadfdf4d041bc1bfcf0">stan::gm::validate_assignment</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__body.html#a329d5d20cbf88349147d98045ba2d79e">stan::gm::add_conditional_body</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__condition.html#aace3227298368df282a3c6fc29dea385">stan::gm::add_conditional_condition</a>
+, <a class="el" href="structstan_1_1gm_1_1subtraction__expr.html#af01e91cfb196709e94cba69ca6055f48">stan::gm::subtraction_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1addition__expr.html#a6f511d62b60d4c5708c0dc9a5687809f">stan::gm::addition_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op__expr.html#ae729ce9f535a2edbfe88a313d3f7184e">stan::gm::binary_op_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type2.html#a3727191c07f903e90039d085047aec77">stan::gm::set_fun_type2</a>
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+: <a class="el" href="classstan_1_1agrad_1_1var.html#a8066e2b84e91f0993b63611d8ca9db4a">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a0af6f5512f976604a5f7ea908cedccf5">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a1f61621b09c7d87facf17e63f036db57">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression.html#a80b6ae53326a5bc334b0b64574d4687e">stan::gm::expression</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a42855e5405cb603222286c34d4bd1ffc">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a64086c7c9362cf53e57551f8ed5add14">stan::agrad::var</a>
+</li>
+<li>operator--()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a4b67eb3587d853feb8d7ca14cea9d1d0">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator-=()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#adc63a21e809772e4e1943dcde7d81501">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression.html#ab7fbe72fb912a2fa66c1084c69bfd1dd">stan::gm::expression</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a9265544f8ff15013032381543e917321">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a27e309010cc293bfc7b0895010ea576e">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#acab2cd650a6ace2d2cbc919a2e295281">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator-&gt;()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#af706ab2096ce340463d8794edb603a22">stan::agrad::var</a>
+</li>
+<li>operator/=()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#acd050be117d173a998ddc0f3f6e2d00d">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#ad2d16ef5b3e1dfda05252a41e80d2276">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression.html#a83a58233b24992d4a4ec01114522df90">stan::gm::expression</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a51f4cc010b2c7c553c5ad138f53d2fd5">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator&lt;&lt;
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a3545860122fa159c57e23dd0fbfbf5cd">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#abd24d4e4eb6b0c65c8447bd2cc73b200">stan::agrad::vari</a>
+</li>
+<li>operator=()
+: <a class="el" href="structstan_1_1gm_1_1double__literal.html#ac89f8c39a91a251fb0af83e2af876d3f">stan::gm::double_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1int__literal.html#a1e480a251d65ebd3b68eb0d88886918e">stan::gm::int_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a944703d4016be32de3902eb090e78002">stan::gm::array_literal</a>
+, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">stan::mcmc::ps_point</a>
+</li>
+<li>operator==()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a40ff8512daac53614b78023e131f4638">stan::gm::expr_type</a>
+</li>
+<li>operator[]()
+: <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#aafd342f1f6f9851fd8f8e3494b36068e">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a4ad5b26a8c5e46b57eec2e9622c13fbc">stan::agrad::op_vector_vari</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#aa8d34d4dd171acbd81d642aea1b8b61e">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#afa380e5d11746837925198eeb8669299">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#acfe4d699397a114cabd8d970e569aac6">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view.html#a2d22664770b4a3061079683994cc5531">stan::DoubleVectorView&lt; used, is_vec &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#ab45edf39aad64a4093db924b02322af9">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a33373afd7da2f7adc9283b5e7b140868">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a7b95c038ecbc5526605715fca51f6737">stan::DoubleVectorView&lt; true, true &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#a05bbd23ec952656521365f99d575a64c">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a6466225a392d75a98f0ae43c5f001820">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#adfc928699f9b1fdd936ff631ab68d405">stan::DoubleVectorView&lt; true, false &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view.html#abdd1705b880895c4e32e917fad70fb0b">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#a2d4a632cfb7533c7ab183c8437b9433c">stan::VectorView&lt; const double, false, false &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a4ebd6fad997a99a0cb1ed71e4143befe">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+</li>
+<li>opt_dims_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#abb097b3fed3a38b056724635d2fafa88">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a11edf3c28eba99f15d511531a874bd55">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>ordered()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae5597679b7085f74c44ae623ef117410">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>ordered_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae371520b9f4d28912092b43c40fdccb3">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>ordered_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a9e7481c3a94cac4e78006f7c10fb9cab">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>ordered_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#af9e8b0cc64f52fe8b893aa68b24efe28">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>ordered_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html#a805bcb3c7b339fb728ee04a4b1bc3dff">stan::gm::ordered_var_decl</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members</title>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+      <li class="current"><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="functions.html#index__"><span>_</span></a></li>
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+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li class="current"><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
+
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+        name="MSearchResults" id="MSearchResults">
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+
+<div class="contents">
+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_p"></a>- p -</h3><ul>
+<li>p
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">stan::mcmc::ps_point</a>
+</li>
+<li>param_name()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>param_range_i()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">stan::model::prob_grad</a>
+</li>
+<li>param_ranges_i__
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">stan::model::prob_grad</a>
+</li>
+<li>param_var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a84e0908a657b1bc073abd5a134e53bc8">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>parameter_decl_
+: <a class="el" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">stan::gm::program</a>
+</li>
+<li>params_r()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a3668e57491999e53bc083fa9ce7be0c2">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>parse()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a113f6a5169758e1c03370b0156f926e3">stan::io::stan_csv_reader</a>
+</li>
+<li>parse_args()
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a43ec298199e879d2254b0b22a07932fd">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#acc91054d8cad8ed7b123bfc008589f91">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>partials_
+: <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#a6cc0dc9d0c215f4eedd8684f8d9d04ec">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>partials_vari()
+: <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a8c03a1f677444ee503551cc9cc718467">stan::agrad::partials_vari</a>
+</li>
+<li>phi()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a132d41ed5cea3b3f4e83f4d27f6e0984">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#aab16db232dd37b1227032249d01dd0b5">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#af866a9fc23c184997591e3377ad6e2bb">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>positive_ordered()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac3f49da1bc5719a4cd6da4b35f488b34">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>positive_ordered_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aedeee305b5de15af5e1e296a07649dc2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>positive_ordered_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a18e4327f093a7e92cc4b2bca94d50470">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>positive_ordered_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#adf62c05a81fce5b27e1a2bdcd2eb51f3">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>positive_ordered_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html#af60da77bab73766c34a6322d0c75d129">stan::gm::positive_ordered_var_decl</a>
+</li>
+<li>precomp_v_vari()
+: <a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html#a3ca5c79bf568105418d1b0048a96967f">stan::agrad::precomp_v_vari</a>
+</li>
+<li>prev_f()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_g()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_s()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_step_size()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_x()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>print()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a00e74796257dff5e01e40a771a6bdc93">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a0d439a88a50a5497f76bbc5f020aaf91">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55f86d294e39ee6a422bdf1308fb3e5b">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">stan::gm::valued_argument</a>
+, <a class="el" href="classstan_1_1io_1_1cmd__line.html#a7b567a1d5ff8fbfd102541ff7165f0a8">stan::io::cmd_line</a>
+</li>
+<li>print_adapt_finish()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_diagnostic_names()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_diagnostic_params()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_help()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#aa2e3ed12ca3904af93b24c42f8a008ff">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a9ab402e181e3de508c3a7b594cb67960">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55d7f8d70a85d02895446acc7e9402ee">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">stan::gm::valued_argument</a>
+</li>
+<li>print_sample_names()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_sample_params()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_statement()
+: <a class="el" href="structstan_1_1gm_1_1print__statement.html#aeebe03d9212e3ddbe4fabdaf4873a466">stan::gm::print_statement</a>
+</li>
+<li>print_statement_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a481ea25baea5242da113c3e80b830bf8">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>print_timing()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a18d3702721db48c5a6a6ae0f693988fe">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_usage()
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#aab87bcb3b493725f33fe83d51a402f92">stan::gm::argument_parser</a>
+</li>
+<li>print_valid()
+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a71e5e9f18b38112a0f37e631e06479c2">stan::gm::valued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>print_value()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a3d7db8f03b459a944745799cb17fbb22">stan::gm::valued_argument</a>
+</li>
+<li>printable()
+: <a class="el" href="structstan_1_1gm_1_1printable.html#a08d5587f674f2bcea656dfc21b4368a7">stan::gm::printable</a>
+</li>
+<li>printable_
+: <a class="el" href="structstan_1_1gm_1_1printable.html#ac9bcfe693d24c2c7b3363596fc380b26">stan::gm::printable</a>
+</li>
+<li>printable_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a54e7e6691e72cb4983d430c033777431">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>printable_string_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a5ba49f86716949ae1bc36585d081aba8">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>printable_t
+: <a class="el" href="structstan_1_1gm_1_1printable.html#a0fe5ff9b4d1c7581f75ab444b6e9828b">stan::gm::printable</a>
+</li>
+<li>printable_visgen()
+: <a class="el" href="structstan_1_1gm_1_1printable__visgen.html#a07ac177e70ed67abf0a8c104ae00c12b">stan::gm::printable_visgen</a>
+</li>
+<li>printables_
+: <a class="el" href="structstan_1_1gm_1_1print__statement.html#a2de577f68c38d6494d0c5b01337c3106">stan::gm::print_statement</a>
+</li>
+<li>prob()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ad57e12e95a36df2d9448f6123e3d2cfa">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>prob_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a2d999e486addc7652b2be90365b89bc4">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>prob_grad()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a879682609a70983fde0ac281a6a3c5d0">stan::model::prob_grad</a>
+</li>
+<li>prob_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>probe_args()
+: <a class="el" href="classstan_1_1gm_1_1argument__probe.html#a4754d08a83d1bdf23e18ceb1b16dc26a">stan::gm::argument_probe</a>
+, <a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">stan::gm::categorical_argument</a>
+</li>
+<li>program()
+: <a class="el" href="structstan_1_1gm_1_1program.html#aa11648de93a4e6496c0cfe7850134436">stan::gm::program</a>
+</li>
+<li>program_grammar()
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a37628310038c1d41ac858edc87763f6e">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>program_r
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a6db277442a938e2a146edcb2d7f8ebb0">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>promote()
+: <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#adb1706254fcd6734bf986e2cd01b093f">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a525fc8cb91f5c4c22195cdb004b1eb0f">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">stan::math::promoter&lt; F, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a9964d13b9f2f05efca2b21ac165210d8">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a357d5eb63ba812437c51640670cef745">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#ac8db3f3f3410059f5cae51383f1b38c2">stan::math::promoter&lt; T, T &gt;</a>
+</li>
+<li>promote_to()
+: <a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#a108a1ffe4c0560f0c0b384270ea801f1">stan::math::promoter&lt; T, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter.html#a892e350b17a5930b9de4a9ff05eddc39">stan::math::promoter&lt; F, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a7ed5c4e3899aca0cb2ed4cea530807af">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a46f61632d1bdeede4431d730b4251d37">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a>
+</li>
+<li>ps_point()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">stan::mcmc::ps_point</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
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+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a56d312e2c426bff532c77b9156031023">stan::mcmc::chains&lt; RNG &gt;</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a491e846ff148541c564d7db4a0794589">stan::mcmc::chains&lt; RNG &gt;</a>
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+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ac27177b2b7f896ddd695084b3616eae6">std::numeric_limits&lt; stan::agrad::var &gt;</a>
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+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#afa996f8c6897a2e40f3e5b44a26db0e3">stan::io::stan_csv_reader</a>
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+<li>restart()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adaptation.html#afc41c7354b21fd64eb4a3d5964b4e230">stan::mcmc::base_adaptation</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">stan::mcmc::stepsize_adaptation</a>
+, <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a0c6ce68d4fdde8df0bdcb5436aae9675">stan::mcmc::windowed_adaptation</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">stan::prob::welford_var_estimator</a>
+</li>
+<li>result_type
+: <a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">stan::gm::visgen</a>
+</li>
+<li>ReturnType
+: <a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html#a7a3a05b2596fc2bf37c31456c2f5646e">Eigen::internal::scalar_product_traits&lt; stan::agrad::var, double &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html#ae4eab286198b6597cf9fb9f009facfde">Eigen::internal::scalar_product_traits&lt; double, stan::agrad::var &gt;</a>
+</li>
+<li>rho
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ae62684f34eac1552c27bed815c2e4ea3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>RhsScalar
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+</li>
+<li>right
+: <a class="el" href="structstan_1_1gm_1_1binary__op.html#a8c4d835d3bf96f0163e265f824130210">stan::gm::binary_op</a>
+</li>
+<li>round_error()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#af3bf0d1a9d694cf2ab881c0a648ddaa7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#aaac0b0266785c7bd359eee49a89231a4">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>round_style
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1c70d1cf58dba42f0bb1987810ae07a7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a87a2f9fb70b542ca087f476622d51a57">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>row_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a857c3ed31d34189e5768ef2475024b36">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a2165af289c7ec046db04aec5d369bc9b">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a2ead8250ab9ab408323ca23af20cd734">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>row_vector_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a91cbfaaef51a6f1537ae86c13403c8fc">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac2a358a28348483347a0c3d18587dcff">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2c478d495e007c8eba20f089a089c163">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a4cb4db5f423c38abdf0e3cb8f9d9188b">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aaa3a163e402812f41d271adcf974e455">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a044b59a59c26439b2bb2bc19071531d6">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a7e2430e335d19e695f50494130e9a183">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a956b2417c03f1f4645377fc06e1eee94">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#afd20cc10409dce8c8f19dd7739bf05bb">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ac994c53580dee20c98e2734b889be4ad">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html#a5519c24ae953da7a875c0f39ce69704c">stan::gm::row_vector_var_decl</a>
+</li>
+<li>rows()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a481dd3025ce906d56ab57d6f33759426">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a6ed9e0cd72d929449d5257f11b7aad45">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+</li>
+<li>run()
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#aec3ce42cbaf2a03d150a0ae70b72220e">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a62cd81217587325b39ccdd4668b13e7a">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a6e9d5e398a3e5602fa39b1938bb6f155">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html#ac2f97f18b6f0c481a111bbf82a4fc7e5">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
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+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li class="current"><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>sample()
+: <a class="el" href="structstan_1_1gm_1_1sample.html#af848ffe2b840908129a6ec949f4ef881">stan::gm::sample</a>
+, <a class="el" href="classstan_1_1mcmc_1_1sample.html#a028816248fc7ec7dbee24d0e7ea621dc">stan::mcmc::sample</a>
+</li>
+<li>sample_covariance()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a5e36ff271130c52b707d261f0cf72205">stan::prob::welford_covar_estimator</a>
+</li>
+<li>sample_mean()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a025fef3ddbd1b600ff60f293757c7dda">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">stan::prob::welford_var_estimator</a>
+</li>
+<li>sample_p()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a6226a2831ba574b3219536c5c3b31d42">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>sample_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a3058435c851fca6533f0a859e06e32f2">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>sample_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>sample_variance()
+: <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">stan::prob::welford_var_estimator</a>
+</li>
+<li>samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#aaa2edbb4814eaf82fa21bb5795008b86">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">stan::io::stan_csv</a>
+, <a class="el" href="classstan_1_1mcmc_1_1chains.html#a9db136c877e767e92877f162fc613af0">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>sampling
+: <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">stan::io::stan_csv_timing</a>
+</li>
+<li>save_warmup
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#aeb01b3bd545cb53379cc3d9b4965574a">stan::io::stan_csv_metadata</a>
+</li>
+<li>Scalar
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">stan::agrad::var</a>
+</li>
+<li>scalar()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a804e3de3992c9f6a53c03596369dd1d0">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1436d19aa2acb5c139f7abccda0245c0">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a63d5909de270e2f187707c7bdfa1b2ba">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa9191795f375a3e3c5e048ca1eb045ba">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a13f36e576e51d8e9d72589133d7cf107">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ad821d1abbeefcd04f3350a213276d53e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a841fbd5b6feddfbad117c3cb23f2844c">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_pos()
+: <a class="el" href="classstan_1_1io_1_1reader.html#acf5c5343597a44d4d2173881c7c68912">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_pos_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a45d5a9c201fb25c44f1bba987e64d387">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_pos_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a0711f8ca4117ca12cdb301e40838dc74">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_t
+: <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+</li>
+<li>scalar_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa5e2f8eca996110fb2be2e436d583b62">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a21b4b63d07615a9d0a7c5de364a43a36">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a747459c1f2b0d23711d7d36f18269ed6">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a15d75c45cfa52d103ad5660283fdde45">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>sd()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab2763e38f54eb42ecaffe3202d2b945c">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>seed
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a1c59ab6a12137c935db71dae89472dd4">stan::io::stan_csv_metadata</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>seq_view()
+: <a class="el" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ae570c324a14b81a018475195a77e4430">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a57ab58ed09da14b8efcf83b9d1528b88">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a706e3bea5d58f77fd9d6d427e64aa370">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a42ff5c63f8f83390fc7c585b41c0d5ed">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a2e9627b1092238710ed116adc7c1cab5">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ac35e60cb3f9e9f4dde81b8ed3b532a2b">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#ad82423565c559cd4e889350bc204319b">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+</li>
+<li>set_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1e6d6d34e50d9a5ff106f739ca81a851">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_gamma()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a7feb00e53bc871dc9e796668b65c95b7">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_kappa()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a5efe516ab71582fda45991235ea64a80">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_max_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_max_depth()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_mu()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_nominal_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_nominal_stepsize_and_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_nominal_stepsize_and_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_param_ranges_visgen()
+: <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a260565c9456f52828d4dab2472536c8c">stan::gm::set_param_ranges_visgen</a>
+</li>
+<li>set_stepsize_jitter()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_t0()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1afb2430aad55e460826f70db13bae9c">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_type()
+: <a class="el" href="structstan_1_1gm_1_1variable.html#accf431520ba5cee016d698e01f089b37">stan::gm::variable</a>
+</li>
+<li>set_value()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>set_warmup()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a6bb363076e9988fb98ee7241456e06b0">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>set_window_params()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">stan::mcmc::stepsize_covar_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a9de24f09147a18ab6974426a518ba691">stan::mcmc::stepsize_var_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a818edfc11176b8ebc0bdb1b1d9c3319c">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>set_zero_adjoint()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f">stan::agrad::chainable</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">stan::agrad::vari</a>
+</li>
+<li>sign
+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">stan::mcmc::nuts_util</a>
+</li>
+<li>signaling_NaN()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a2f08955d86f725887a49949ebef19626">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c69e978e7814b7215f29a2e57a73993">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>simplex()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9b15c1f051764a8a50a08c5880f810bb">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>simplex_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1fa21fc736a271ff845ffddc5ecae125">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>simplex_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a3fb24659ce9b09c18ac09acc4079510f">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>simplex_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ae9bc049dd109093051e7db16aa18be56">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>simplex_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html#a9f61771cca77cde06b1e0723d4b8471a">stan::gm::simplex_var_decl</a>
+</li>
+<li>singleton_argument()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>size()
+: <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#af0560b5a659dae6c49afae0b3657e8f2">stan::agrad::op_vector_vari</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#af56447dd766a3a5a9d6c97b0a2de9563">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a6611078e47e0bb3d017e78e29f194036">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a3284abfb2471ad555d43a8693658c5ec">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a8c830a8c9c9c431a71a89cf4b996b27e">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07185ddaf17963a5724ddc2c62208922">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a3a6031049d11ce5429727dcbe5e29130">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ab81a7a5c2de89631c7aec2ab701854a1">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+</li>
+<li>size_
+: <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#acb63d498d5e4c7008bc2fd5407bf37cf">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a71e9b994ff0ea34aa6ea109365e9ca27">stan::agrad::op_vector_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae0a8a41b1a8e68d294cecb3ef46692e9">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>size_cont()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#aadbb128a85fb6d72df04d3097acfc3e5">stan::mcmc::sample</a>
+</li>
+<li>size_of()
+: <a class="el" href="structstan_1_1size__of__helper.html#a8f7056983b7948acf66a2e8b3e37e855">stan::size_of_helper&lt; T, is_vec &gt;</a>
+, <a class="el" href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4.html#af0810fc0270af209916e67d5defe4b7d">stan::size_of_helper&lt; T, true &gt;</a>
+</li>
+<li>size_type
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ad21eca557d202a3f2f1db369f08afb89">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a226a632082480f5715a8ef2979719fa1">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>SOFTWARE
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92">stan::gm::error_codes</a>
+</li>
+<li>solve()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a94d5fa0c327e9f55e1fc90734040c845">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>solveRight()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aed238516181016209dbe39a879146092">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>split_arg()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">stan::gm::argument</a>
+</li>
+<li>split_potential_scale_reduction()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a2ae7c29a53d548f408ddc9a9d894d767">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>stack_alloc()
+: <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b">stan::memory::stack_alloc</a>
+</li>
+<li>stage_
+: <a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html#ae878013c66844f15680c8748629f51b7">stan::gm::var_size_validating_visgen</a>
+</li>
+<li>stan_csv_adaptation()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#a80dd57392300524f88f68f09959a1918">stan::io::stan_csv_adaptation</a>
+</li>
+<li>stan_csv_metadata()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#abb84cf3a6ecfaceb2fe108180e9897eb">stan::io::stan_csv_metadata</a>
+</li>
+<li>stan_csv_reader()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a959ed39477ffd99a18b8ee217f6ad457">stan::io::stan_csv_reader</a>
+</li>
+<li>stan_csv_timing()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#acbab41cb7a74d799bafda67688bf3e8e">stan::io::stan_csv_timing</a>
+</li>
+<li>stan_version_major
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a8f6f94ea53c82fcb9269a649066af0dc">stan::io::stan_csv_metadata</a>
+</li>
+<li>stan_version_minor
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a259cf0626d25c32dc03b82fc4cd1f08a">stan::io::stan_csv_metadata</a>
+</li>
+<li>stan_version_patch
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a05c438d9a575f0d8b5326cde887c51ad">stan::io::stan_csv_metadata</a>
+</li>
+<li>statement()
+: <a class="el" href="structstan_1_1gm_1_1statement.html#abe28b81d5ca623dfbee35480dd7aed2e">stan::gm::statement</a>
+</li>
+<li>statement_
+: <a class="el" href="structstan_1_1gm_1_1statement.html#a42dac92fef21d4502828e531cc6ea4b9">stan::gm::statement</a>
+, <a class="el" href="structstan_1_1gm_1_1for__statement.html#a88a12e92114b27b638669beb3a4fa795">stan::gm::for_statement</a>
+, <a class="el" href="structstan_1_1gm_1_1program.html#a68db9c547c8a9a585860305efa83ee38">stan::gm::program</a>
+</li>
+<li>statement_2_g
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a711cbab281b543290a3efa6012ef39c1">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_2_grammar()
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a124bb789c4c06388a498dffc981b1726">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_2_r
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#ade56d3d85cad306fb8a918671335bc26">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_g
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#adac531fa3a2b1db28c4ae98e90af0a2b">stan::gm::program_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a71b74b870a48887d16af27eb90154492">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_grammar()
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#af39ce5043643ec014ef8f16ed32fa9a8">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#af25706af04c4ddca423562a701a693a3">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_seq_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a041b22f44ddbc558223b1ffeae95bbb9">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_t
+: <a class="el" href="structstan_1_1gm_1_1statement.html#ab5c314341c7dd06f32786185b5689314">stan::gm::statement</a>
+</li>
+<li>statement_visgen()
+: <a class="el" href="structstan_1_1gm_1_1statement__visgen.html#a5b426890ad86afc18588037d3acd1cdf">stan::gm::statement_visgen</a>
+</li>
+<li>statements()
+: <a class="el" href="structstan_1_1gm_1_1statements.html#afd82e89ed40745f135579777e52e2277">stan::gm::statements</a>
+</li>
+<li>statements_
+: <a class="el" href="structstan_1_1gm_1_1statements.html#a4de24354bdefdcf2b482150027a4b841">stan::gm::statements</a>
+</li>
+<li>std_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a72a39fbd649e5be85b0f20ac00721c35">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>step()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adfa1ece56a78fbd805212d31179da105">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af3e12bb8b1db3c38fcbd359f6c7f5bc9">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>step_size
+: <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#ac3cef3b693c2834695a9d7f6e21614f7">stan::io::stan_csv_adaptation</a>
+</li>
+<li>stepsize_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a288d386b790bc25abc7a2b7f93bddb00">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>stepsize_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">stan::mcmc::stepsize_adapter</a>
+</li>
+<li>stepsize_covar_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>stepsize_var_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a1599b792341a655efeeebadf15c08d63">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>stored_gradient_vari()
+: <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#af779bcf6d92cccf16672907758f5bedc">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>subarguments()
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">stan::gm::categorical_argument</a>
+</li>
+<li>subject
+: <a class="el" href="structstan_1_1gm_1_1unary__op.html#a2030562bec45cd179d0087e2760e606f">stan::gm::unary_op</a>
+</li>
+<li>success()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#aa9e011b37205e0bfa198c9f032d19edb">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>sum()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf">stan::math::accumulator&lt; T &gt;</a>
+</li>
+<li>sum_prob
+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">stan::mcmc::nuts_util</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/functions_0x74.html b/doc/api/html/functions_0x74.html
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+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
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+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions.html#index__"><span>_</span></a></li>
+      <li><a href="functions_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li class="current"><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+        name="MSearchResults" id="MSearchResults">
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+
+<div class="contents">
+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4f3adba6ad80e9b538e57bd655362eee">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a02cdb81d16115734815790a5dc5e6c90">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>T_
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#affe6fd6d44fea89db4bc396cc7f64fa9">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>tangent()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#aa9f2f0107f7a9e3d92de38b615d22dd6">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>tau()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a80d1467817d80ee50aca96b4f5b85146">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#ad8b4d7e8c1cdfb0b98520bc6b6b3c5a2">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a428fcc506d11bfc227125153ef3e87d4">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a12c9833e59b1aa7455872ebffe0819ce">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>term_g
+: <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#af321c7c9134b2e63ebdf52245d0358c5">stan::gm::expression_grammar&lt; Iterator &gt;</a>
+</li>
+<li>term_grammar()
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a190b57b393dca19c78dbe5e8e88d4cba">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>term_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a2e84fd310e862d276ac7ea3f2b4b0ee3">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>thin
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#afe9c15f7c7e774a40f83e3a7f24e4279">stan::io::stan_csv_metadata</a>
+</li>
+<li>timing
+: <a class="el" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">stan::io::stan_csv</a>
+</li>
+<li>tinyness_before
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a96cfd06162e299fdd889f865df8f88ec">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a9dd41511966171dd188b4bb1f65b5911">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>to_var()
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>to_vec()
+: <a class="el" href="classstan_1_1io_1_1var__context.html#a4dead4b7dda5bc87bbc73f95fbc5cc14">stan::io::var_context</a>
+</li>
+<li>tolF
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ab0aa0121e1acca46338f9e25e9650192">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>tolGrad
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>tolX
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a0aec50286d347f1a64bf344f36088771">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>transition()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#ad1130b322d697d62f7d8d3fbef6ee17f">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a406a335276134a2f86fa3e4c24925e4f">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#acb8c38a588d49495a6dc2bb22d3eb435">stan::mcmc::base_mcmc</a>
+</li>
+<li>traps
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5bc84afce7db610312123c95a0f893f7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a9bf9a84401ae310d4855a7d5b483fa34">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>truncation_
+: <a class="el" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">stan::gm::sample</a>
+</li>
+<li>truncation_range_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a1fc065c2e3cd518346178e31b84f713c">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>type
+: <a class="el" href="structstan_1_1gm_1_1validate__int__expr2_1_1result.html#ac09fa987115620b2b268f7050ea2b53c">stan::gm::validate_int_expr2::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html#a651b017053ea891677678fd434ae2b6a">stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__loop__identifier_1_1result.html#ad8cb4be555a262642d21fbca93669692">stan::gm::add_loop_identifier::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__allow__sample_1_1result.html#a35e630d24e687699327b33e071c2a993">stan::gm::validate_allow_sample::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__condition_1_1result.html#a3355eac5ec601747e940106ca5a9553c">stan::gm::add_while_condition::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html#a78057309e7356062ee1abf3978fb75ad">stan::gm::unscope_locals::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__as__statement_1_1result.html#aa817fc2a2eab202b696d81dc5054a233">stan::gm::expression_as_statement::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__sample_1_1result.html#ad554b4aaf143a4c535708ac7ee56a12f">stan::gm::validate_sample::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html#a8ed777fd03014c406553a98a2092d597">stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html#af12e1aa0082754acf1218bd767b65f97">stan::gm::add_conditional_body::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html#acd68e9b5d774c889c1064e1350495620">stan::gm::elt_multiplication_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__expression__dimss_1_1result.html#ac7ba6f938007515f8585e7f3edfa17fd">stan::gm::add_expression_dimss::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html#abbb7eba785d1bf2b37be6983c21abde2">stan::gm::addition_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op__expr_1_1result.html#a6613b3bbad33fe2edf7b1337ff10c4ab">stan::gm::binary_op_expr::result&lt; T1, T2, T3, T4, T5 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type2_1_1result.html#a797bb1fd338a65fa9377535addd51aa2">stan::gm::set_fun_type2::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html#a438013ddac03fc30456a132b069b6db7">stan::is_vector&lt; const T &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html#ae7eade30901e506aca5bd0b4a7296595">stan::gm::left_division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1is__vector.html#a5384dc7751d6efdfd7b7bd9ccc442ca2">stan::is_vector&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html#adee94e36436cf8e5628e961330047738">stan::math::pass_type&lt; double &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type_3_01int_01_4.html#aa10e456268690936392e9ea31e24645f">stan::math::store_type&lt; int &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1division__expr_1_1result.html#a18185a370c691f1eea0847551e78ed83">stan::gm::division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt; T1, T2, T3, T4, T5, T6 &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html#aefecb429647f6ad44faa02cb233050da">stan::is_vector&lt; std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1negate__expr_1_1result.html#ae3983d7993aa29e8d6c9b488dcde6312">stan::gm::negate_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1logical__negate__expr_1_1result.html#a4f04e5a391864ce1cd4e295b38800aa9">stan::gm::logical_negate_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1transpose__expr_1_1result.html#a46200139ae3022913240e7afb1e1a98f">stan::gm::transpose_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html#a96008a34740a7ff158716517993aa6f0">stan::gm::elt_division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html#ab76768683b619416b7df951add24cf65">stan::gm::set_var_type::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type.html#aab77e3179df5479c1531afad8687a83f">stan::math::common_type&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">stan::scalar_type&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="structstan_1_1scalar__type.html#aa9068e42d81d7091f822df126fe932b7">stan::scalar_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html#a14b5d10c7fd59660a6d9070f2adb50a0">stan::gm::add_while_body::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html#a36449fc098f0ee60b5e078771f5395e8">stan::math::store_type&lt; double &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1expr__type.html#adb52e22aa9f56f528c4a5305ae562364">stan::gm::expr_type</a>
+, <a class="el" href="structstan_1_1scalar__type_3_01_t_01_5_01_4.html#a38f00242ece28298968a43f30508c940">stan::scalar_type&lt; T * &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ab0c2ebfaeaf2d18b25665573a01dab1e">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html#a6e1bfc775f016451ab261ecede07402c">stan::math::pass_type&lt; int &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07a4e818504882fb191b9d3a5ba6677a">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html#a0ab75c7570d913a4a3122048e092b76a">stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type_1_1result.html#a8a3b4372dd614aed3ed3e683a9e93cea">stan::gm::set_fun_type::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html#af8b27e490e0b8ddeaba4c65ee5dff707">stan::gm::set_fun_type_named::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">stan::math::pass_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html#acf9da899e777ac9cfb14f120a5a4e6e7">stan::gm::validate_expr_type2::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">stan::math::common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html#a27afcd81cf29e2a4e3cd1456a9580998">stan::gm::validate_expr_type::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">stan::math::common_type&lt; std::vector&lt; T1 &gt;, std::vector&lt; T2 &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type.html#a4911dad4e7692aae90f6a93466a3e88b">stan::math::store_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html#a83d53c7bf088539887e8d349745dbbd3">stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html#a7ae524581e60adf8ec58ff362d123b04">stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html#a3561c5435c7ea45b40819bb2937b792d">stan::gm::validate_int_expr3::result&lt; T1, T2 &gt;</a>
+</li>
+<li>type_
+: <a class="el" href="structstan_1_1gm_1_1double__literal.html#ae571ef14f106d406302e3fe0ac9bd204">stan::gm::double_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op.html#a4b1a2844ace11d2be56ad75ea416a0dd">stan::gm::binary_op</a>
+, <a class="el" href="structstan_1_1gm_1_1int__literal.html#a72e3ed5537084bf3ff324105cce4b457">stan::gm::int_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1index__op.html#ada5fa6fc111a5c01cdcb4bfd34cef545">stan::gm::index_op</a>
+, <a class="el" href="structstan_1_1gm_1_1fun.html#adff7eb341e34851eda4f8c38ce9c001a">stan::gm::fun</a>
+, <a class="el" href="structstan_1_1gm_1_1variable.html#a6ff634fb68f6f6f51fe4e014a2d1dae0">stan::gm::variable</a>
+, <a class="el" href="structstan_1_1gm_1_1unary__op.html#a4963df25da0d8fd9a8697b6bc3573846">stan::gm::unary_op</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a722c9507094a61e528cb017ed6abaac0">stan::gm::array_literal</a>
+</li>
+</ul>
+</div><!-- contents -->
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions.html#index__"><span>_</span></a></li>
+      <li><a href="functions_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
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+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>unary_op()
+: <a class="el" href="structstan_1_1gm_1_1unary__op.html#a98e5a64686af8cefd3293e1925c2a3b1">stan::gm::unary_op</a>
+</li>
+<li>unconstrained_param_names_visgen()
+: <a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a0fe661e868b54bff65d31a93d2c9e86e">stan::gm::unconstrained_param_names_visgen</a>
+</li>
+<li>unit_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#acdbee1cba43deae117af1312703ab2b4">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html#a8ab0ffea3990bf0b8cdb289e1f7327ef">stan::mcmc::unit_e_point</a>
+</li>
+<li>unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a6b8ebf459013095c8bef590c5e7f2dd2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>unit_vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aafcb145538d7414947c3420b652ad962">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>unit_vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ad6400ff89afd46d01c13dd93ef231edd">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>unit_vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#aa0f2b9b17db03235f4cd3f90092ac6d0">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>unit_vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html#a2cdc1ee5970cc4e9d06362b1a51bdb7c">stan::gm::unit_vector_var_decl</a>
+</li>
+<li>unvalued_argument()
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">stan::gm::unvalued_argument</a>
+</li>
+<li>update()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>update_q()
+: <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#ab0ac437892b1206c0bb581e5db52ba0e">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>USAGE
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba">stan::gm::error_codes</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
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+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
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+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
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+      <li class="current"><a href="functions_0x76.html#index_v"><span>v</span></a></li>
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+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
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+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>V
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">stan::mcmc::ps_point</a>
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+<li>val()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a4a8422fc2fcf430e05a5a05cf3c14fe0">stan::agrad::fvar&lt; T &gt;</a>
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+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">stan::gm::list_argument</a>
+</li>
+<li>validate_array()
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+: <a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a7a4e7704245e4a73bc886041c82c91e5">stan::gm::validate_transformed_params_visgen</a>
+</li>
+<li>validate_var_decl_visgen()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a271a3fadedfb0fe40560244c26f4aef4">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>vals_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#ac9a6ba06213461f7d86c5823813de2bd">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#ae491a228dc66136ed04f9d22b18386d2">stan::io::var_context</a>
+</li>
+<li>vals_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#aa9b7bc08c1152a313e90b74ade5338b5">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#aaf3c30da7aa7a81b67d0cb3a480a5295">stan::io::var_context</a>
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+<li>value
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+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">stan::gm::list_argument</a>
+, <a class="el" href="structstan_1_1is__constant__struct.html#a601169d4607d1347bd20eb918809a922a3f9610c0a10a3879fccf6f212dd3d411">stan::is_constant_struct&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html#ac35de45d53f720014d1d6c9341facc38a889b9838820d11325b1b1e2e6dcd1f62">stan::is_constant_struct&lt; std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html#a629489369f685966d67e23b49b3a765ca8a919616f9227fcfa43cb7134758120a">stan::is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
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+, <a class="el" href="structstan_1_1is__vector.html#a69abd37dca972430e0f61ea33a19ce5da9b19e1572754024bf83375a19efee164">stan::is_vector&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html#ad3a0ba8876c7203c3ae3e20dd7904da4ab7b181e7406ecc9d9512f53eeb423835">stan::is_vector&lt; const T &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html#a820092c09f0441ab121b88f94e7034f5a8669507d2c0cf8d2013fa55cbc040690">stan::is_vector&lt; std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a38d7fc87cb5dbb66fb65e9dd8c257273a75a67f94582ddd21b4956e5540578114">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#ae014ed595604daf1ca469933b46e9126a060ce69961a2ceb1cc29cc4861aa527e">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector__like.html#a991e328843789ff8e8976aa11aecb426a2113100a63bb957b1ada362a39a22213">stan::is_vector_like&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html#ab609c9cc8a50da1025789263899aa807a50f6d9fb5990e3e623e6e02458926009">stan::is_vector_like&lt; T * &gt;</a>
+</li>
+<li>values()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">stan::gm::list_argument</a>
+</li>
+<li>var()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a8a75e2e91a261d9919cc05ca0e2535c3">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#a335628f2e9085305224b4f9cc6e95ed5">stan::agrad::vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#adfb9d02c364f36d433ebbe551ed5cf6d">stan::agrad::var</a>
+</li>
+<li>var_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html#a6a890bf02c8dba36880f8e273b2f9549">stan::mcmc::var_adaptation</a>
+</li>
+<li>var_decl()
+: <a class="el" href="structstan_1_1gm_1_1var__decl.html#a609249d793137a66288e59763f0c0ca1">stan::gm::var_decl</a>
+</li>
+<li>var_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a2ec92bd1cdd1d5fca11adfc6d51d9090">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_decl_t
+: <a class="el" href="structstan_1_1gm_1_1var__decl.html#a053ae171df165a1fba298555456bb7ee">stan::gm::var_decl</a>
+</li>
+<li>var_decls_g
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#aa09ea489cb32def2470106aea74eb2ce">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a5449b77a88443dc754276cb5e19320ef">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_decls_grammar()
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ae9971b3fb03092c02d4f4d12a9d05277">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_decls_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ac22f2373eb5a3a464aeff6f74086ab4f">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_dims_
+: <a class="el" href="structstan_1_1gm_1_1assignment.html#a2d2d3c02b849dae3dbf789473eac2ea0">stan::gm::assignment</a>
+</li>
+<li>var_lhs_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_map_
+: <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#a0bf2d69a4ee05a6f7f073087afe40929">stan::gm::expression_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1contains__var.html#abf59ec75e5e6729db7424da7ecce4ea7">stan::gm::contains_var</a>
+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#adddb447cfb03a1031db491d6ff004d8d">stan::gm::contains_nonparam_var</a>
+, <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a612c1a5b4a954dd9960d00d9d621a738">stan::gm::program_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a3626cba34b0c81150a12ee6b045fd197">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a3e38af92fc643463ac93d825d5997c7d">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a8a79bec27b23f79504c768be5942c958">stan::gm::term_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a0a5d7aec5bad30ea0164823c04e04faf">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_resizer_
+: <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">stan::gm::dump_member_var_visgen</a>
+</li>
+<li>var_resizing_visgen()
+: <a class="el" href="structstan_1_1gm_1_1var__resizing__visgen.html#ac5178b0a38aa8258bcbf689ae03d895b">stan::gm::var_resizing_visgen</a>
+</li>
+<li>var_size_validating_visgen()
+: <a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html#ade6d9d7b7a8904cf3d32ff16283143cc">stan::gm::var_size_validating_visgen</a>
+</li>
+<li>var_size_validator_
+: <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">stan::gm::dump_member_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a81dbd32331a4a957f17f7dfd9a9259d0">stan::gm::generate_init_visgen</a>
+</li>
+<li>var_type_
+: <a class="el" href="structstan_1_1gm_1_1assignment.html#a32c7f69945a9335aad93f5b6c44b6b34">stan::gm::assignment</a>
+</li>
+<li>vari()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">stan::agrad::vari</a>
+</li>
+<li>variable()
+: <a class="el" href="structstan_1_1gm_1_1variable.html#a7a550a388056ef05489c8947aaa4d664">stan::gm::variable</a>
+</li>
+<li>variable_
+: <a class="el" href="structstan_1_1gm_1_1for__statement.html#acc156ec777cc5ca5a60e65506a94c60f">stan::gm::for_statement</a>
+</li>
+<li>variable_dims()
+: <a class="el" href="structstan_1_1gm_1_1variable__dims.html#aa35ae19b846c7eed5571dc6c62b51629">stan::gm::variable_dims</a>
+</li>
+<li>variable_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#ab0c2f2623b8f78f859c358cdf3e161a6">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>variance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a2a490e9c65ef24c24d90363c762606cb">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac7cbe04c9a1439e20b27c3cf612bd963">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aec8c3e697090c981438b94da63c02ccc">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#abc85787fdc330600e8ed8418a29fb6ac">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>vector_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae6eeeaea16178783def48d93e92e502e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a8edd356b9b6575e74458dfc36fd1079c">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ad47362a39537ff1b5d771780ee652d2b">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#acfa86e4338c499595998dd4dc0b58c6d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa0eb51076e214b1cfee60b70260186c8">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2cd367320f480096f724c2e180f6abfe">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#af45bef442ce47a3821c2c19292283ecd">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a35d1322b79079e9227ae225a480807db">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a5f5c24c79245cdcdc447f1d70ab16f67">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a4d032dfecf63d6cc4f4fbe9acfbf1d26">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a5fac170691f85ce21490c654985c2880">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html#ae60a0d9f611230785a264fe1057b070c">stan::gm::vector_var_decl</a>
+</li>
+<li>VectorT
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>VectorView()
+: <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a2e063aacbcb8999b921bce5d52557646">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#ace98de1e8835b3317330d98fa34b981b">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a8a70c613d18b72f45466591168f354dc">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#a1a2167039be334fe553432580f7ec4ee">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#af337a1b8ede134a1debe59fbee1cd1e1">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#af57df094db378d9da317b93d23c34ab1">stan::VectorView&lt; const double, false, false &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#a49530fcffe86b987cc16c9db07433a01">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+</li>
+<li>verbose_evolve()
+: <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>vi_
+: <a class="el" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af">stan::agrad::var</a>
+</li>
+<li>vis_
+: <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a63beb3a08614befd8eca4ed45e4ff438">stan::agrad::op_vector_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#ac0dbd0805a80054b5cd0335ef8a6b144">stan::agrad::op_matrix_vari</a>
+</li>
+<li>visgen()
+: <a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">stan::gm::visgen</a>
+</li>
+</ul>
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+<h3><a class="anchor" id="index_w"></a>- w -</h3><ul>
+<li>warmup
+: <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#a26e38502db9dfbb27cf5747c8e96d229">stan::io::stan_csv_timing</a>
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+: <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#afeb5e731732edea5c690dc4b44503557">stan::gm::write_array_visgen</a>
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+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d">stan::io::csv_writer</a>
+</li>
+<li>write_csv_header_visgen()
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+: <a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#aa0072ea087bb79c27ce204ef8b7d7421">stan::gm::write_csv_vars_visgen</a>
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+: <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a9da769ec38611f0cd1cc785bedb35b31">stan::gm::write_csv_visgen</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">stan::mcmc::diag_e_point</a>
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+: <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#ac4dd97f7d6688523100d412bcd7bfa59">stan::gm::write_param_names_visgen</a>
+</li>
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+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a52c5a9818363f72590cc1f3f2a70ab02">stan::io::csv_writer</a>
+</li>
+<li>write_sampler_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
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+</li>
+<li>write_sampler_params()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4c30ef76ab8e9f78e46b1984b29c7f26">stan::mcmc::base_mcmc</a>
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+<li>write_sampler_state()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
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+</li>
+<li>writer()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51">stan::io::writer&lt; T &gt;</a>
+</li>
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+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
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+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions.html#index__"><span>_</span></a></li>
+      <li><a href="functions_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
+      <li class="current"><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+
+<div class="contents">
+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_z"></a>- z -</h3><ul>
+<li>z()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/javascript">
+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
+</script>
+  <div id="navrow1" class="tabs">
+    <ul class="tablist">
+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
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+               onmouseout="return searchBox.OnSearchSelectHide()"
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+               onfocus="searchBox.OnSearchFieldFocus(true)" 
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+            <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
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+    </ul>
+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions.html#index__"><span>_</span></a></li>
+      <li><a href="functions_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_0x78.html#index_x"><span>x</span></a></li>
+      <li><a href="functions_0x7a.html#index_z"><span>z</span></a></li>
+      <li class="current"><a href="functions_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
+
+<!-- iframe showing the search results (closed by default) -->
+<div id="MSearchResultsWindow">
+<iframe src="javascript:void(0)" frameborder="0" 
+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="contents">
+<div class="textblock">Here is a list of all class members with links to the classes they belong to:</div>
+
+<h3><a class="anchor" id="index_0x7e"></a>- ~ -</h3><ul>
+<li>~accumulator()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#a298d4088fbfdfca98d2c8e36a5ea4f1c">stan::math::accumulator&lt; T &gt;</a>
+</li>
+<li>~adapt_dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#ac74d2958a5e578cdd10e844237e36500">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#ae81ad6f37f41e6a587c36e9e369a425f">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a53e11fcb574220f40be06e43e7744a74">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a4f2a2e5b2046f456483ef4eed6aa7822">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a615794e2c10bcda9dd7f3aba29903f28">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a4001b78d765ab895a38b569ec915d9f6">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~argument()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">stan::gm::argument</a>
+</li>
+<li>~base_hamiltonian()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a16a9150dc16c40c1e137ff1462f1d53f">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>~base_mcmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">stan::mcmc::base_mcmc</a>
+</li>
+<li>~base_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>~base_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>~categorical_argument()
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">stan::gm::categorical_argument</a>
+</li>
+<li>~chainable()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">stan::agrad::chainable</a>
+</li>
+<li>~chainable_alloc()
+: <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#acc8ec0b3e4b6c1ef9c4f6bb03fd57eca">stan::agrad::chainable_alloc</a>
+</li>
+<li>~chunk_alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa69ee56e6bd33c0beffbe798c2bf81e1">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+</li>
+<li>~dense_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#ab8327239e30c1ac20c624f2d0d2a22dc">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~diag_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a64127ae540bb5ad55b871a94e0684236">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~dump_reader()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#aff43241b7509e1877e4bca83e292fff1">stan::io::dump_reader</a>
+</li>
+<li>~dump_writer()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#a69f9822358de693b3de8acf4e8dbae1b">stan::io::dump_writer</a>
+</li>
+<li>~list_argument()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">stan::gm::list_argument</a>
+</li>
+<li>~prob_grad()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">stan::model::prob_grad</a>
+</li>
+<li>~reader()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a679801e4a7936f90c13e9a6498745314">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>~sample()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#a20ad72aee8c1982a32277a374401f6db">stan::mcmc::sample</a>
+</li>
+<li>~stack_alloc()
+: <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf">stan::memory::stack_alloc</a>
+</li>
+<li>~stan_csv_reader()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a53321a2f3045ed4cec11c77413f18759">stan::io::stan_csv_reader</a>
+</li>
+<li>~unit_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa895987fa4375871ea9c523455bcf090">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~vari()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">stan::agrad::vari</a>
+</li>
+<li>~writer()
+: <a class="el" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5">stan::io::writer&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
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+<div class="title">dist.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;cmath&gt;</code><br/>
+</div>
+<p><a href="functions_2dist_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ae86020a972c6efc6b3407c3cfc30f4a6"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">stan::math::dist</a> (const std::vector&lt; double &gt; &amp;x, const std::vector&lt; double &gt; &amp;y)</td></tr>
+<tr class="separator:ae86020a972c6efc6b3407c3cfc30f4a6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="functions_2dist_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__DIST_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__DIST_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">   11</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">dist</a>(<span class="keyword">const</span> std::vector&lt;double&gt;&amp; x, <span class="keyword">const</span> std::vector&lt;double&gt;&amp; y) {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keywordtype">double</span> result = 0;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <span class="keywordtype">double</span> diff = x[i] - y[i];</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(result);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/functions_2max_8hpp.html b/doc/api/html/functions_2max_8hpp.html
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a86b6be1d580b3b5cf4b4f57546062352"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">stan::math::max</a> (const double a, const double b)</td></tr>
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+<a href="functions_2max_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__MAX_HPP__</span></div>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab360c822174f211838f5979760c7e09e"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">stan::math::min</a> (const double a, const double b)</td></tr>
+<tr class="separator:ab360c822174f211838f5979760c7e09e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+
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+  <ul>
+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_d06f81619dd9bcc28d70dd2c97937727.html">functions</a></li>  </ul>
+</div>
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+  <div class="headertitle">
+<div class="title">min.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="functions_2min_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__MIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__MIN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">    7</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <span class="keywordtype">double</span> b) { </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;      <span class="keywordflow">return</span> a &lt; b ? a : b; </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    }</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  }</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;}</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   &#160;<span id="projectnumber">1.3</span>
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+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>AddCost
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ad567631af797962bfa1646b3228b1d8d">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>CONFIG
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">stan::gm::error_codes</a>
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+
+
+<h3><a class="anchor" id="index_d"></a>- d -</h3><ul>
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+</li>
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+
+
+<h3><a class="anchor" id="index_h"></a>- h -</h3><ul>
+<li>HasFloatingPoint
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+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
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+
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
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+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>MulCost
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a4440e43b74d010d56f93bded451d0741">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
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+
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>NOINPUT
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+
+
+<h3><a class="anchor" id="index_o"></a>- o -</h3><ul>
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+
+
+<h3><a class="anchor" id="index_r"></a>- r -</h3><ul>
+<li>ReadCost
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+</li>
+<li>RequireInitialization
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ab6efa4e8f91c34b33478a794bd889dd4">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>SOFTWARE
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92">stan::gm::error_codes</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>USAGE
+: <a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba">stan::gm::error_codes</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>value
+: <a class="el" href="structstan_1_1is__constant.html#a9f8df8637f49cd02a47f8c6c2c775777aecafc97e964e672dd93bcb490a0a1811">stan::is_constant&lt; T &gt;</a>
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+, <a class="el" href="structstan_1_1is__var__or__arithmetic.html#a7242e3ffd78e362fd4f4a940d39ed7a6a4e3e0e0100aa814492acbd85e2138643">stan::is_var_or_arithmetic&lt; T1, T2, T3, T4, T5, T6 &gt;</a>
+, <a class="el" href="structstan_1_1contains__fvar.html#a140698e0d236727d9723e6831750d2aca5a1eddf5b1539585920063fb6cd6835b">stan::contains_fvar&lt; T1, T2, T3, T4, T5, T6 &gt;</a>
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+, <a class="el" href="structstan_1_1is__var.html#a2adee59171c897185a772cd0987caef6aaeb0f9a9eead1ac6cc943d6a1974a4c1">stan::is_var&lt; T &gt;</a>
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+, <a class="el" href="structstan_1_1is__constant__struct.html#a601169d4607d1347bd20eb918809a922a3f9610c0a10a3879fccf6f212dd3d411">stan::is_constant_struct&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<title>Stan: Class Members - Functions</title>
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+<script type="text/javascript" src="dynsections.js"></script>
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li class="current"><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
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+     onmouseover="return searchBox.OnSearchSelectShow()"
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+
+<h3><a class="anchor" id="index__"></a>- _ -</h3><ul>
+<li>_fast_matrix_copy()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa701eacefbab10b9cac8273267bbf39d">stan::mcmc::ps_point</a>
+</li>
+<li>_fast_vector_copy()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a685e73353f2931b3afbfccd4acbe598d">stan::mcmc::ps_point</a>
+</li>
+<li>_update_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a99f17a731044a9880298f5e254b94a69">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_write_error_msg()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a119fab9e5829911ccfb31a5f7ec1f30b">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
+</table>
+</div>
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+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li class="current"><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
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+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
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+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
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+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>accept_stat()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">stan::mcmc::sample</a>
+</li>
+<li>accumulator()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#afb44f3c753ac1373482e123df612a266">stan::math::accumulator&lt; T &gt;</a>
+</li>
+<li>adapt_dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a7f2a7a4f48cbc0f7667f01e9045e069a">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a7d57f187b6877982cf329800e47b5370">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a8e2eb81bdeed65fb1cdf8512643c5247">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a08c8c79cc0a4c5fcfc8a2be30b9ab858">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a65a0e3a8ff345164784d1c411c1d685f">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adapt_unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#ab6e501da21dace8ba4deb0378df2e74f">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>adaptation_window()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a8e82facfbdd25e23a6dc04dfb47f6f55">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>adapting()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a56b7bacc5a6d31b2e0d0d2dc8f096cb7">stan::mcmc::base_adapter</a>
+</li>
+<li>add()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a029bfb7842b41f1c3cd853ca9806a6c9">stan::gm::function_signatures</a>
+, <a class="el" href="structstan_1_1gm_1_1variable__map.html#a2a1c8d42745d2ba940577f8f9d4da17e">stan::gm::variable_map</a>
+, <a class="el" href="classstan_1_1math_1_1accumulator.html#ad18efaeb75a21c93ea9ca77ca99a8747">stan::math::accumulator&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a2cd5e6592f8f0839d0744d0ac6c889a6">stan::gm::function_signatures</a>
+, <a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">stan::math::array_builder&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a155a6d04ca2dd66396558e55afee2ac9">stan::gm::function_signatures</a>
+, <a class="el" href="classstan_1_1mcmc_1_1chains.html#a87a66fd3d8395bd6b44e8e9fba8e4068">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7030b5e710a69202f33055d64f506aac">stan::gm::function_signatures</a>
+</li>
+<li>add_binary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a3cac5b9cb17575d88d76286fcff64344">stan::gm::function_signatures</a>
+</li>
+<li>add_nullary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a5ef070db4552215d2de0ebdcf2298481">stan::gm::function_signatures</a>
+</li>
+<li>add_quaternary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7e6eae9e711df2373c8f624c7d9da53c">stan::gm::function_signatures</a>
+</li>
+<li>add_sample()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">stan::prob::welford_var_estimator</a>
+</li>
+<li>add_ternary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a028061fc0bf4b4842aacd64be3fcc89e">stan::gm::function_signatures</a>
+</li>
+<li>add_unary()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9ce2dcdafcd2370053c4eb0c9be10042">stan::gm::function_signatures</a>
+</li>
+<li>add_vec()
+: <a class="el" href="classstan_1_1io_1_1var__context.html#a4cdc64bb5dbdc26f15885fc34737752e">stan::io::var_context</a>
+</li>
+<li>adj()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a44db5cfbac5b6858bc26cbb2518a6826">stan::agrad::var</a>
+</li>
+<li>alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a220d04d5ca74562e28a6c01111d8fd22">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+, <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b">stan::memory::stack_alloc</a>
+</li>
+<li>alpha()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2efb26e144b4d4d29f982df93e761823">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>alpha0()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae534c5316049196626b103bb461f428c">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>arg()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a30ba1fe18d6f4016b030835969039e9d">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a3e40d509ada7d1ea9def28f819f54ee9">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ae28cffcf6579400a8736fc581c6ab5">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a649267bc16e4863f507aaeecb9cbf2f1">stan::gm::list_argument</a>
+</li>
+<li>arg_adapt()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt.html#a7db5d900f8ce94a610cbb2f129d02763">stan::gm::arg_adapt</a>
+</li>
+<li>arg_adapt_delta()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#ab994caa2d7658bd6548f17b18cd5efaf">stan::gm::arg_adapt_delta</a>
+</li>
+<li>arg_adapt_engaged()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__engaged.html#a93164af8cdf69db14252d54d654278f2">stan::gm::arg_adapt_engaged</a>
+</li>
+<li>arg_adapt_gamma()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a1e89fd146d9a20e98c550321d03aa674">stan::gm::arg_adapt_gamma</a>
+</li>
+<li>arg_adapt_init_buffer()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__init__buffer.html#a458117f29f2665be1b17d7ce3fc2728b">stan::gm::arg_adapt_init_buffer</a>
+</li>
+<li>arg_adapt_kappa()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a69a930fe17bcb920dd1beaa31d47ac20">stan::gm::arg_adapt_kappa</a>
+</li>
+<li>arg_adapt_t0()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__t0.html#a92a0c0524b5f854828cb6e22c4119e8b">stan::gm::arg_adapt_t0</a>
+</li>
+<li>arg_adapt_term_buffer()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__term__buffer.html#a8e4699ec0baa6885ba9c34430b6d83b2">stan::gm::arg_adapt_term_buffer</a>
+</li>
+<li>arg_adapt_window()
+: <a class="el" href="classstan_1_1gm_1_1arg__adapt__window.html#a95facd1874bc025735aeb9bc0b4297fe">stan::gm::arg_adapt_window</a>
+</li>
+<li>arg_bfgs()
+: <a class="el" href="classstan_1_1gm_1_1arg__bfgs.html#a0c1429d90a7c7f0943730e16cde44fac">stan::gm::arg_bfgs</a>
+</li>
+<li>arg_data()
+: <a class="el" href="classstan_1_1gm_1_1arg__data.html#af14bc033277233421428ef9fde504b07">stan::gm::arg_data</a>
+</li>
+<li>arg_data_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__data__file.html#a2432968effc35f8973394e91b941cf86">stan::gm::arg_data_file</a>
+</li>
+<li>arg_dense_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__dense__e.html#af591c90b48c64017b2eed129e7fd2de6">stan::gm::arg_dense_e</a>
+</li>
+<li>arg_diag_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__diag__e.html#a090d24faf43dccdb255de369c396947f">stan::gm::arg_diag_e</a>
+</li>
+<li>arg_diagnose()
+: <a class="el" href="classstan_1_1gm_1_1arg__diagnose.html#a29fa2b3eb2a85d31f3de053e7ab4a7cb">stan::gm::arg_diagnose</a>
+</li>
+<li>arg_diagnostic_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__diagnostic__file.html#a59b7ff8a694fa099456fc6c4466eb300">stan::gm::arg_diagnostic_file</a>
+</li>
+<li>arg_engine()
+: <a class="el" href="classstan_1_1gm_1_1arg__engine.html#a565b15c3703faddc7346db01b5a7fa3d">stan::gm::arg_engine</a>
+</li>
+<li>arg_fail()
+: <a class="el" href="classstan_1_1gm_1_1arg__fail.html#a09c9ceb2645fafb62b79172287ce0797">stan::gm::arg_fail</a>
+</li>
+<li>arg_hmc()
+: <a class="el" href="classstan_1_1gm_1_1arg__hmc.html#a21bce37da4a429c509a142d2989c9e25">stan::gm::arg_hmc</a>
+</li>
+<li>arg_id()
+: <a class="el" href="classstan_1_1gm_1_1arg__id.html#a9db2f80b010bff893370ae4b230bd966">stan::gm::arg_id</a>
+</li>
+<li>arg_init()
+: <a class="el" href="classstan_1_1gm_1_1arg__init.html#acfb9b2317ca874c9c9c266c03ac1368f">stan::gm::arg_init</a>
+</li>
+<li>arg_init_alpha()
+: <a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#a62422aee45bcf245c6707a75ad762f4a">stan::gm::arg_init_alpha</a>
+</li>
+<li>arg_int_time()
+: <a class="el" href="classstan_1_1gm_1_1arg__int__time.html#a8374ed135e25d27819e08b474b6170c4">stan::gm::arg_int_time</a>
+</li>
+<li>arg_iter()
+: <a class="el" href="classstan_1_1gm_1_1arg__iter.html#addc4d554b12927d3e099cb78e84b4c69">stan::gm::arg_iter</a>
+</li>
+<li>arg_max_depth()
+: <a class="el" href="classstan_1_1gm_1_1arg__max__depth.html#aa43e5f69ecea1ab64a93d0544f5b2204">stan::gm::arg_max_depth</a>
+</li>
+<li>arg_method()
+: <a class="el" href="classstan_1_1gm_1_1arg__method.html#a0ab921dbf66c5b63669cb77f07d797e9">stan::gm::arg_method</a>
+</li>
+<li>arg_metric()
+: <a class="el" href="classstan_1_1gm_1_1arg__metric.html#a8f59bf4d98051c730af026865135958d">stan::gm::arg_metric</a>
+</li>
+<li>arg_nesterov()
+: <a class="el" href="classstan_1_1gm_1_1arg__nesterov.html#aff8818db928802f6e048d6a3dcf080ea">stan::gm::arg_nesterov</a>
+</li>
+<li>arg_newton()
+: <a class="el" href="classstan_1_1gm_1_1arg__newton.html#a40a307722a2f91f3c1507261183fd4a2">stan::gm::arg_newton</a>
+</li>
+<li>arg_num_samples()
+: <a class="el" href="classstan_1_1gm_1_1arg__num__samples.html#af03561fdb3d19b14fa8ce33db4bfbb92">stan::gm::arg_num_samples</a>
+</li>
+<li>arg_num_warmup()
+: <a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html#a12b94f117fb965fee31d2a53d946a3b9">stan::gm::arg_num_warmup</a>
+</li>
+<li>arg_nuts()
+: <a class="el" href="classstan_1_1gm_1_1arg__nuts.html#a54338616bb4ea3c6cdaa922fe60f6279">stan::gm::arg_nuts</a>
+</li>
+<li>arg_optimize()
+: <a class="el" href="classstan_1_1gm_1_1arg__optimize.html#a212f9e1a9ea25739e42913cd99f6cfa3">stan::gm::arg_optimize</a>
+</li>
+<li>arg_optimize_algo()
+: <a class="el" href="classstan_1_1gm_1_1arg__optimize__algo.html#a6c60961805502a27dd60db458155b30e">stan::gm::arg_optimize_algo</a>
+</li>
+<li>arg_output()
+: <a class="el" href="classstan_1_1gm_1_1arg__output.html#a00b3df35f243cba8de0e50cacff5f9f8">stan::gm::arg_output</a>
+</li>
+<li>arg_output_file()
+: <a class="el" href="classstan_1_1gm_1_1arg__output__file.html#a7653a338dae46687a0cd46607cb8df30">stan::gm::arg_output_file</a>
+</li>
+<li>arg_random()
+: <a class="el" href="classstan_1_1gm_1_1arg__random.html#a04356fb8dd2badb38de8d957d89ccd25">stan::gm::arg_random</a>
+</li>
+<li>arg_refresh()
+: <a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a1055e8b9beac79398a5efd25106bef73">stan::gm::arg_refresh</a>
+</li>
+<li>arg_rwm()
+: <a class="el" href="classstan_1_1gm_1_1arg__rwm.html#a7e6e4430b6cc5d35128899c2d7e7f4c1">stan::gm::arg_rwm</a>
+</li>
+<li>arg_sample()
+: <a class="el" href="classstan_1_1gm_1_1arg__sample.html#a76e9dba4b18fff10db3938783e4bbc84">stan::gm::arg_sample</a>
+</li>
+<li>arg_sample_algo()
+: <a class="el" href="classstan_1_1gm_1_1arg__sample__algo.html#a677c78a97f6e522c2b532d5ec8cdc436">stan::gm::arg_sample_algo</a>
+</li>
+<li>arg_save_iterations()
+: <a class="el" href="classstan_1_1gm_1_1arg__save__iterations.html#ac3c6147547688bf229a5a229b761891f">stan::gm::arg_save_iterations</a>
+</li>
+<li>arg_save_warmup()
+: <a class="el" href="classstan_1_1gm_1_1arg__save__warmup.html#abc63cf780ff0ec05b668034557e66e5a">stan::gm::arg_save_warmup</a>
+</li>
+<li>arg_seed()
+: <a class="el" href="classstan_1_1gm_1_1arg__seed.html#a49ef4eab0312fb9eebdaf8901a24a50f">stan::gm::arg_seed</a>
+</li>
+<li>arg_static()
+: <a class="el" href="classstan_1_1gm_1_1arg__static.html#aad5c9ed706c879ffc39b2f44b4ce9aef">stan::gm::arg_static</a>
+</li>
+<li>arg_stepsize()
+: <a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#ab10f7c015e43cae0bd66ebd7d2ea60bb">stan::gm::arg_stepsize</a>
+</li>
+<li>arg_stepsize_jitter()
+: <a class="el" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#af57b445faa0178cddfc60633a0452e02">stan::gm::arg_stepsize_jitter</a>
+</li>
+<li>arg_test()
+: <a class="el" href="classstan_1_1gm_1_1arg__test.html#a09019b7ca0e874ecc2946309b1032acd">stan::gm::arg_test</a>
+</li>
+<li>arg_test_grad_eps()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#a1105ef70c0defa9892e9bd5993fd24cf">stan::gm::arg_test_grad_eps</a>
+</li>
+<li>arg_test_grad_err()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__grad__err.html#a3c862ad4e9f4ae7010ca45c77da8d380">stan::gm::arg_test_grad_err</a>
+</li>
+<li>arg_test_gradient()
+: <a class="el" href="classstan_1_1gm_1_1arg__test__gradient.html#aa61549ae85bb062c3cc5f76668b3e1dd">stan::gm::arg_test_gradient</a>
+</li>
+<li>arg_thin()
+: <a class="el" href="classstan_1_1gm_1_1arg__thin.html#a968a02a29a6fc8097ce610f3be4e5ac9">stan::gm::arg_thin</a>
+</li>
+<li>arg_tolerance()
+: <a class="el" href="classstan_1_1gm_1_1arg__tolerance.html#aba6a7ae537bca04e284af54e9a231e3f">stan::gm::arg_tolerance</a>
+</li>
+<li>arg_unit_e()
+: <a class="el" href="classstan_1_1gm_1_1arg__unit__e.html#a6772c5923ce0c23db100e1157aa232c5">stan::gm::arg_unit_e</a>
+</li>
+<li>argument()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#af5c733afb4fdc0f55795f8cdd2891d7f">stan::gm::argument</a>
+</li>
+<li>argument_parser()
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a540ddee5190ee5dd85a8773d98a5cb83">stan::gm::argument_parser</a>
+</li>
+<li>argument_probe()
+: <a class="el" href="classstan_1_1gm_1_1argument__probe.html#a82b991e17fd517f1a04ba905acb545be">stan::gm::argument_probe</a>
+</li>
+<li>array()
+: <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">stan::math::array_builder&lt; T &gt;</a>
+</li>
+<li>array_builder()
+: <a class="el" href="structstan_1_1math_1_1array__builder.html#a8e2649b71c980137fa5d86433d2be50c">stan::math::array_builder&lt; T &gt;</a>
+</li>
+<li>array_literal()
+: <a class="el" href="structstan_1_1gm_1_1array__literal.html#a462b152d7868e7d588994d215e81b26d">stan::gm::array_literal</a>
+</li>
+<li>assignment()
+: <a class="el" href="structstan_1_1gm_1_1assignment.html#ad3690469ab15526cf947f92e2ae9aef3">stan::gm::assignment</a>
+</li>
+<li>autocorrelation()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab1de31b2bda945c27829ac7823bef3f2">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>autocovariance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a3d2a87745cfded05b30a8b517c4e5a88">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>available()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a581d87c0d6f4fbcc889fcda61d9da129">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>available_i()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a69f82bd5d88795b0012d04b239685858">stan::io::reader&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/functions_func_0x62.html b/doc/api/html/functions_func_0x62.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: Class Members - Functions</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<table cellspacing="0" cellpadding="0">
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
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+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li class="current"><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+<div id="MSearchSelectWindow"
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+&#160;
+
+<h3><a class="anchor" id="index_b"></a>- b -</h3><ul>
+<li>bare()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675">stan::io::cmd_line</a>
+</li>
+<li>bare_size()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#a5cfdf91b7237b7db7cd9ea0b7de571b6">stan::io::cmd_line</a>
+</li>
+<li>base_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#ac1d2bf71f98f15445b607766f5451bba">stan::mcmc::base_adapter</a>
+</li>
+<li>base_hamiltonian()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#aff93f8e3e83acfe9b8e6f88ed1a63c85">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>base_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a8c414cb92694b17a02b3d2a799499870">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>base_integrator()
+: <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#aca59e40275dc1404de7077455e267d3d">stan::mcmc::base_integrator&lt; H, P &gt;</a>
+</li>
+<li>base_leapfrog()
+: <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a633d75fe0c95602fe6546e5a2cb217ae">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>base_mcmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4fb817f487dc4fe86a91acca8109ac2a">stan::mcmc::base_mcmc</a>
+</li>
+<li>base_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a553804373eddffd3b7079fe7cf25a611">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>base_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#adc496c9b987be1297a40fa0e07e44fdf">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>base_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1base__var__decl.html#afbf37085102e8852cc11bf7d3cc4e07a">stan::gm::base_var_decl</a>
+</li>
+<li>basic_validate()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aee960e3728540789c2da4b55b95a6a14">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>begin_update_p()
+: <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a8db6aa8c6efa80ced2123390d02d1079">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a32f9d6a2fdca2ac0b81941bece5ada93">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>BFGSLineSearch()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a4979246eff3a7ea7e456ff6a78b9f947">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+<li>BFGSMinimizer()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a49e517b4678f438f201bea8576ca1b2f">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>BFGSOptions()
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#a73b45c4d12854633eaa946de5c3def7b">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>binary_op()
+: <a class="el" href="structstan_1_1gm_1_1binary__op.html#a78c4a1e12c510a73c172bc8155118678">stan::gm::binary_op</a>
+</li>
+<li>build_tree()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#abfa3f7a87c96c0021bbd4e9a87ad9f4b">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
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+  <div id="navrow1" class="tabs">
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+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
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+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li class="current"><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
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+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>central_interval()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#afc466fb86c162616dc6db2d4a6904e81">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>chain()
+: <a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html#a009196476cbeca0b4721a2615e275d10">stan::agrad::precomp_v_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae97f9740598ac7be4c3af5769a54ac19">stan::agrad::stored_gradient_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#aa0a84901028b116fad7020b30b926b98">stan::agrad::vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">stan::agrad::partials_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1chainable.html#a4d1b4d61c1b10d6da4ababce3d276592">stan::agrad::chainable</a>
+</li>
+<li>chainable()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a7a645b2e90197e1d6a0431707b7fad59">stan::agrad::chainable</a>
+</li>
+<li>chainable_alloc()
+: <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#a0e5e6212324cb2453fd58b961aa1f098">stan::agrad::chainable_alloc</a>
+</li>
+<li>chains()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ac3aa526b28133ca5e40369f1267abd51">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>cholesky_factor()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9572cd028cf0d073c45ab83ae6f4477e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac49f77d0cd4d89f3d06ac62515cfa809">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>cholesky_factor_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ae19a9b374feff362b4f32d0d8cb8a4df">stan::gm::cholesky_factor_var_decl</a>
+</li>
+<li>chunk_alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a51cecbbac945e0b108229b21ecd6abf7">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+</li>
+<li>cmd_line()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#a8b00f5947e12e84d1740116a05a4ca16">stan::io::cmd_line</a>
+</li>
+<li>cols()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a00df49ca9dbf61b2f6b1fc6c991c1fb9">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#adf662c7112e7274e630e07d7ac14c78a">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>comma()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a3b3dd2236e6e62005bad3a4dfbea6596">stan::io::csv_writer</a>
+</li>
+<li>command()
+: <a class="el" href="classstan_1_1io_1_1cmd__line.html#acffdc087dbbe052e4827b281e2c388f7">stan::io::cmd_line</a>
+</li>
+<li>complete_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>compute()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#adea90c563014600ac9d7aa05056db56d">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>compute_criterion()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#ab61a9ee4db3845a88adc78249e35c170">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac2961f3ce35af570405291a8011e1064">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#aa23ebe0b61e0ed91a9a94457e69e08da">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a61f9db95ebdc67274cdea0f479dc0a5e">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>compute_indent()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a1df06fb3f558fc0eecfce30d38f77359">stan::gm::argument</a>
+</li>
+<li>compute_next_window()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a99adff4a3380c627160d995b5584bf8e">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>conditional_statement()
+: <a class="el" href="structstan_1_1gm_1_1conditional__statement.html#a1abc13ef1fe45721706610334a3fc111">stan::gm::conditional_statement</a>
+</li>
+<li>constrained_param_names_visgen()
+: <a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#ab1fef3623722eef039191cf79b87e84b">stan::gm::constrained_param_names_visgen</a>
+</li>
+<li>cont_params()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">stan::mcmc::sample</a>
+</li>
+<li>contains_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a1865fdffc3451dd6460a5540c8e0912e">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a57b4df63029aa81a4ee3e93899722068">stan::io::var_context</a>
+</li>
+<li>contains_nonparam_var()
+: <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a6beb41e5c41785733e1cc6881eba82a9">stan::gm::contains_nonparam_var</a>
+</li>
+<li>contains_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#ac531d67fb8a74300ebbe014dfe367706">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#abaa6a87ecb4d45c29386f0de57b330f4">stan::io::var_context</a>
+</li>
+<li>contains_var()
+: <a class="el" href="structstan_1_1gm_1_1contains__var.html#a8d00ba5b2f7fcecec2baca23d1ddb200">stan::gm::contains_var</a>
+</li>
+<li>corr()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af409911d7c4b3996291884fbebecfd85">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aeaafba520a6ad5ae7654e24d46ffbb39">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa410515341701109fb937c14b101e20d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ab23e0b88e39d354121b66e6823e1cac9">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>corr_matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>corr_matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#a208b78416bf4d23b7b093014c19c03d2">stan::gm::corr_matrix_var_decl</a>
+</li>
+<li>corr_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>correlation()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#aaf76107a82d21ec2a1b49e436faa459b">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>cov_matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a6b0b034457a37f2eb7c27cec9b8e600d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cov_matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1ea7077509503ff9bf2777430cb70fcf">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>cov_matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>cov_matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#aebf75d147fbbf2ee7e8d52aa48a0fd76">stan::gm::cov_matrix_var_decl</a>
+</li>
+<li>covar_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a32edd1badb6af5fad1348168ab4d5d91">stan::mcmc::covar_adaptation</a>
+</li>
+<li>covariance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a1611771bf5fa3c15e528d26836aa2ac5">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>csv_writer()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a50ab9dce7685e32f9e7575a4aac66e0f">stan::io::csv_writer</a>
+</li>
+<li>curr_f()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afaba4589a2a29fd201c3642f06cc11c3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_g()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a9010c566033a5a18b1f7ece46811f552">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_s()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a76bc647acbfdad3f5f593ec940df8d84">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>curr_x()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a23c0ccc29dcf6eed8995300a8642f887">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li class="current"><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
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+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_d"></a>- d -</h3><ul>
+<li>data_i()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>data_r()
+: <a class="el" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>declare_array()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa021dda326a4032145da713d78091b30">stan::gm::local_var_decl_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1member__var__decl__visgen.html#a7cd6cbe9a4e154a4b47437ec8506b4a0">stan::gm::member_var_decl_visgen</a>
+</li>
+<li>denorm_min()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a60e936662fc9da655a32defc4b13c305">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#afc66e528e2fad364eb324e672d49fe86">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>dense_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#aacbf4525e5660fd18eaea038e54e10e2">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__nuts.html#a556e5c4e0ddf32b50ccd4bae8cb54e22">stan::mcmc::dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dense_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a3b437b07a44c6994c669ee8ae673e975">stan::mcmc::dense_e_point</a>
+</li>
+<li>dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__static__hmc.html#a8eae1f2e8a48c368ecd5d013099b692e">stan::mcmc::dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>description()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a49d0e69d3fbade5ba476bac73f68cb24">stan::gm::argument</a>
+</li>
+<li>df()
+: <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a5c832385e9d4792ccf2c4375e2b1ade3">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+</li>
+<li>diag_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#aa85e6a49b53531d5cd722666394fbd70">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__nuts.html#a2adb4853ab835ff95474e593750cc4f7">stan::mcmc::diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>diag_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a5cfefc79d93c982528c7cf957fdc20a2">stan::mcmc::diag_e_point</a>
+</li>
+<li>diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__static__hmc.html#a3188ee6bf11965a9e5a582302483f8fc">stan::mcmc::diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dims()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a6ada826cbef5e7ab4213efe629945d95">stan::io::dump_reader</a>
+</li>
+<li>dims_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a1bdf386abd7e81a9a287c6a59a48eac9">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a445c05ee5f0fbe9548cdbdc7b08d31f1">stan::io::var_context</a>
+</li>
+<li>dims_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#ad1a19a706880befca7fe4a3c4dc4a39f">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#ae1e90fd2b90b43267a5ab1c1b5cf880a">stan::io::var_context</a>
+</li>
+<li>disengage_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#af8eb7f179d54f984c61aa945ceb56492">stan::mcmc::base_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#aac70c0c7dc28e85fa793176e0f05b2e0">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a6b7d857c9b602525cbdddf78f18f5f52">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a7024d8a1794d7d3afa01a7cc92e1a734">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#a82b0383814a0aa603f06651c562ac649">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#afcc9890fefe667daf023826a054324b3">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a3b2afe0cec71096e356ac100014c9073">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>double_literal()
+: <a class="el" href="structstan_1_1gm_1_1double__literal.html#a99fefae4612adf8c085e2ce158bba7b3">stan::gm::double_literal</a>
+</li>
+<li>double_values()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#ac275a400d67c89a01d980fa2ea093ed3">stan::io::dump_reader</a>
+</li>
+<li>double_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1double__var__decl.html#ac777d487174edeba42d587ff70ebbf38">stan::gm::double_var_decl</a>
+</li>
+<li>DoubleVectorView()
+: <a class="el" href="classstan_1_1_double_vector_view.html#a574803fc6d532f052ffcce6b8cefac58">stan::DoubleVectorView&lt; used, is_vec &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#a73f42b82f90108127bcd8e4952328618">stan::DoubleVectorView&lt; true, false &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a2ed705a71ac46654258500ecdff057aa">stan::DoubleVectorView&lt; true, true &gt;</a>
+</li>
+<li>dphi_dq()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a1172afcf9fdfe07704c6fde165d2c65d">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#afdc9e9ca146ec4afc943f1643d1abf5c">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4ac1d9af0360d98a5f5725752d784d26">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>dtau_dp()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a42125a6efb109bad98202343bd4f16dc">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a52f1eecd0e71160cbe496af89ecb163e">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a02386e255cd255f066f9620d3dbb41f3">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a7f21e1814aac56a2be51674b07f70744">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dtau_dq()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#acb07208943a4c9a73baa825e5c164b5c">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#af61e96b9766092a3c161a020f440785d">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#af03722a421a4b8f8a21fb2f4ae65d98e">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>dummy_precision()
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#ae1b9c4f662ce5e4087ff27b4374116cf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>dump()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a05c2de349bdf89ef97e2940dfabe3064">stan::io::dump</a>
+</li>
+<li>dump_list()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#adeb591bec98817e4e2d3c049d672137f">stan::io::dump_writer</a>
+</li>
+<li>dump_member_var_visgen()
+: <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c22ce134acbfefce374269220cfd1d0">stan::gm::dump_member_var_visgen</a>
+</li>
+<li>dump_reader()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a60f0c45b98358118444362c4a954068f">stan::io::dump_reader</a>
+</li>
+<li>dump_structure()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#aeffcdc7277269597f6f9e0bbd6110ef8">stan::io::dump_writer</a>
+</li>
+<li>dump_var()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#a7f58183f74acada75a5dd61a83234502">stan::io::dump_writer</a>
+</li>
+<li>dump_writer()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#ad5f0fd7ec8b1fc78d6719cabb6caa0d9">stan::io::dump_writer</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members - Functions</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
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+  <div id="navrow1" class="tabs">
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
+      <li><a href="pages.html"><span>Related&#160;Pages</span></a></li>
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+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li class="current"><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+</div>
+
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+&#160;
+
+<h3><a class="anchor" id="index_e"></a>- e -</h3><ul>
+<li>effective_sample_size()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a37b1a6f5c8aa8cc7ecbce3008c4638b7">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>end_adaptation_window()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ae4b5c1e4712c89086d7f7e2c0463e245">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>end_update_p()
+: <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a4e043d1858bcbdaa2d84af24fadf0958">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a512ff7eeb698eb2aa276d10c77a25a2b">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>engage_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#a7e1c264d6a6091938373903c813b6a0b">stan::mcmc::base_adapter</a>
+</li>
+<li>epsilon()
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a9d192c3e8fe70d6ea68998877103ff6b">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a2f80ac604bf9bb4fd6d42d720264c803">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5080115d295c7180feb653a44bfb0724">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+</li>
+<li>evolve()
+: <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a9462d1729356a62c9d3264c81bfe2ea8">stan::mcmc::base_integrator&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aeaa5e375882c8792817432d5fb83cf1b">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>exists()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a29d85bf3018b2393c737dbb7d641ad32">stan::gm::variable_map</a>
+</li>
+<li>expl_leapfrog()
+: <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#a2e93db18fb24e447931497904ae42421">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>expr_type()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a3c5bf10403a3eeb277f097f4c596ab92">stan::gm::expr_type</a>
+</li>
+<li>expression()
+: <a class="el" href="structstan_1_1gm_1_1expression.html#a865d7dc525a001c8168f4d171922cd1b">stan::gm::expression</a>
+</li>
+<li>expression_grammar()
+: <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#a9a1dcf37552e3ba1eecc18cd4fe88528">stan::gm::expression_grammar&lt; Iterator &gt;</a>
+</li>
+<li>expression_type()
+: <a class="el" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">stan::gm::expression</a>
+</li>
+<li>expression_visgen()
+: <a class="el" href="structstan_1_1gm_1_1expression__visgen.html#a216c5cae399487b3a82c0e9005eb063c">stan::gm::expression_visgen</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li class="current"><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
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+</div><!-- top -->
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+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_f"></a>- f -</h3><ul>
+<li>fevals()
+: <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a77cd72166cb46c21e16c82f24dd84caf">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+</li>
+<li>find_arg()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#af6212284d6fbf9ee71cdc0563d9bf891">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a2428856fc920f6d7b4f50c1408bd9c9a">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a343a60ef80e0dd3eafe685141a6c3fa8">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a24aa833497801c7a66c8ef8c599181ce">stan::gm::categorical_argument</a>
+</li>
+<li>for_statement()
+: <a class="el" href="structstan_1_1gm_1_1for__statement.html#a34c29e8875104ecab7481e308626666e">stan::gm::for_statement</a>
+</li>
+<li>free_all()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa313a74350df2c4dabf4b61d63e4a2a9">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+, <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a">stan::memory::stack_alloc</a>
+</li>
+<li>free_memory()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a7f23c079bd16b3183a46bb250ec231ac">stan::agrad::vari</a>
+</li>
+<li>fun()
+: <a class="el" href="structstan_1_1gm_1_1fun.html#ac61c1007763bc47ad4bbf7142de638fb">stan::gm::fun</a>
+</li>
+<li>function_args()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aa4efef315371d95e3fe70fd042da3705">stan::gm::generate_init_visgen</a>
+</li>
+<li>fvar()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a8aa84b5da53f24362d9b04f6e248d3d9">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+</table>
+</div>
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+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
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+
+<h3><a class="anchor" id="index_g"></a>- g -</h3><ul>
+<li>generate_begin_for_dims()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aff830ed631f54eff36b9a643d14d0223">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>generate_buffer_loop()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_check_double()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#adb02e4312d893d26819ea0535e72a395">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_check_int()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#ad97c800e8b97eb5e99e15be9e731856e">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_csv_header_array()
+: <a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a8b2bffaeddce0015c69d6a300ce624de">stan::gm::write_csv_header_visgen</a>
+</li>
+<li>generate_declaration()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a1d115ad0f68566f36cb724b45a67c6a0">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_dims_array()
+: <a class="el" href="structstan_1_1gm_1_1write__dims__visgen.html#ab1da381e42f08f05b968b62ff8ed8df0">stan::gm::write_dims_visgen</a>
+</li>
+<li>generate_dims_loop_fwd()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a793258abd85f441fd2ca1a15d06e81a3">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_end_for_dims()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a84366f1b6aca2e4e6ce0dffbb65fd523">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>generate_increment()
+: <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">stan::gm::set_param_ranges_visgen</a>
+</li>
+<li>generate_increment_i()
+: <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a">stan::gm::set_param_ranges_visgen</a>
+</li>
+<li>generate_indent_num_dims()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a39fe228dfb30354fddb0bc9c3076fe78">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_init()
+: <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>generate_init_args()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#ac57a75ce0bdc9749ed24792421119511">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_init_vars_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a74161c591ed31e81372e5adbf9ae48d3">stan::gm::generate_init_vars_visgen</a>
+</li>
+<li>generate_init_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a245dc3d8b132021896c5f17d90901dc4">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_initialize_array()
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a5779f760dc12ada7971f2d8c009d45f3">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">stan::gm::write_csv_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a58d0d5f31f9a489b4cc23f5256f0b56f">stan::gm::write_array_visgen</a>
+</li>
+<li>generate_initialize_array_bounded()
+: <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a7efee35863c753717d4831e51d2f2419">stan::gm::init_local_var_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#adfabff813b3be4aa0d56dfe894ab1da4">stan::gm::write_csv_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a149aa727af8bfdd53d2e494eb75c9201">stan::gm::write_array_visgen</a>
+</li>
+<li>generate_local_var_init_nan_visgen()
+: <a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a49fb5d91eaa967066d5f5c39a64fa972">stan::gm::generate_local_var_init_nan_visgen</a>
+</li>
+<li>generate_loop_var()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>generate_name_dims()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aeb5f4afc816218d11e8e76222d766a08">stan::gm::generate_init_visgen</a>
+</li>
+<li>generate_param_names()
+: <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a2532b08b83077c52daedb50fc6864f44">stan::gm::write_param_names_visgen</a>
+</li>
+<li>generate_param_names_array()
+: <a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a797d0bdd948219ece7f55b13d9ab5bff">stan::gm::constrained_param_names_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#aa147cbae3df22ef747f281ccb73e8f4f">stan::gm::unconstrained_param_names_visgen</a>
+</li>
+<li>generate_type()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a9eac0e6e7549ecf508f56097b8beaaa5">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_void_statement()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa2abf6410868390e087ab93c583a5eaf">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>generate_write_loop()
+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">stan::gm::generate_init_visgen</a>
+</li>
+<li>get()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#af16b9b2424cf92cd3804908986d53ff1">stan::gm::variable_map</a>
+</li>
+<li>get_base_type()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#aca8dd3f11c916e9f3e960da5a54fabcd">stan::gm::variable_map</a>
+</li>
+<li>get_code_string()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adc021871519f45628bdd50446e3d4075">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>get_covar_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a78b53fec4bef5a7ba2e7531f416ba3a1">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>get_current_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a6e9333e00268e9ea5e0145a17bfbe4d2">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9b009709850567a0c8859c6184b79099">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_gamma()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#af73d1fae6249bec73f9a1b5d9993ff2f">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_kappa()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#aef3ef49e43ab17cd2d8c10a101603971">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0f7bee31ab516375f70c8b1857ecc095">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_max_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a29db7ce203e322ba14d06fe99d05806e">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_max_depth()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aef3fb41adbe18bbd10f31be06075d0f8">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_mu()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ad39004ce73f47a9a08ad523333a142dc">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_nominal_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a33aa7f0e7d733ca915e5bb4b77117fd1">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_num_dims()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a0aacb56aae39f1ee43126951336876ee">stan::gm::variable_map</a>
+</li>
+<li>get_origin()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a489c5362720bcea3520b36b8fbf139c3">stan::gm::variable_map</a>
+</li>
+<li>get_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">stan::mcmc::ps_point</a>
+</li>
+<li>get_params()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">stan::mcmc::ps_point</a>
+</li>
+<li>get_result_type()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#ae14f96665097dc1c77f89750e73e8af9">stan::gm::function_signatures</a>
+</li>
+<li>get_sample_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">stan::mcmc::sample</a>
+</li>
+<li>get_sample_params()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">stan::mcmc::sample</a>
+</li>
+<li>get_sampler_diagnostic_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a439ab0edaa1e186e5c0639dd30a367c7">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ab03fa8ffe91879f8bd8b364641c4de5a">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_sampler_diagnostics()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abcf75357ef756a2c74f9855386b3be47">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">stan::mcmc::base_mcmc</a>
+</li>
+<li>get_sampler_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a1f1085f2b4bd6b4e94fbce9f43243a6c">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a101e66c9b73da1301847477ace7caebb">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_sampler_params()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a7b804d04e40e371e8d543e78a6b1fc12">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a743d29144c3d7f6159995f71524abff9">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">stan::mcmc::base_mcmc</a>
+</li>
+<li>get_stepsize_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">stan::mcmc::stepsize_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#af38b99277aa2cf9af8bbf69c1e683c0a">stan::mcmc::stepsize_var_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>get_stepsize_jitter()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a17660d32d37d39df87f49ed0e8f97262">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a2c983e383003ed37eccb11bcaef22179">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>get_t0()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a12f4547328cdc7a469d3369568954d14">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>get_var_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a63d086dbff4db90650091784bd48e54a">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>grad()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#adafe2731ffff76ed74a84299633d70ac">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a800198f26824c242a030d7ab838b0a2c">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a0b4971e472f7ab5708535a9a87d8fc9c">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>grad_evals()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#aa39e8aa1b28762bd358986c11c67838a">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+<li>grad_norm()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#ae9f74939356da68cdb2763647fe5f1b7">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#abb069ceb36c44afad1ba03f97e8a097d">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
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+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a91c90fce61fb31c3a9bc079ff8a07d35">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
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+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
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+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
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+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>increment_log_prob_statement()
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+<li>instance()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a7f9782621df19462a0f088d0cf1542ff">stan::gm::function_signatures</a>
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+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a595a2345787b84d1cb763c5f45a2c749">stan::io::dump_reader</a>
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+: <a class="el" href="structstan_1_1gm_1_1int__var__decl.html#a47be885b904c190c2cdeae110ff4ca1c">stan::gm::int_var_decl</a>
+</li>
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+: <a class="el" href="classstan_1_1io_1_1reader.html#af1a2b111d918d34bfebf6bb3b821495f">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#a5614adc99ab468fdc3957c6444df46c7">stan::io::writer&lt; T &gt;</a>
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+<li>integer_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aeccd55003bc47a1eade2c75c20d0d13f">stan::io::reader&lt; T &gt;</a>
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+<li>integer_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1535fc6c26ecedd2aa25989853a09261">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9287c3669f5eea0a5b2f22708d26da67">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af9be53bcf3f435d5c25b07774853afa3">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa73203544d85c8e7f4a6e682edb8db4f">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a5dce1d461bcef2fda9d996fb07bb6782">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>integer_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa492d17e0aeaba5a082fc554d248048e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>inverse()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>is_default()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ea5538fe5533addc1f6795a4ac1eb49">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a1f1d85337d7e4d67ef688997d8418dbd">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#af72ce3805416a25c51304b5448dae967">stan::gm::valued_argument</a>
+</li>
+<li>is_double_return()
+: <a class="el" href="structstan_1_1gm_1_1validate__sample.html#a457fa512cf1ad5c13e3c1fb0e02e9adf">stan::gm::validate_sample</a>
+</li>
+<li>is_ill_formed()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#af9a85e43e814f13ccadd9640308b86de">stan::gm::expr_type</a>
+, <a class="el" href="structstan_1_1gm_1_1sample.html#ab2f55c7ff636a10cc46e1d86c401041d">stan::gm::sample</a>
+</li>
+<li>is_int()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#a17c0c96ad8cb3c3c362fa74384b45bb7">stan::io::dump_reader</a>
+</li>
+<li>is_present()
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a87b246d97afb366e67ae99984dc4540e">stan::gm::unvalued_argument</a>
+</li>
+<li>is_primitive()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a28728288384b1c9510ffe1a3cbb5efa3">stan::gm::expr_type</a>
+</li>
+<li>is_primitive_double()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a01d1300672955a943b60f1f7220371a7">stan::gm::expr_type</a>
+</li>
+<li>is_primitive_int()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a745e55e1e245badd91138475f8f7bddb">stan::gm::expr_type</a>
+</li>
+<li>is_uninitialized()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#ab7764c9ed32774d35c18d512d5c96f96">stan::agrad::var</a>
+</li>
+<li>is_univariate()
+: <a class="el" href="structstan_1_1gm_1_1validate__sample.html#aca344bafbf0b16055bc48307645f4c81">stan::gm::validate_sample</a>
+</li>
+<li>is_valid()
+: <a class="el" href="classstan_1_1gm_1_1arg__num__warmup.html#a3671f012b8c32dbc0cc470db0be437ff">stan::gm::arg_num_warmup</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__test__grad__eps.html#aa547cb6de6ea0e76098b79cce8e94cf7">stan::gm::arg_test_grad_eps</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__id.html#a477cdfd1a053c2e7b63bdadada63ff60">stan::gm::arg_id</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__init__alpha.html#ac40372ef2c1cbe5d9ede053b1014c003">stan::gm::arg_init_alpha</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__tolerance.html#a003c31f5f93a8a7f77ec46b7c9e2420c">stan::gm::arg_tolerance</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__thin.html#a98ba3e88a6641e25ca08d3c35ca68e68">stan::gm::arg_thin</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__refresh.html#a2ea73528686bcd3386826638346a7173">stan::gm::arg_refresh</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__delta.html#a916005859f965aabc1d829a7062ec424">stan::gm::arg_adapt_delta</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__gamma.html#a6fe8d59b8c1315ee5c6dc6b466698e19">stan::gm::arg_adapt_gamma</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__iter.html#a390a002c014d9d88c41ab5b224b0e771">stan::gm::arg_iter</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__test__grad__err.html#a449f28acf765be6f6998f1fabebc7b40">stan::gm::arg_test_grad_err</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__num__samples.html#aeca6a105ba2ef2e80ec02969bd581af2">stan::gm::arg_num_samples</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__int__time.html#a71716eb472c59395c6de8cbca1755c00">stan::gm::arg_int_time</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__t0.html#a98cacbc166aa6b2ceb14094dddc7fad6">stan::gm::arg_adapt_t0</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__adapt__kappa.html#a1b03b095c18343b8932d36aca1211e12">stan::gm::arg_adapt_kappa</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__max__depth.html#a30a8bb165ba3b981ab802337641bbe60">stan::gm::arg_max_depth</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a007c5b0d3f9498c45089075bb0c3c390">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__stepsize__jitter.html#acf9b3e56f3f411ecf82e0af58f05517d">stan::gm::arg_stepsize_jitter</a>
+, <a class="el" href="classstan_1_1gm_1_1arg__stepsize.html#a39d1b37895f28567618958d5b7df849d">stan::gm::arg_stepsize</a>
+</li>
+<li>iter_num()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7c686dded117ef891b9a0aff363a511d">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+</table>
+</div>
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
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+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li class="current"><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+</div><!-- top -->
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+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<li>key_set()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a6b48032da5b50b100fdb4ebcba899197">stan::gm::function_signatures</a>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</table>
+</div>
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+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
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+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
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+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li class="current"><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
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+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
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+        name="MSearchResults" id="MSearchResults">
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+</div>
+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
+<li>LDLT_factor()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#abdc7a01f87ac33c781d58a2d5ed2fd26">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a88d83ef1c8b2536fc47c2e822aabaee2">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>learn_covariance()
+: <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a6c50cab9f1bebe465e8c28db2a9581f4">stan::mcmc::covar_adaptation</a>
+</li>
+<li>learn_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>learn_variance()
+: <a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html#a52f68d10bf0c8628b395bf18a00ba34e">stan::mcmc::var_adaptation</a>
+</li>
+<li>list_argument()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#ac0e9e2d2392255d5d6576390c7560b89">stan::gm::list_argument</a>
+</li>
+<li>local_var_decl_visgen()
+: <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a64a2e460136e91077c77fccef2b34c0d">stan::gm::local_var_decl_visgen</a>
+</li>
+<li>log_abs_det()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>log_prob()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">stan::mcmc::sample</a>
+</li>
+<li>logp()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a6750ef181409d006239e8693a60daa85">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af86f9e2d5da6465c6fdaa435a7c48886">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>lowest()
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a14cfab12cd9b5df0f0663a7bb07fa35d">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/functions_func_0x6d.html b/doc/api/html/functions_func_0x6d.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li class="current"><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>matrix()
+: <a class="el" href="classstan_1_1io_1_1reader.html#afd2aeccae677df87006d976cbcae9fd2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a72043393997619c044478ced8a867f69">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#afcad89dd91b23010956526b523ed8c95">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a79b98ecf881169d6dd480caa096c0ed8">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a73a1d50b227b9488dc28ee98847aa100">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a13209c64b39d9c7515fb561ec788a516">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9007b1739c9738d88347f499e9a39021">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a0f4b5839e3bd701f2c586e7d31bb0dbf">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a280b0c933f7dae06f472e56432b45489">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#af70a11c24ac7cfba146d0864a05dcf9a">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a098679782a22794d929d982a1f1a147b">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a1120b4bda9918cce7944b2b857bed5f9">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>matrix_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html#a80c7b9b96497a250e4b9861131e515aa">stan::gm::matrix_var_decl</a>
+</li>
+<li>max()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a133cb21b688f8be5f5d86b523d2848c1">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab5052559ef909e48342d86185079a8f3">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+</li>
+<li>mcmc_writer()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>mean()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a9549bed51ad7dac77a4b27b849768049">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>member_var_decl_visgen()
+: <a class="el" href="structstan_1_1gm_1_1member__var__decl__visgen.html#a665f039f108df78a55e1ddf8651c6dca">stan::gm::member_var_decl_visgen</a>
+</li>
+<li>min()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ae238eb8551b8faa9ff191638541d48a6">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4442454f1562bcd4cd926cb45b5d16b9">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>minimize()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a27a804ca4bbe7923b8913ab38a8693a6">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>ModelAdaptor()
+: <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#a28c05023727eb49f55b51ec0dee8413e">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li class="current"><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
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+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>name()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a95e720fb0f0dda0b2be4201274fa47c8">stan::gm::argument</a>
+, <a class="el" href="structstan_1_1gm_1_1type__name.html#abf38a6f1fbe6d34e8fc4495423a5cd30">stan::gm::type_name&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1type__name_3_01unsigned_01int_01_4.html#af18249277270ae33f01976e0c8246736">stan::gm::type_name&lt; unsigned int &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1var__decl.html#a6df298e1c38d35a2fce94b5513df015b">stan::gm::var_decl</a>
+, <a class="el" href="classstan_1_1io_1_1dump__reader.html#aed540ae1e798ad34757a2a66c35ad054">stan::io::dump_reader</a>
+, <a class="el" href="structstan_1_1gm_1_1type__name_3_01double_01_4.html#a7acfdb1474ab32c35fb8f67a4612c611">stan::gm::type_name&lt; double &gt;</a>
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+, <a class="el" href="structstan_1_1gm_1_1type__name_3_01int_01_4.html#a467a9397f434235e89512bf3164f2c53">stan::gm::type_name&lt; int &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1type__name_3_01bool_01_4.html#a01b4d6b1873e3dabe9186193558d3e4a">stan::gm::type_name&lt; bool &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1type__name_3_01std_1_1string_01_4.html#a06316042d2aa143497f3306752d5bf14">stan::gm::type_name&lt; std::string &gt;</a>
+</li>
+<li>name_vis()
+: <a class="el" href="structstan_1_1gm_1_1name__vis.html#a3d6b32de01cd222ea3b016200ede6ed1">stan::gm::name_vis</a>
+</li>
+<li>names_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a965e639a5884ffd40d3849c8a706e145">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a2b1417a3a4b012539392eb6f44e8f059">stan::io::var_context</a>
+</li>
+<li>names_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#a4c287f947ed4205be9115f8d4dbffb0d">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#a9161afdc65cf035209fcb3da96f3affe">stan::io::var_context</a>
+</li>
+<li>NesterovGradient()
+: <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a185bdd404b884473cf22ad75a9b98ede">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>newline()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a676de0a0f10ef649af9dd81b1b91afab">stan::io::csv_writer</a>
+</li>
+<li>next()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#aed46c1062b3a19c22a7440b72f1c8ffd">stan::io::dump_reader</a>
+</li>
+<li>nonbasic_validate()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a3008b1b4caf900e42f94e2517c874c8f">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>note()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#addb17a450063c4caaa85de952927513c">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>num_chains()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_dims()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#abcd5fe81541025ae63595502b2db4673">stan::gm::expr_type</a>
+</li>
+<li>num_kept_samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_params()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>num_params_i()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">stan::model::prob_grad</a>
+</li>
+<li>num_params_r()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">stan::model::prob_grad</a>
+</li>
+<li>num_promotions()
+: <a class="el" href="classstan_1_1gm_1_1function__signatures.html#a9a6ad50ac8bbc4a95db624019121925d">stan::gm::function_signatures</a>
+</li>
+<li>num_samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a371c0c26bc0b62b1d1b33019fc66b66c">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">stan::prob::welford_var_estimator</a>
+, <a class="el" href="classstan_1_1mcmc_1_1chains.html#ae997b88b5d2aa188453748152b1b6c69">stan::mcmc::chains&lt; RNG &gt;</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#aa76e24fffa5e0bf733aafbaab942166e">stan::prob::welford_covar_estimator</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow1" class="tabs">
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
+      <li><a href="pages.html"><span>Related&#160;Pages</span></a></li>
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
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+  <div id="navrow4" class="tabs3">
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li class="current"><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
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+<h3><a class="anchor" id="index_o"></a>- o -</h3><ul>
+<li>op_ddv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__ddv__vari.html#a0dc6f08e56b65cd270dcc2f7939dacef">stan::agrad::op_ddv_vari</a>
+</li>
+<li>op_dv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__dv__vari.html#a25707782c6db0f4cd1fd99418e660eff">stan::agrad::op_dv_vari</a>
+</li>
+<li>op_dvd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__dvd__vari.html#aea81045cbb7574359c547974c1720745">stan::agrad::op_dvd_vari</a>
+</li>
+<li>op_dvv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__dvv__vari.html#a459bde977de6b15f8a9d045ca41c95d1">stan::agrad::op_dvv_vari</a>
+</li>
+<li>op_matrix_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a64359f048df8adbd625d3cf5e2f9f4d0">stan::agrad::op_matrix_vari</a>
+</li>
+<li>op_v_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#a9c8f4f7c998f9e01b7b062845dd02826">stan::agrad::op_v_vari</a>
+</li>
+<li>op_vd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html#a90dab6a33453cab385392989faed72a6">stan::agrad::op_vd_vari</a>
+</li>
+<li>op_vdd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#a422712bd9ca49f7295d63efd9db459e1">stan::agrad::op_vdd_vari</a>
+</li>
+<li>op_vdv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">stan::agrad::op_vdv_vari</a>
+</li>
+<li>op_vector_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a6171e0b248aae2c5a9ec3d056567ac49">stan::agrad::op_vector_vari</a>
+</li>
+<li>op_vv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vv__vari.html#a45481fc072e8b4792641ed211cb26431">stan::agrad::op_vv_vari</a>
+</li>
+<li>op_vvd_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html#a889fcc9443f84a8605049ca4cbe3fbe0">stan::agrad::op_vvd_vari</a>
+</li>
+<li>op_vvv_vari()
+: <a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html#aab31cc197ce983a6694f238551561dad">stan::agrad::op_vvv_vari</a>
+</li>
+<li>OperandsAndPartials()
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#aecabbb142f41aae42881a3b847b4f4e1">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>operator delete()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#ad1ea1170b887c7730a437a9e831e8c54">stan::agrad::chainable</a>
+</li>
+<li>operator new()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a1722e422e33d131e88ae9ca351b9e86c">stan::agrad::vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1chainable.html#ae78a7b4dfaf5f07c01f3d08f663caf06">stan::agrad::chainable</a>
+</li>
+<li>operator!=()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#abecd19ebe1a5e0a7bb382c86b0c47477">stan::gm::expr_type</a>
+</li>
+<li>operator()()
+: <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a3297c2fa3f7b613ecef9f81f3cac26f4">stan::gm::is_nil_op</a>
+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a4cc5cac2f665fc3bd5b2b200508a936c">stan::gm::contains_nonparam_var</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#af783c90b5deb3149733edc1d0bbb80da">stan::gm::validate_var_decl_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__dims__visgen.html#abfe9bcecd2b4081a1970a514dfa2f7bb">stan::gm::write_dims_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ae56af402e25685e48b72cf51a8a81db3">stan::gm::validate_var_decl_visgen</a>
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+, <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a5e2a04a8705c487b2b58bc48acb564d0">stan::gm::is_nil_op</a>
+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a8f62d373bb553ecde42728cbccf5abc1">stan::gm::contains_nonparam_var</a>
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+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#a9e95a4a6800ad32f799d8b8eb99c7d53">stan::gm::contains_nonparam_var</a>
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+, <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a4e2f1c39a4f283e4c13107a84093aa1e">stan::gm::write_param_names_visgen</a>
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+, <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a4fed00e3746cf933d44c1451091ff940">stan::gm::is_nil_op</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__visgen.html#aab15972d43af74f77cf26c2c2fec82bf">stan::gm::expression_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1member__var__decl__visgen.html#aad6bcbbf2b1ee90edee39b8e194d8682">stan::gm::member_var_decl_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#aaf7e806be4b3ad34f72b37b65f6d9f69">stan::gm::write_param_names_visgen</a>
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+, <a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ae9ad9fd29629c1a5fa7eaf95aef5d8d7">stan::gm::write_csv_header_visgen</a>
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+, <a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html#adb0fdd3e2c65d765607c3f30ba16aec8">stan::optimization::ModelAdaptor&lt; M &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type.html#a867deadb8d8aa863e91ba057584f88aa">stan::gm::validate_expr_type</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr3.html#ad00cc4a51aa05e4cac78c6da0c54755f">stan::gm::validate_int_expr3</a>
+, <a class="el" href="structstan_1_1gm_1_1set__var__type.html#a81e8e16e1f75675c8aa2e99a45230fdd">stan::gm::set_var_type</a>
+, <a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html#ad1b37475cdfb437df9fdaa2ba13a3bcc">stan::gm::add_expression_dimss</a>
+, <a class="el" href="structstan_1_1gm_1_1transpose__expr.html#aeca6b173a3530e7e56029c3f95d8dbc9">stan::gm::transpose_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1logical__negate__expr.html#a1a428268ae11c49de22066e600e5ce9c">stan::gm::logical_negate_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1negate__expr.html#a75cef8d0a29e9cb72a9f80f4ad2f6403">stan::gm::negate_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__division__expr.html#addc060e5b9609d1e16a8c749f8e81363">stan::gm::elt_division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr.html#a1df3b42b009deca11a8e01a437a67798">stan::gm::elt_multiplication_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1left__division__expr.html#a78883f0a7a5cad2f9654189fd5d834cf">stan::gm::left_division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1division__expr.html#a727db3527c40866ff8dd2709959fcbbf">stan::gm::division_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ab1fcfc4ab4f58ef149e8492fe967194c">stan::gm::write_csv_header_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1is__nil__op.html#a5e6feff96929c5ff3d8aed77b1aa4775">stan::gm::is_nil_op</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type.html#aa047855ac672fdda270a623cfe44f9dc">stan::gm::set_fun_type</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html#a4e15d9514eb63e9ddefa8bbede4b0fb5">stan::gm::validate_allow_sample</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr2.html#a462cc8619e7c1454119a75fa019b4d51">stan::gm::validate_int_expr2</a>
+, <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html#af7b8d2468ac908978b92fc852cbb0208">stan::gm::remove_loop_identifier</a>
+, <a class="el" href="structstan_1_1gm_1_1add__loop__identifier.html#a6b40d339f94aa76d22665c2f4328e095">stan::gm::add_loop_identifier</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__body.html#a95c4e95049a6f5175ad6e6d862f1e02e">stan::gm::add_while_body</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__condition.html#af1707344a4485a9844789de02036a99b">stan::gm::add_while_condition</a>
+, <a class="el" href="structstan_1_1gm_1_1unscope__locals.html#a5be53d7ab77a85c6002a787b8aa2dbe2">stan::gm::unscope_locals</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__as__statement.html#ad91df00b5b3c97d4ed401b0ac898f17c">stan::gm::expression_as_statement</a>
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+, <a class="el" href="structstan_1_1gm_1_1add__conditional__body.html#a329d5d20cbf88349147d98045ba2d79e">stan::gm::add_conditional_body</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__condition.html#aace3227298368df282a3c6fc29dea385">stan::gm::add_conditional_condition</a>
+, <a class="el" href="structstan_1_1gm_1_1subtraction__expr.html#af01e91cfb196709e94cba69ca6055f48">stan::gm::subtraction_expr</a>
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+, <a class="el" href="structstan_1_1gm_1_1binary__op__expr.html#ae729ce9f535a2edbfe88a313d3f7184e">stan::gm::binary_op_expr</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type2.html#a3727191c07f903e90039d085047aec77">stan::gm::set_fun_type2</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type2.html#a882be65b1df71e890016fb4f7751e962">stan::gm::validate_expr_type2</a>
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+, <a class="el" href="structstan_1_1gm_1_1expression__visgen.html#a63098914d92705be895c57e4adef150f">stan::gm::expression_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a2b7fc3532750391146c46bbf15ad605f">stan::gm::write_array_visgen</a>
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+</li>
+<li>operator*()
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+</li>
+<li>operator*=()
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+, <a class="el" href="classstan_1_1agrad_1_1var.html#a4ea7fa4896c40fce1c9d6cf2d59b695e">stan::agrad::var</a>
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+, <a class="el" href="classstan_1_1agrad_1_1var.html#a222ff48b7d30354f136787e634811809">stan::agrad::var</a>
+</li>
+<li>operator++()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#ac558947777c6867650377130fed604de">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator+=()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a8066e2b84e91f0993b63611d8ca9db4a">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression.html#a80b6ae53326a5bc334b0b64574d4687e">stan::gm::expression</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a7aed84a14a5c7f34bddc0d5a17a2c77f">stan::agrad::var</a>
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+, <a class="el" href="classstan_1_1agrad_1_1var.html#a64086c7c9362cf53e57551f8ed5add14">stan::agrad::var</a>
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+<li>operator--()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#a4b67eb3587d853feb8d7ca14cea9d1d0">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator-=()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#adc63a21e809772e4e1943dcde7d81501">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression.html#ab7fbe72fb912a2fa66c1084c69bfd1dd">stan::gm::expression</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a9265544f8ff15013032381543e917321">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#a7f0d2c15e16e20a61269259b7f7cc5b7">stan::agrad::var</a>
+</li>
+<li>operator-&gt;()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#af706ab2096ce340463d8794edb603a22">stan::agrad::var</a>
+</li>
+<li>operator/=()
+: <a class="el" href="structstan_1_1gm_1_1expression.html#a83a58233b24992d4a4ec01114522df90">stan::gm::expression</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#ae193444d7017bca48834761230b6cd76">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a51f4cc010b2c7c553c5ad138f53d2fd5">stan::agrad::fvar&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9">stan::agrad::var</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#acd050be117d173a998ddc0f3f6e2d00d">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>operator=()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">stan::mcmc::ps_point</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a944703d4016be32de3902eb090e78002">stan::gm::array_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1double__literal.html#ac89f8c39a91a251fb0af83e2af876d3f">stan::gm::double_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1int__literal.html#a1e480a251d65ebd3b68eb0d88886918e">stan::gm::int_literal</a>
+</li>
+<li>operator==()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#a40ff8512daac53614b78023e131f4638">stan::gm::expr_type</a>
+</li>
+<li>operator[]()
+: <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#acfe4d699397a114cabd8d970e569aac6">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view.html#a2d22664770b4a3061079683994cc5531">stan::DoubleVectorView&lt; used, is_vec &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a4ebd6fad997a99a0cb1ed71e4143befe">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a33373afd7da2f7adc9283b5e7b140868">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#a05bbd23ec952656521365f99d575a64c">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a6466225a392d75a98f0ae43c5f001820">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#aafd342f1f6f9851fd8f8e3494b36068e">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#aa8d34d4dd171acbd81d642aea1b8b61e">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view.html#abdd1705b880895c4e32e917fad70fb0b">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#a2d4a632cfb7533c7ab183c8437b9433c">stan::VectorView&lt; const double, false, false &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#afa380e5d11746837925198eeb8669299">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01true_01_4.html#a7b95c038ecbc5526605715fca51f6737">stan::DoubleVectorView&lt; true, true &gt;</a>
+, <a class="el" href="classstan_1_1_double_vector_view_3_01true_00_01false_01_4.html#adfc928699f9b1fdd936ff631ab68d405">stan::DoubleVectorView&lt; true, false &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#ab45edf39aad64a4093db924b02322af9">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a4ad5b26a8c5e46b57eec2e9622c13fbc">stan::agrad::op_vector_vari</a>
+</li>
+<li>ordered()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae5597679b7085f74c44ae623ef117410">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>ordered_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae371520b9f4d28912092b43c40fdccb3">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>ordered_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#af9e8b0cc64f52fe8b893aa68b24efe28">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>ordered_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html#a245a2f9aa050ab85b5586f98a7fa890d">stan::gm::ordered_var_decl</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members - Functions</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
+</script>
+  <div id="navrow1" class="tabs">
+    <ul class="tablist">
+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
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+               onmouseover="return searchBox.OnSearchSelectShow()"
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+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li class="current"><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
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+<div id="MSearchSelectWindow"
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+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_p"></a>- p -</h3><ul>
+<li>param_name()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a95881c6244f8c1a59de9dc1b2ada3fbe">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>param_range_i()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">stan::model::prob_grad</a>
+</li>
+<li>params_r()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#a3668e57491999e53bc083fa9ce7be0c2">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>parse()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a113f6a5169758e1c03370b0156f926e3">stan::io::stan_csv_reader</a>
+</li>
+<li>parse_args()
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#acc91054d8cad8ed7b123bfc008589f91">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#aa5fcc67aed6fecfb8b1b4b430fbe8f9e">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a70d41fb22dbc0d4b7be35ad12ee28cd8">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6ae2898ccb341e201a3f70af8d63b34f">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a43ec298199e879d2254b0b22a07932fd">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument.html#ab89f5fe38e4a01cd098d5c38b25b63bd">stan::gm::argument</a>
+</li>
+<li>partials_vari()
+: <a class="el" href="classstan_1_1agrad_1_1partials__vari.html#a8c03a1f677444ee503551cc9cc718467">stan::agrad::partials_vari</a>
+</li>
+<li>phi()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#aab16db232dd37b1227032249d01dd0b5">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#af866a9fc23c184997591e3377ad6e2bb">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4daa5d6148f56985b92397eb637868d8">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a132d41ed5cea3b3f4e83f4d27f6e0984">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>positive_ordered()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac3f49da1bc5719a4cd6da4b35f488b34">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>positive_ordered_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aedeee305b5de15af5e1e296a07649dc2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>positive_ordered_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#adf62c05a81fce5b27e1a2bdcd2eb51f3">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>positive_ordered_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html#af60da77bab73766c34a6322d0c75d129">stan::gm::positive_ordered_var_decl</a>
+</li>
+<li>precomp_v_vari()
+: <a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html#a3ca5c79bf568105418d1b0048a96967f">stan::agrad::precomp_v_vari</a>
+</li>
+<li>prev_f()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ab29933c9bf9263b7b165b589c0e1aba3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_g()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a846398bc345d84bab66dc1f1df9e95e0">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_s()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a902e16cc988e9ca31cace95dea86dfb7">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_step_size()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5fe16e6f70fed6e1911fe856cd52476e">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>prev_x()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a000b87bcf59d279ba44efec85f971078">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>print()
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a571a79c8271b50dee3a49641690773cf">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55f86d294e39ee6a422bdf1308fb3e5b">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a4b22c1fa6c57037233201ba7f800cf1a">stan::gm::valued_argument</a>
+, <a class="el" href="classstan_1_1io_1_1cmd__line.html#a7b567a1d5ff8fbfd102541ff7165f0a8">stan::io::cmd_line</a>
+, <a class="el" href="classstan_1_1gm_1_1argument.html#a00e74796257dff5e01e40a771a6bdc93">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a0d439a88a50a5497f76bbc5f020aaf91">stan::gm::argument_parser</a>
+</li>
+<li>print_adapt_finish()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_diagnostic_names()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_diagnostic_params()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_help()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#aa2e3ed12ca3904af93b24c42f8a008ff">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a9ab402e181e3de508c3a7b594cb67960">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a6d8744329f8af88ec15747b57851bc67">stan::gm::categorical_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a55d7f8d70a85d02895446acc7e9402ee">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">stan::gm::unvalued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a67c2fcf60e605b17de08ef051e54876c">stan::gm::valued_argument</a>
+</li>
+<li>print_sample_names()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_sample_params()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_statement()
+: <a class="el" href="structstan_1_1gm_1_1print__statement.html#aeebe03d9212e3ddbe4fabdaf4873a466">stan::gm::print_statement</a>
+</li>
+<li>print_timing()
+: <a class="el" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">stan::io::mcmc_writer&lt; M &gt;</a>
+</li>
+<li>print_usage()
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#aab87bcb3b493725f33fe83d51a402f92">stan::gm::argument_parser</a>
+</li>
+<li>print_valid()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a8b1ec553f2faad91f393a16301f283b7">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#aec1358b17e4ab6e88093d9601bd574ad">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a71e5e9f18b38112a0f37e631e06479c2">stan::gm::valued_argument</a>
+</li>
+<li>print_value()
+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a3d7db8f03b459a944745799cb17fbb22">stan::gm::valued_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a7fe07f7eb68fcbe07902f275c36a9de7">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a314ff92f87549d7b79966e5ff0148f27">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>printable()
+: <a class="el" href="structstan_1_1gm_1_1printable.html#a73fd1eca794d1abeedf35458c1298fcc">stan::gm::printable</a>
+</li>
+<li>printable_visgen()
+: <a class="el" href="structstan_1_1gm_1_1printable__visgen.html#a07ac177e70ed67abf0a8c104ae00c12b">stan::gm::printable_visgen</a>
+</li>
+<li>prob()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ad57e12e95a36df2d9448f6123e3d2cfa">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>prob_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a07a0565ad1ff42fe678bcb51ed748455">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>prob_grad()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a879682609a70983fde0ac281a6a3c5d0">stan::model::prob_grad</a>
+</li>
+<li>prob_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>probe_args()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a1d9fabf656c50a0e5bc3d5d47ca091aa">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#aaf5dc642547b460e7df60fd9a1e3a025">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__probe.html#a4754d08a83d1bdf23e18ceb1b16dc26a">stan::gm::argument_probe</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a0ffea05532b87732f82f2099e189306e">stan::gm::list_argument</a>
+, <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5d662cc0b84b02e3b3622a0eeec02bf7">stan::gm::categorical_argument</a>
+</li>
+<li>program()
+: <a class="el" href="structstan_1_1gm_1_1program.html#a3bdfcb0bc8822d6edd2253bda7dcbfdb">stan::gm::program</a>
+</li>
+<li>program_grammar()
+: <a class="el" href="structstan_1_1gm_1_1program__grammar.html#a37628310038c1d41ac858edc87763f6e">stan::gm::program_grammar&lt; Iterator &gt;</a>
+</li>
+<li>promote()
+: <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#adb1706254fcd6734bf986e2cd01b093f">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a357d5eb63ba812437c51640670cef745">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">stan::math::promoter&lt; F, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#ac8db3f3f3410059f5cae51383f1b38c2">stan::math::promoter&lt; T, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a9964d13b9f2f05efca2b21ac165210d8">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a525fc8cb91f5c4c22195cdb004b1eb0f">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+</li>
+<li>promote_to()
+: <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#a108a1ffe4c0560f0c0b384270ea801f1">stan::math::promoter&lt; T, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a7ed5c4e3899aca0cb2ed4cea530807af">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a46f61632d1bdeede4431d730b4251d37">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter.html#a892e350b17a5930b9de4a9ff05eddc39">stan::math::promoter&lt; F, T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a>
+</li>
+<li>ps_point()
+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">stan::mcmc::ps_point</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+    <ul class="tablist">
+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li class="current"><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
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+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+&#160;
+
+<h3><a class="anchor" id="index_q"></a>- q -</h3><ul>
+<li>quantile()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a56d312e2c426bff532c77b9156031023">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>quantiles()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab71e51ca47d8961e7a338a4275ddc718">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>quiet_NaN()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a8c903c018ba2cf816a16b981cd0148fd">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ac27177b2b7f896ddd695084b3616eae6">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li class="current"><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_r"></a>- r -</h3><ul>
+<li>range()
+: <a class="el" href="structstan_1_1gm_1_1range.html#a64e3d1cc595ede56d2c46cca8689cc95">stan::gm::range</a>
+</li>
+<li>read_adaptation()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#afa996f8c6897a2e40f3e5b44a26db0e3">stan::io::stan_csv_reader</a>
+</li>
+<li>read_header()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a7b816d25cface2d2236069cfc54367bf">stan::io::stan_csv_reader</a>
+</li>
+<li>read_metadata()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a882e750d8fb201dfa1cdb5e174f21957">stan::io::stan_csv_reader</a>
+</li>
+<li>read_samples()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a1ec68f0382342bfd8e7de9d823239247">stan::io::stan_csv_reader</a>
+</li>
+<li>reader()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa3ae88d711db3f2469c86131c28191ac">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>recover_all()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#a25506eb4680556464e3a52772bb09794">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+, <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d">stan::memory::stack_alloc</a>
+</li>
+<li>recover_memory()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a653f4d93055013f4b4332e2e992268c8">stan::agrad::vari</a>
+</li>
+<li>remove()
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#ab50a247ce7a5a9c041f02e51de75ab8c">stan::gm::variable_map</a>
+, <a class="el" href="classstan_1_1io_1_1dump.html#ae73ebbf7c924c54f04cb4cab5d3bb61c">stan::io::dump</a>
+</li>
+<li>restart()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">stan::prob::welford_var_estimator</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__adaptation.html#afc41c7354b21fd64eb4a3d5964b4e230">stan::mcmc::base_adaptation</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">stan::mcmc::stepsize_adaptation</a>
+, <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a0c6ce68d4fdde8df0bdcb5436aae9675">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>round_error()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#af3bf0d1a9d694cf2ab881c0a648ddaa7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#aaac0b0266785c7bd359eee49a89231a4">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>row_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a857c3ed31d34189e5768ef2475024b36">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a83f84052299bcadcd6bdf0273e7a48d4">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a91cbfaaef51a6f1537ae86c13403c8fc">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac2a358a28348483347a0c3d18587dcff">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2c478d495e007c8eba20f089a089c163">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a4cb4db5f423c38abdf0e3cb8f9d9188b">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ab1d1b3316dd321fdf4965d8843920800">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a044b59a59c26439b2bb2bc19071531d6">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a7e2430e335d19e695f50494130e9a183">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a956b2417c03f1f4645377fc06e1eee94">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>row_vector_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#afd20cc10409dce8c8f19dd7739bf05bb">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ac994c53580dee20c98e2734b889be4ad">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>row_vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html#aa014117956dbd7c14c2008ddef880824">stan::gm::row_vector_var_decl</a>
+</li>
+<li>rows()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a6ed9e0cd72d929449d5257f11b7aad45">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a481dd3025ce906d56ab57d6f33759426">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>run()
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#aec3ce42cbaf2a03d150a0ae70b72220e">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a62cd81217587325b39ccdd4668b13e7a">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a6e9d5e398a3e5602fa39b1938bb6f155">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html#ac2f97f18b6f0c481a111bbf82a4fc7e5">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li class="current"><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
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+&#160;
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>sample()
+: <a class="el" href="structstan_1_1gm_1_1sample.html#af848ffe2b840908129a6ec949f4ef881">stan::gm::sample</a>
+, <a class="el" href="classstan_1_1mcmc_1_1sample.html#a028816248fc7ec7dbee24d0e7ea621dc">stan::mcmc::sample</a>
+</li>
+<li>sample_covariance()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a5e36ff271130c52b707d261f0cf72205">stan::prob::welford_covar_estimator</a>
+</li>
+<li>sample_mean()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a025fef3ddbd1b600ff60f293757c7dda">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">stan::prob::welford_var_estimator</a>
+</li>
+<li>sample_p()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#a6226a2831ba574b3219536c5c3b31d42">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a4006b1b08873b2f09a4c7a718f4f7517">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a3207510e682d531885cc65e91b7e9af9">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>sample_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a3ac766b0cce7b20168fb576cc7b399af">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>sample_variance()
+: <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">stan::prob::welford_var_estimator</a>
+</li>
+<li>samples()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#aa00ee119c518e1912e3153be0797fbaf">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>scalar()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a804e3de3992c9f6a53c03596369dd1d0">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1436d19aa2acb5c139f7abccda0245c0">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a63d5909de270e2f187707c7bdfa1b2ba">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa9191795f375a3e3c5e048ca1eb045ba">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a13f36e576e51d8e9d72589133d7cf107">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a12299645ca45f2b765fea6fe14447733">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a841fbd5b6feddfbad117c3cb23f2844c">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_pos()
+: <a class="el" href="classstan_1_1io_1_1reader.html#acf5c5343597a44d4d2173881c7c68912">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_pos_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a45d5a9c201fb25c44f1bba987e64d387">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_pos_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a0711f8ca4117ca12cdb301e40838dc74">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa5e2f8eca996110fb2be2e436d583b62">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a21b4b63d07615a9d0a7c5de364a43a36">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>scalar_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a747459c1f2b0d23711d7d36f18269ed6">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>scalar_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a15d75c45cfa52d103ad5660283fdde45">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>sd()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#ab2763e38f54eb42ecaffe3202d2b945c">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>seed()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#af14724fbb8065467b10deeb4134c6e74">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>seq_view()
+: <a class="el" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ae570c324a14b81a018475195a77e4430">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a57ab58ed09da14b8efcf83b9d1528b88">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a706e3bea5d58f77fd9d6d427e64aa370">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a42ff5c63f8f83390fc7c585b41c0d5ed">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a2e9627b1092238710ed116adc7c1cab5">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ac35e60cb3f9e9f4dde81b8ed3b532a2b">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#ad82423565c559cd4e889350bc204319b">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+</li>
+<li>set_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1e6d6d34e50d9a5ff106f739ca81a851">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_gamma()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a7feb00e53bc871dc9e796668b65c95b7">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_kappa()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a5efe516ab71582fda45991235ea64a80">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_max_delta()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae53e9049abf738dd6e1a3c1d6d0fb5e2">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_max_depth()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ac587ab4dc49a366f588314cffce64471">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_mu()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_nominal_stepsize()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#ad9ecfad54327ebceea08415e8b1514c3">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a0219d73bf44be4797b47c150d349d261">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_nominal_stepsize_and_L()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a42697249fbc38355195528383ad7d08f">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_nominal_stepsize_and_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90ce61c9dce1d02419f4488efb4950a3">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_param_ranges_visgen()
+: <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a260565c9456f52828d4dab2472536c8c">stan::gm::set_param_ranges_visgen</a>
+</li>
+<li>set_stepsize_jitter()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#aa049a77cf8131f53a707a3a976fa3c11">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#ab7f3e3cfb7c79053aec34e27647a573a">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>set_t0()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1afb2430aad55e460826f70db13bae9c">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>set_type()
+: <a class="el" href="structstan_1_1gm_1_1variable.html#accf431520ba5cee016d698e01f089b37">stan::gm::variable</a>
+</li>
+<li>set_value()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a71e1284e9af67ce97dc32baa943a59a9">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>set_warmup()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a6bb363076e9988fb98ee7241456e06b0">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>set_window_params()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">stan::mcmc::stepsize_covar_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a9de24f09147a18ab6974426a518ba691">stan::mcmc::stepsize_var_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a818edfc11176b8ebc0bdb1b1d9c3319c">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>set_zero_adjoint()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a6cb7ffe4555cbba60c2136053d2c2a5f">stan::agrad::chainable</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#a1b9805e76f3afcb3199d8455c577a4dc">stan::agrad::vari</a>
+</li>
+<li>signaling_NaN()
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a2f08955d86f725887a49949ebef19626">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c69e978e7814b7215f29a2e57a73993">std::numeric_limits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>simplex()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a9b15c1f051764a8a50a08c5880f810bb">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>simplex_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1fa21fc736a271ff845ffddc5ecae125">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>simplex_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ae9bc049dd109093051e7db16aa18be56">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>simplex_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html#a9f61771cca77cde06b1e0723d4b8471a">stan::gm::simplex_var_decl</a>
+</li>
+<li>singleton_argument()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#af6cb0a5be1281e4f5e3c6889fa50eaa9">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>size()
+: <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ab81a7a5c2de89631c7aec2ab701854a1">stan::math::seq_view&lt; T, std::vector&lt; std::vector&lt; T &gt; &gt; &gt;</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#a6611078e47e0bb3d017e78e29f194036">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#af0560b5a659dae6c49afae0b3657e8f2">stan::agrad::op_vector_vari</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">stan::math::seq_view&lt; T, S &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a3284abfb2471ad555d43a8693658c5ec">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07185ddaf17963a5724ddc2c62208922">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a3a6031049d11ce5429727dcbe5e29130">stan::math::seq_view&lt; T, std::vector&lt; S &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">stan::math::seq_view&lt; T, std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#af56447dd766a3a5a9d6c97b0a2de9563">stan::math::seq_view&lt; double, std::vector&lt; int &gt; &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1seq__view_3_01_t_00_01_eigen_1_1_matrix_3_01_s_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a8c830a8c9c9c431a71a89cf4b996b27e">stan::math::seq_view&lt; T, Eigen::Matrix&lt; S, 1, Eigen::Dynamic &gt; &gt;</a>
+</li>
+<li>size_cont()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#aadbb128a85fb6d72df04d3097acfc3e5">stan::mcmc::sample</a>
+</li>
+<li>size_of()
+: <a class="el" href="structstan_1_1size__of__helper.html#a8f7056983b7948acf66a2e8b3e37e855">stan::size_of_helper&lt; T, is_vec &gt;</a>
+, <a class="el" href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4.html#af0810fc0270af209916e67d5defe4b7d">stan::size_of_helper&lt; T, true &gt;</a>
+</li>
+<li>solve()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#a94d5fa0c327e9f55e1fc90734040c845">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>solveRight()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aed238516181016209dbe39a879146092">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>split_arg()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#ab68a5c3e2ba856a6717ffe71b7968f53">stan::gm::argument</a>
+</li>
+<li>split_potential_scale_reduction()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a2ae7c29a53d548f408ddc9a9d894d767">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>stack_alloc()
+: <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b">stan::memory::stack_alloc</a>
+</li>
+<li>stan_csv_adaptation()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#a80dd57392300524f88f68f09959a1918">stan::io::stan_csv_adaptation</a>
+</li>
+<li>stan_csv_metadata()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#abb84cf3a6ecfaceb2fe108180e9897eb">stan::io::stan_csv_metadata</a>
+</li>
+<li>stan_csv_reader()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a959ed39477ffd99a18b8ee217f6ad457">stan::io::stan_csv_reader</a>
+</li>
+<li>stan_csv_timing()
+: <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#acbab41cb7a74d799bafda67688bf3e8e">stan::io::stan_csv_timing</a>
+</li>
+<li>statement()
+: <a class="el" href="structstan_1_1gm_1_1statement.html#a7edde6e19d06ecabc83b4d0b20287f8c">stan::gm::statement</a>
+</li>
+<li>statement_2_grammar()
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a124bb789c4c06388a498dffc981b1726">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_grammar()
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#af39ce5043643ec014ef8f16ed32fa9a8">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_visgen()
+: <a class="el" href="structstan_1_1gm_1_1statement__visgen.html#a5b426890ad86afc18588037d3acd1cdf">stan::gm::statement_visgen</a>
+</li>
+<li>statements()
+: <a class="el" href="structstan_1_1gm_1_1statements.html#afd82e89ed40745f135579777e52e2277">stan::gm::statements</a>
+</li>
+<li>std_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a72a39fbd649e5be85b0f20ac00721c35">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>step()
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#adfa1ece56a78fbd805212d31179da105">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af3e12bb8b1db3c38fcbd359f6c7f5bc9">stan::optimization::NesterovGradient&lt; M &gt;</a>
+</li>
+<li>stepsize_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a288d386b790bc25abc7a2b7f93bddb00">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>stepsize_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">stan::mcmc::stepsize_adapter</a>
+</li>
+<li>stepsize_covar_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>stepsize_var_adapter()
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a1599b792341a655efeeebadf15c08d63">stan::mcmc::stepsize_var_adapter</a>
+</li>
+<li>stored_gradient_vari()
+: <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#af779bcf6d92cccf16672907758f5bedc">stan::agrad::stored_gradient_vari</a>
+</li>
+<li>subarguments()
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#a5ca383118480518414b2b5b52bc42dfb">stan::gm::categorical_argument</a>
+</li>
+<li>success()
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#aa9e011b37205e0bfa198c9f032d19edb">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+</li>
+<li>sum()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#a289e9e869da8e29e78fa6c6c5bb9bddf">stan::math::accumulator&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: Class Members - Functions</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
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+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li class="current"><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+&#160;
+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>T()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a4f3adba6ad80e9b538e57bd655362eee">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
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+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a0a6a65c2291eac1e13ee48f4ed61f636">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>tangent()
+: <a class="el" href="structstan_1_1agrad_1_1fvar.html#aa9f2f0107f7a9e3d92de38b615d22dd6">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>tau()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#ad8b4d7e8c1cdfb0b98520bc6b6b3c5a2">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
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+</li>
+<li>term_grammar()
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a190b57b393dca19c78dbe5e8e88d4cba">stan::gm::term_grammar&lt; Iterator &gt;</a>
+</li>
+<li>to_var()
+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+<li>to_vec()
+: <a class="el" href="classstan_1_1io_1_1var__context.html#a936afdc0abaf478ad05baaa9e5c899ed">stan::io::var_context</a>
+</li>
+<li>transition()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aceabaf9d1acdf64b0d084e354ede9564">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#a18ea2702c10597236f0ea359f251c9f5">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aad1ceb75b092cdefe079b2c81275f501">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a1dfaa6a5fe56df79856bc2f3789e9895">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#ab1732e3ce940a436110a7cf8a0f17aac">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
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+, <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a7db6fa5aedf5f35ceadca297f28f9914">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>type()
+: <a class="el" href="structstan_1_1gm_1_1expr__type.html#adb52e22aa9f56f528c4a5305ae562364">stan::gm::expr_type</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</table>
+</div>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
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+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
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+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li class="current"><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
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+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
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+</div>
+
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+&#160;
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>unary_op()
+: <a class="el" href="structstan_1_1gm_1_1unary__op.html#a98e5a64686af8cefd3293e1925c2a3b1">stan::gm::unary_op</a>
+</li>
+<li>unconstrained_param_names_visgen()
+: <a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a0fe661e868b54bff65d31a93d2c9e86e">stan::gm::unconstrained_param_names_visgen</a>
+</li>
+<li>unit_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#acdbee1cba43deae117af1312703ab2b4">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">stan::mcmc::unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_e_point()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__point.html#a8ab0ffea3990bf0b8cdb289e1f7327ef">stan::mcmc::unit_e_point</a>
+</li>
+<li>unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>unit_vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a6b8ebf459013095c8bef590c5e7f2dd2">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>unit_vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aafcb145538d7414947c3420b652ad962">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>unit_vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#aa0f2b9b17db03235f4cd3f90092ac6d0">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>unit_vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html#a76baa9fd153a608c6d4e0b4077ddd1bc">stan::gm::unit_vector_var_decl</a>
+</li>
+<li>unvalued_argument()
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">stan::gm::unvalued_argument</a>
+</li>
+<li>update()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a72b6cc15dc1f074e871fbd77c3d49ed8">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>update_q()
+: <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#aafd8bbf5fcf3ac4246ce798bbe085098">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1expl__leapfrog.html#ab0ac437892b1206c0bb581e5db52ba0e">stan::mcmc::expl_leapfrog&lt; H, P &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
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+<!-- end header part -->
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+    </ul>
+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li class="current"><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>V()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a833128e107a090d7b285ca34a80c6881">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>val()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1io_1_1cmd__line.html#a44c058f7d1a236d9fdc95720191e8bd2">stan::io::cmd_line</a>
+, <a class="el" href="structstan_1_1agrad_1_1fvar.html#a4a8422fc2fcf430e05a5a05cf3c14fe0">stan::agrad::fvar&lt; T &gt;</a>
+</li>
+<li>valid_value()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a73dd9564f755fa41db8dfad1186ba269">stan::gm::list_argument</a>
+</li>
+<li>validate_array()
+: <a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a36abc2dc33d5d8053dbe93a30444fca4">stan::gm::validate_transformed_params_visgen</a>
+</li>
+<li>validate_dims()
+: <a class="el" href="classstan_1_1io_1_1var__context.html#a6b4a742d7a221312bc81fc4fdd9bf011">stan::io::var_context</a>
+</li>
+<li>validate_transformed_params_visgen()
+: <a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a7a4e7704245e4a73bc886041c82c91e5">stan::gm::validate_transformed_params_visgen</a>
+</li>
+<li>validate_var_decl_visgen()
+: <a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a271a3fadedfb0fe40560244c26f4aef4">stan::gm::validate_var_decl_visgen</a>
+</li>
+<li>vals_i()
+: <a class="el" href="classstan_1_1io_1_1dump.html#ac9a6ba06213461f7d86c5823813de2bd">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#ae491a228dc66136ed04f9d22b18386d2">stan::io::var_context</a>
+</li>
+<li>vals_r()
+: <a class="el" href="classstan_1_1io_1_1dump.html#aa9b7bc08c1152a313e90b74ade5338b5">stan::io::dump</a>
+, <a class="el" href="classstan_1_1io_1_1var__context.html#aaf3c30da7aa7a81b67d0cb3a480a5295">stan::io::var_context</a>
+</li>
+<li>value()
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a7c7d0321e410a7cf3cecfcda7ddbaa4a">stan::gm::singleton_argument&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1gm_1_1list__argument.html#a5c53e1ae1cbfea372b538425868f0c42">stan::gm::list_argument</a>
+</li>
+<li>values()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a0e44b787e5dd125a719e8ea75d621ceb">stan::gm::list_argument</a>
+</li>
+<li>var()
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146">stan::agrad::var</a>
+</li>
+<li>var_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html#a6a890bf02c8dba36880f8e273b2f9549">stan::mcmc::var_adaptation</a>
+</li>
+<li>var_decl()
+: <a class="el" href="structstan_1_1gm_1_1var__decl.html#a9557a2d4d9e64c5bccc65c7110c726f5">stan::gm::var_decl</a>
+</li>
+<li>var_decls_grammar()
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ae9971b3fb03092c02d4f4d12a9d05277">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>var_resizing_visgen()
+: <a class="el" href="structstan_1_1gm_1_1var__resizing__visgen.html#ac5178b0a38aa8258bcbf689ae03d895b">stan::gm::var_resizing_visgen</a>
+</li>
+<li>var_size_validating_visgen()
+: <a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html#ade6d9d7b7a8904cf3d32ff16283143cc">stan::gm::var_size_validating_visgen</a>
+</li>
+<li>vari()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#add6d0976a3103aebe8b529fb3a4aede3">stan::agrad::vari</a>
+</li>
+<li>variable()
+: <a class="el" href="structstan_1_1gm_1_1variable.html#a4d6553f00364503f9b3c1b09cce2742a">stan::gm::variable</a>
+</li>
+<li>variable_dims()
+: <a class="el" href="structstan_1_1gm_1_1variable__dims.html#a58ef01ac93eb73561446431890023fcb">stan::gm::variable_dims</a>
+</li>
+<li>variance()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a5e82c2ed22640dc97e77000030cad474">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>vector()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ac7cbe04c9a1439e20b27c3cf612bd963">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a393939c8de7bd2609b069424244b005a">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lb()
+: <a class="el" href="classstan_1_1io_1_1reader.html#ae6eeeaea16178783def48d93e92e502e">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lb_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a8edd356b9b6575e74458dfc36fd1079c">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lb_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#ad47362a39537ff1b5d771780ee652d2b">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_lub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#acfa86e4338c499595998dd4dc0b58c6d">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#aa0eb51076e214b1cfee60b70260186c8">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_lub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a2cd367320f480096f724c2e180f6abfe">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_ub()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a35d1322b79079e9227ae225a480807db">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_ub_constrain()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a7c62e6ad093def5f59767807a3c46b74">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>vector_ub_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a4d032dfecf63d6cc4f4fbe9acfbf1d26">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_unconstrain()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a5fac170691f85ce21490c654985c2880">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>vector_var_decl()
+: <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html#a75bee96d48f65c3656c0195e9ddd658c">stan::gm::vector_var_decl</a>
+</li>
+<li>VectorView()
+: <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a8a70c613d18b72f45466591168f354dc">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#aa8cf0eb6c25b3e6e7ab4164d3327cab3">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01double_00_01false_00_01false_01_4.html#af57df094db378d9da317b93d23c34ab1">stan::VectorView&lt; const double, false, false &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#a1a2167039be334fe553432580f7ec4ee">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#a144dc75865388d9e80c153d6651a9bab">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+</li>
+<li>verbose_evolve()
+: <a class="el" href="classstan_1_1mcmc_1_1base__leapfrog.html#a514877fc7879757485b997d90074393d">stan::mcmc::base_leapfrog&lt; H, P &gt;</a>
+</li>
+<li>visgen()
+: <a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">stan::gm::visgen</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li class="current"><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_w"></a>- w -</h3><ul>
+<li>warmup()
+: <a class="el" href="classstan_1_1mcmc_1_1chains.html#a4a6916b3af4d4f7ecf848a4587157e2d">stan::mcmc::chains&lt; RNG &gt;</a>
+</li>
+<li>welford_covar_estimator()
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a185e1767d0634b283c66f8d845bb42d7">stan::prob::welford_covar_estimator</a>
+</li>
+<li>welford_var_estimator()
+: <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#adcb9ab77cf1496f0d81a605e4b503608">stan::prob::welford_var_estimator</a>
+</li>
+<li>while_statement()
+: <a class="el" href="structstan_1_1gm_1_1while__statement.html#a3d22ddf0941379465a1d233308baa78c">stan::gm::while_statement</a>
+</li>
+<li>whitespace_grammar()
+: <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html#aa64db66377f7420f39162295148f2582">stan::gm::whitespace_grammar&lt; Iterator &gt;</a>
+</li>
+<li>windowed_adaptation()
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a80584644c847ec89734ec4dd578ce6af">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>write()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#ac4e076bd6f52bae564b785cb868bac5a">stan::io::csv_writer</a>
+, <a class="el" href="classstan_1_1io_1_1dump__writer.html#a7505270979a70bd19a2893f33a0ba346">stan::io::dump_writer</a>
+</li>
+<li>write_array()
+: <a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a981030df9dd0720a86077e98a3b7c2f0">stan::gm::write_csv_vars_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a46d1925738b1d24f2a0f849165d9193c">stan::gm::write_array_vars_visgen</a>
+</li>
+<li>write_array_vars_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a28c75cf8b30d7a8e7121b325c34b028c">stan::gm::write_array_vars_visgen</a>
+</li>
+<li>write_array_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#afeb5e731732edea5c690dc4b44503557">stan::gm::write_array_visgen</a>
+</li>
+<li>write_col_major()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#ac301f64044fc4f019df0ceea3223434d">stan::io::csv_writer</a>
+</li>
+<li>write_csv_header_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a7931a3de7356bb9013a56703434f57c9">stan::gm::write_csv_header_visgen</a>
+</li>
+<li>write_csv_vars_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#aa0072ea087bb79c27ce204ef8b7d7421">stan::gm::write_csv_vars_visgen</a>
+</li>
+<li>write_csv_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a9da769ec38611f0cd1cc785bedb35b31">stan::gm::write_csv_visgen</a>
+</li>
+<li>write_dims_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__dims__visgen.html#a1ab14d8dc3ff1affdc050a81590124d2">stan::gm::write_dims_visgen</a>
+</li>
+<li>write_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__point.html#a9a5591a32c9768f2dd6e80f92b16cf93">stan::mcmc::dense_e_point</a>
+, <a class="el" href="classstan_1_1mcmc_1_1diag__e__point.html#a8002286217f14c53715bffe395b9755d">stan::mcmc::diag_e_point</a>
+, <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a5bee8061481a677349a329a037afed1a">stan::mcmc::ps_point</a>
+</li>
+<li>write_param_names_visgen()
+: <a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#ac4dd97f7d6688523100d412bcd7bfa59">stan::gm::write_param_names_visgen</a>
+</li>
+<li>write_row_major()
+: <a class="el" href="classstan_1_1io_1_1csv__writer.html#a52c5a9818363f72590cc1f3f2a70ab02">stan::io::csv_writer</a>
+</li>
+<li>write_sampler_param_names()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a08b235a3894d765791330ab7b0c5d473">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#ae79f7f88b5156db27898504be9560a49">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a2555bcff40b4656f370c751bfe06e9ab">stan::mcmc::base_mcmc</a>
+</li>
+<li>write_sampler_params()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aabe0eae0ae8241775760102c74053e6c">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a26e2e7facb3998237644d7320c8db501">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a4c30ef76ab8e9f78e46b1984b29c7f26">stan::mcmc::base_mcmc</a>
+</li>
+<li>write_sampler_state()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a10f416fdcd1a9eb9aab56f63c0fda786">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a84c87e49136f89f49511bf46b2001f2b">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>writer()
+: <a class="el" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51">stan::io::writer&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/functions_func_0x7a.html b/doc/api/html/functions_func_0x7a.html
new file mode 100644
index 00000000000..1ee1e3c8db6
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
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+    </ul>
+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li class="current"><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+</div>
+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_z"></a>- z -</h3><ul>
+<li>z()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a7b9f7a04975626ce6ea23a81d903b325">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members - Functions</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/javascript">
+  $(document).ready(function() { searchBox.OnSelectItem(0); });
+</script>
+<link href="doxygen.css" rel="stylesheet" type="text/css" />
+</head>
+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
+</script>
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+    <ul class="tablist">
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+    </ul>
+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li class="current"><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="functions_func.html#index__"><span>_</span></a></li>
+      <li><a href="functions_func_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_func_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_func_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_func_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_func_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_func_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_func_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_func_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_func_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_func_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_func_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_func_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_func_0x7a.html#index_z"><span>z</span></a></li>
+      <li class="current"><a href="functions_func_0x7e.html#index_0x7e"><span>~</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
+
+<!-- iframe showing the search results (closed by default) -->
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+<iframe src="javascript:void(0)" frameborder="0" 
+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_0x7e"></a>- ~ -</h3><ul>
+<li>~accumulator()
+: <a class="el" href="classstan_1_1math_1_1accumulator.html#a298d4088fbfdfca98d2c8e36a5ea4f1c">stan::math::accumulator&lt; T &gt;</a>
+</li>
+<li>~adapt_dense_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__nuts.html#ac74d2958a5e578cdd10e844237e36500">stan::mcmc::adapt_dense_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_dense_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__dense__e__static__hmc.html#ae81ad6f37f41e6a587c36e9e369a425f">stan::mcmc::adapt_dense_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_diag_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__nuts.html#a53e11fcb574220f40be06e43e7744a74">stan::mcmc::adapt_diag_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_diag_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__diag__e__static__hmc.html#a4f2a2e5b2046f456483ef4eed6aa7822">stan::mcmc::adapt_diag_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_unit_e_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__nuts.html#a615794e2c10bcda9dd7f3aba29903f28">stan::mcmc::adapt_unit_e_nuts&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~adapt_unit_e_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1adapt__unit__e__static__hmc.html#a4001b78d765ab895a38b569ec915d9f6">stan::mcmc::adapt_unit_e_static_hmc&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~argument()
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a58068b14405201e7fde123047e251dc0">stan::gm::argument</a>
+</li>
+<li>~base_hamiltonian()
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a16a9150dc16c40c1e137ff1462f1d53f">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>~base_mcmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a7c8f525f093ac911bab10f619e7736fe">stan::mcmc::base_mcmc</a>
+</li>
+<li>~base_nuts()
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a84f3b26c2dd43965496766cdd6ba1245">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>~base_static_hmc()
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#aab5a4f0ef94b01b624262a2484d7047b">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>~categorical_argument()
+: <a class="el" href="classstan_1_1gm_1_1categorical__argument.html#ae72c69a4cbf867643694227c006c53a4">stan::gm::categorical_argument</a>
+</li>
+<li>~chainable()
+: <a class="el" href="classstan_1_1agrad_1_1chainable.html#a962b7191aa156e1f1714ba4750971636">stan::agrad::chainable</a>
+</li>
+<li>~chainable_alloc()
+: <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html#acc8ec0b3e4b6c1ef9c4f6bb03fd57eca">stan::agrad::chainable_alloc</a>
+</li>
+<li>~chunk_alloc()
+: <a class="el" href="classstan_1_1memory_1_1chunk__alloc.html#aa69ee56e6bd33c0beffbe798c2bf81e1">stan::memory::chunk_alloc&lt; T, Tnchunks_per_block &gt;</a>
+</li>
+<li>~dense_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1dense__e__metric.html#ab8327239e30c1ac20c624f2d0d2a22dc">stan::mcmc::dense_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~diag_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1diag__e__metric.html#a64127ae540bb5ad55b871a94e0684236">stan::mcmc::diag_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~dump_reader()
+: <a class="el" href="classstan_1_1io_1_1dump__reader.html#aff43241b7509e1877e4bca83e292fff1">stan::io::dump_reader</a>
+</li>
+<li>~dump_writer()
+: <a class="el" href="classstan_1_1io_1_1dump__writer.html#a69f9822358de693b3de8acf4e8dbae1b">stan::io::dump_writer</a>
+</li>
+<li>~list_argument()
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a21e0538351cb27f121f7307111bb9998">stan::gm::list_argument</a>
+</li>
+<li>~prob_grad()
+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">stan::model::prob_grad</a>
+</li>
+<li>~reader()
+: <a class="el" href="classstan_1_1io_1_1reader.html#a679801e4a7936f90c13e9a6498745314">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>~sample()
+: <a class="el" href="classstan_1_1mcmc_1_1sample.html#a20ad72aee8c1982a32277a374401f6db">stan::mcmc::sample</a>
+</li>
+<li>~stack_alloc()
+: <a class="el" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf">stan::memory::stack_alloc</a>
+</li>
+<li>~stan_csv_reader()
+: <a class="el" href="classstan_1_1io_1_1stan__csv__reader.html#a53321a2f3045ed4cec11c77413f18759">stan::io::stan_csv_reader</a>
+</li>
+<li>~unit_e_metric()
+: <a class="el" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa895987fa4375871ea9c523455bcf090">stan::mcmc::unit_e_metric&lt; M, BaseRNG &gt;</a>
+</li>
+<li>~vari()
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#aa95acf2a60125ef1083a0b929cf39adb">stan::agrad::vari</a>
+</li>
+<li>~writer()
+: <a class="el" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5">stan::io::writer&lt; T &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <td style="padding-left: 0.5em;">
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+      <li><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li class="current"><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
+
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+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="contents">
+&#160;<ul>
+<li>operator&lt;&lt;
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a3545860122fa159c57e23dd0fbfbf5cd">stan::agrad::var</a>
+, <a class="el" href="classstan_1_1agrad_1_1vari.html#abd24d4e4eb6b0c65c8447bd2cc73b200">stan::agrad::vari</a>
+</li>
+<li>var
+: <a class="el" href="classstan_1_1agrad_1_1vari.html#a335628f2e9085305224b4f9cc6e95ed5">stan::agrad::vari</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/javascript">
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
+</script>
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
+      <li><a href="pages.html"><span>Related&#160;Pages</span></a></li>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li class="current"><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="#index_h"><span>h</span></a></li>
+      <li><a href="#index_i"><span>i</span></a></li>
+      <li><a href="#index_l"><span>l</span></a></li>
+      <li><a href="#index_m"><span>m</span></a></li>
+      <li><a href="#index_n"><span>n</span></a></li>
+      <li><a href="#index_p"><span>p</span></a></li>
+      <li><a href="#index_r"><span>r</span></a></li>
+      <li><a href="#index_s"><span>s</span></a></li>
+      <li><a href="#index_t"><span>t</span></a></li>
+      <li><a href="#index_v"><span>v</span></a></li>
+    </ul>
+  </div>
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+<!-- window showing the filter options -->
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+
+<div class="contents">
+&#160;
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>array_vec_t
+: <a class="el" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">stan::io::writer&lt; T &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_e"></a>- e -</h3><ul>
+<li>expression_t
+: <a class="el" href="structstan_1_1gm_1_1expression.html#abae5cb68846d118c4e78e11afbaa4826">stan::gm::expression</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_h"></a>- h -</h3><ul>
+<li>HessianT
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a80b2c5e6ef5839aa3a580a9a9a37de64">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>idx_t
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#afa2cfdf9357f5d63982f8ff00b4c6916">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
+<li>LhsScalar
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>map_matrix_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a05f161f2ef596f356d249afbb0b43ca6">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>map_row_vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a71946c44faafcf4669f3cfde52816633">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>map_vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#a1285611f704d4a3ec0d0e10ff98206d4">stan::io::reader&lt; T &gt;</a>
+</li>
+<li>matrix_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#aded74129931435c293b0fd0885535d93">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">stan::io::writer&lt; T &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>Nested
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#aa313e91d6d8163393d270e3c70ad50cf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>NonInteger
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_p"></a>- p -</h3><ul>
+<li>printable_t
+: <a class="el" href="structstan_1_1gm_1_1printable.html#a0fe5ff9b4d1c7581f75ab444b6e9828b">stan::gm::printable</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_r"></a>- r -</h3><ul>
+<li>range_t
+: <a class="el" href="structstan_1_1gm_1_1variable__map.html#a2da97e3733b1c7695abd1eef547df69e">stan::gm::variable_map</a>
+</li>
+<li>Real
+: <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>
+</li>
+<li>ResScalar
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+</li>
+<li>result_type
+: <a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">stan::gm::visgen</a>
+</li>
+<li>ReturnType
+: <a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html#ae4eab286198b6597cf9fb9f009facfde">Eigen::internal::scalar_product_traits&lt; double, stan::agrad::var &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html#a7a3a05b2596fc2bf37c31456c2f5646e">Eigen::internal::scalar_product_traits&lt; stan::agrad::var, double &gt;</a>
+</li>
+<li>RhsScalar
+: <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>
+</li>
+<li>row_vector_t
+: <a class="el" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">stan::io::writer&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1reader.html#a9266295ff05e7617d42304c90e485b52">stan::io::reader&lt; T &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>Scalar
+: <a class="el" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">stan::agrad::var</a>
+</li>
+<li>scalar_t
+: <a class="el" href="classstan_1_1_vector_view_3_01const_01_t_00_01is__array_00_01throw__if__accessed_01_4.html#ab4284d2fe6f3e884e2bc9ec7c5621372">stan::VectorView&lt; const T, is_array, throw_if_accessed &gt;</a>
+, <a class="el" href="classstan_1_1_vector_view.html#a2a17f256f923b7271b7008682995c072">stan::VectorView&lt; T, is_array, throw_if_accessed &gt;</a>
+</li>
+<li>size_type
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a226a632082480f5715a8ef2979719fa1">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+, <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ad21eca557d202a3f2f1db369f08afb89">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+</li>
+<li>statement_t
+: <a class="el" href="structstan_1_1gm_1_1statement.html#ab5c314341c7dd06f32786185b5689314">stan::gm::statement</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>type
+: <a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html#acf9da899e777ac9cfb14f120a5a4e6e7">stan::gm::validate_expr_type2::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">stan::return_type&lt; T1, T2, T3, T4, T5, T6 &gt;</a>
+, <a class="el" href="structstan_1_1scalar__type_3_01_t_01_5_01_4.html#a38f00242ece28298968a43f30508c940">stan::scalar_type&lt; T * &gt;</a>
+, <a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">stan::scalar_type&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="structstan_1_1scalar__type.html#aa9068e42d81d7091f822df126fe932b7">stan::scalar_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07a4e818504882fb191b9d3a5ba6677a">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ab0c2ebfaeaf2d18b25665573a01dab1e">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html#aefecb429647f6ad44faa02cb233050da">stan::is_vector&lt; std::vector&lt; T &gt; &gt;</a>
+, <a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html#a438013ddac03fc30456a132b069b6db7">stan::is_vector&lt; const T &gt;</a>
+, <a class="el" href="structstan_1_1is__vector.html#a5384dc7751d6efdfd7b7bd9ccc442ca2">stan::is_vector&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html#a6e1bfc775f016451ab261ecede07402c">stan::math::pass_type&lt; int &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html#adee94e36436cf8e5628e961330047738">stan::math::pass_type&lt; double &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">stan::math::pass_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type_3_01int_01_4.html#aa10e456268690936392e9ea31e24645f">stan::math::store_type&lt; int &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html#a36449fc098f0ee60b5e078771f5395e8">stan::math::store_type&lt; double &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1store__type.html#a4911dad4e7692aae90f6a93466a3e88b">stan::math::store_type&lt; T &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">stan::math::common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">stan::math::common_type&lt; std::vector&lt; T1 &gt;, std::vector&lt; T2 &gt; &gt;</a>
+, <a class="el" href="structstan_1_1math_1_1common__type.html#aab77e3179df5479c1531afad8687a83f">stan::math::common_type&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html#a27afcd81cf29e2a4e3cd1456a9580998">stan::gm::validate_expr_type::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html#a3561c5435c7ea45b40819bb2937b792d">stan::gm::validate_int_expr3::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html#ab76768683b619416b7df951add24cf65">stan::gm::set_var_type::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__expression__dimss_1_1result.html#ac7ba6f938007515f8585e7f3edfa17fd">stan::gm::add_expression_dimss::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1transpose__expr_1_1result.html#a46200139ae3022913240e7afb1e1a98f">stan::gm::transpose_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1logical__negate__expr_1_1result.html#a4f04e5a391864ce1cd4e295b38800aa9">stan::gm::logical_negate_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1negate__expr_1_1result.html#ae3983d7993aa29e8d6c9b488dcde6312">stan::gm::negate_expr::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html#a96008a34740a7ff158716517993aa6f0">stan::gm::elt_division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html#acd68e9b5d774c889c1064e1350495620">stan::gm::elt_multiplication_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html#ae7eade30901e506aca5bd0b4a7296595">stan::gm::left_division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1division__expr_1_1result.html#a18185a370c691f1eea0847551e78ed83">stan::gm::division_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html#a0ab75c7570d913a4a3122048e092b76a">stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html#af8b27e490e0b8ddeaba4c65ee5dff707">stan::gm::set_fun_type_named::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type_1_1result.html#a8a3b4372dd614aed3ed3e683a9e93cea">stan::gm::set_fun_type::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__allow__sample_1_1result.html#a35e630d24e687699327b33e071c2a993">stan::gm::validate_allow_sample::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__int__expr2_1_1result.html#ac09fa987115620b2b268f7050ea2b53c">stan::gm::validate_int_expr2::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html#a651b017053ea891677678fd434ae2b6a">stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__loop__identifier_1_1result.html#ad8cb4be555a262642d21fbca93669692">stan::gm::add_loop_identifier::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html#a14b5d10c7fd59660a6d9070f2adb50a0">stan::gm::add_while_body::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__while__condition_1_1result.html#a3355eac5ec601747e940106ca5a9553c">stan::gm::add_while_condition::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html#a78057309e7356062ee1abf3978fb75ad">stan::gm::unscope_locals::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__as__statement_1_1result.html#aa817fc2a2eab202b696d81dc5054a233">stan::gm::expression_as_statement::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__sample_1_1result.html#ad554b4aaf143a4c535708ac7ee56a12f">stan::gm::validate_sample::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html#a8ed777fd03014c406553a98a2092d597">stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html#af12e1aa0082754acf1218bd767b65f97">stan::gm::add_conditional_body::result&lt; T1, T2 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html#a7ae524581e60adf8ec58ff362d123b04">stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html#a83d53c7bf088539887e8d349745dbbd3">stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html#abbb7eba785d1bf2b37be6983c21abde2">stan::gm::addition_expr::result&lt; T1, T2, T3 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op__expr_1_1result.html#a6613b3bbad33fe2edf7b1337ff10c4ab">stan::gm::binary_op_expr::result&lt; T1, T2, T3, T4, T5 &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1set__fun__type2_1_1result.html#a797bb1fd338a65fa9377535addd51aa2">stan::gm::set_fun_type2::result&lt; T1, T2 &gt;</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>var_decl_t
+: <a class="el" href="structstan_1_1gm_1_1var__decl.html#a053ae171df165a1fba298555456bb7ee">stan::gm::var_decl</a>
+</li>
+<li>vector_t
+: <a class="el" href="classstan_1_1io_1_1reader.html#acc7ad774f8ec903caa164a9ac1e78b30">stan::io::reader&lt; T &gt;</a>
+, <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html#af45bef442ce47a3821c2c19292283ecd">stan::optimization::BFGSLineSearch&lt; M &gt;</a>
+, <a class="el" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">stan::io::writer&lt; T &gt;</a>
+</li>
+<li>VectorT
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ae26c7119488745c9d70158da1bc1d2ae">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Class Members - Variables</title>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="index.html"><span>Main&#160;Page</span></a></li>
+      <li><a href="pages.html"><span>Related&#160;Pages</span></a></li>
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+  </div>
+  <div id="navrow2" class="tabs2">
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+
+<h3><a class="anchor" id="index__"></a>- _ -</h3><ul>
+<li>_adapt_base_window
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ae25e5dc1480c6e553d65e24beb964dec">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_adapt_flag
+: <a class="el" href="classstan_1_1mcmc_1_1base__adapter.html#aef437ec008b42d9364f0165bd783a4de">stan::mcmc::base_adapter</a>
+</li>
+<li>_adapt_init_buffer
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a7a79530d16f82b9d8beb0961b4bb1018">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_adapt_next_window
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a0b3771ea39bc3fd60c43aea960b2df98">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_adapt_term_buffer
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a81191d64fdfb010c997a538d479a270a">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_adapt_window_counter
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ab589266e966065c3088e6b02c73ad1e3">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_adapt_window_size
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a9b669ff236cb187f69901064ce4835d3">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_alloc
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01stan_1_1agrad_1_1var_00_01_r_00_01_c_01_4.html#ac161188fa80c04c2affb499c81e8b3bd">stan::math::LDLT_factor&lt; stan::agrad::var, R, C &gt;</a>
+</li>
+<li>_alpha
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ad45ecfae1cf522aeccd74690e3ca5ab1">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_alpha0
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#ace039fd8789a6eba09a0fbc15584f003">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_alphak_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#afc093ad16e0b1c8668463303ccc03429">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_arguments
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a123bcf0183cb6bbe71068ff187a67e67">stan::gm::argument_parser</a>
+, <a class="el" href="classstan_1_1gm_1_1argument__probe.html#a92cda768d0cd100860a9de7e3b1b6838">stan::gm::argument_probe</a>
+</li>
+<li>_bad_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a6c77999833a1f8e580fb13f76af3c4be">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_constrained
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a3fb0b88831bbc32580be800e735654ef">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_counter
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_covar_adaptation
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">stan::mcmc::stepsize_covar_adapter</a>
+</li>
+<li>_cursor
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#ad55e26c7c3dad56b1755e7ff48ad105a">stan::gm::list_argument</a>
+</li>
+<li>_default
+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#abca552e2f3f5a60700aef0fb4b7e2982">stan::gm::valued_argument</a>
+</li>
+<li>_default_cursor
+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#ad83ee16d6f572997bd75a2e573ebad6b">stan::gm::list_argument</a>
+</li>
+<li>_default_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a09f10b878343aa0cce9e33a5cf7f8032">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_delta
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_depth
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#acb7e67dd254cab229429fcead7f18248">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_description
+: <a class="el" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">stan::gm::argument</a>
+</li>
+<li>_epsilon
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a0d4321fe558ad0295196d79c5525a777">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_epsilon_jitter
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1eb0217fe58fa1a2e4d0691831f062d6">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_err_stream
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#a38c1899ffa57046d3da3ac5496ac4a8e">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7db84e905cea2560e6a223656594c393">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>_estimator
+: <a class="el" href="classstan_1_1mcmc_1_1covar__adaptation.html#a58ed3f592a8a0ef46f440c9174ec439d">stan::mcmc::covar_adaptation</a>
+, <a class="el" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">stan::mcmc::var_adaptation</a>
+</li>
+<li>_estimator_name
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a3a5f0f2df10b1e0e5431a97d9edc0a83">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_fk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a75288a0a0783ca985d0539f82a47a800">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_fk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a244de3265b928cb15d10069931641a83">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_func
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a02a192467c7706cf70db60141a3615f6">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_gamma
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_gk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8bf1d09f17e9a5665d3dcc821f153d33">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_gk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#aef94fd725067fd7fede3bc48a3b62c7b">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_good_value
+: <a class="el" href="classstan_1_1gm_1_1singleton__argument.html#a69fa41809718b5093ddff19c515beeee">stan::gm::singleton_argument&lt; T &gt;</a>
+</li>
+<li>_hamiltonian
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a1181763cca26e4cde7db08023709bceb">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_help_flag
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a8756ce3f3d1e6a9ee3076439d5af15a7">stan::gm::argument_parser</a>
+</li>
+<li>_integrator
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a2f9b84971fc6b6ef1e46ff480b514240">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_is_present
+: <a class="el" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">stan::gm::unvalued_argument</a>
+</li>
+<li>_itNum
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6a7e635b790a21bf66419b240c08936f">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_kappa
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_ldlt
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a8b5218fc992daacb2748f6ea34a437b6">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_ldltP
+: <a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#aa41484403512f2b107922d0d7fc5c63d">stan::math::LDLT_factor&lt; double, R, C &gt;</a>
+</li>
+<li>_m
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">stan::prob::welford_var_estimator</a>
+</li>
+<li>_m2
+: <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">stan::prob::welford_covar_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">stan::prob::welford_var_estimator</a>
+</li>
+<li>_max_delta
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a32c5b1250b06867e5bfad17cb33943b7">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_max_depth
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#aca7e01df1dadea953191cb0818e45e2f">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_method_flag
+: <a class="el" href="classstan_1_1gm_1_1argument__parser.html#a0d7e3677a25c3602d9491c5876cb398c">stan::gm::argument_parser</a>
+</li>
+<li>_model
+: <a class="el" href="classstan_1_1mcmc_1_1base__hamiltonian.html#a7c187e854abd5b0aca8726cbfab86a21">stan::mcmc::base_hamiltonian&lt; M, P, BaseRNG &gt;</a>
+</li>
+<li>_mu
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_n_divergent
+: <a class="el" href="classstan_1_1mcmc_1_1base__nuts.html#a103b33df985e433f37a56ee0626a7861">stan::mcmc::base_nuts&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_name
+: <a class="el" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">stan::gm::argument</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">stan::mcmc::base_mcmc</a>
+</li>
+<li>_nom_epsilon
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a514b2e6f2d9481218709b1a16747f8a6">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_note
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a85128ba7124ddd7e9e604df71a9c71c5">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_num_samples
+: <a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">stan::prob::welford_var_estimator</a>
+, <a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">stan::prob::welford_covar_estimator</a>
+</li>
+<li>_num_warmup
+: <a class="el" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a49833a6e927a0e7dec9a82d756626e16">stan::mcmc::windowed_adaptation</a>
+</li>
+<li>_opts
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a2f69cfce2ab1a2004dd6687df21b565a">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_out_stream
+: <a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html#ab021a0550faee8630a30990d7ebf7b88">stan::mcmc::base_mcmc</a>
+, <a class="el" href="classstan_1_1mcmc_1_1base__integrator.html#a4cc219f3069be428aa6a74c01d08d333">stan::mcmc::base_integrator&lt; H, P &gt;</a>
+</li>
+<li>_rand_int
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a06d0bc3d17266ca80823487f6a6e1180">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_rand_uniform
+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#a5970ff139255992393ebd05cd8cc68f0">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+<li>_s_bar
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">stan::mcmc::stepsize_adaptation</a>
+</li>
+<li>_sk
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a7cef3ef923dfd139bb8bb6990b6d47f1">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_sk_1
+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a972b1176a858cd4c3209c6d1629953af">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
+</li>
+<li>_stepsize_adaptation
+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">stan::mcmc::stepsize_adapter</a>
+, <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#aed1abeb55985ad65b435e7a7ced9d4d5">stan::mcmc::stepsize_var_adapter</a>
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+</li>
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+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">stan::mcmc::stepsize_adaptation</a>
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+: <a class="el" href="classstan_1_1gm_1_1valued__argument.html#a8a47f35a2b7426e96bbed0739714b767">stan::gm::valued_argument</a>
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+: <a class="el" href="classstan_1_1gm_1_1list__argument.html#a784a4d1f183a4404936d25136e27b0f7">stan::gm::list_argument</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">stan::mcmc::stepsize_var_adapter</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">stan::mcmc::stepsize_adaptation</a>
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+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a6107a86ad15de26b4dd7c8877a892331">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
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+: <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html#a5659d96d4d5d37d72cb62ab6b747eb7a">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1base__hmc.html#abaa8c5f40b664481b188c8342f3917db">stan::mcmc::base_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
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+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
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+      <li><a href="functions_vars_0x68.html#index_h"><span>h</span></a></li>
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+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
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+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_vars_0x78.html#index_x"><span>x</span></a></li>
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+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
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+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a5dd804a343d097dabe18f8a48701accb">stan::io::stan_csv_metadata</a>
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+, <a class="el" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">stan::gm::distribution</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a26de2c2e4c1319f282766524f991d065">stan::gm::array_literal</a>
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+<li>args_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#a6e06cb76720538efdb14c0c2ada2d370">stan::gm::term_grammar&lt; Iterator &gt;</a>
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+<li>assignment_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#aa3deabcf92016a9afde6ce09215288ff">stan::gm::statement_grammar&lt; Iterator &gt;</a>
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+, <a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html#ac48a55ac9e4fe37c975bc0da3795e5cc">stan::agrad::op_vdd_vari</a>
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+, <a class="el" href="classstan_1_1agrad_1_1op__v__vari.html#ae8e93664ac7970bf32c2289f6b8d23fd">stan::agrad::op_v_vari</a>
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+</li>
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+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li><a href="functions.html"><span>All</span></a></li>
+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_vars.html#index__"><span>_</span></a></li>
+      <li><a href="functions_vars_0x61.html#index_a"><span>a</span></a></li>
+      <li class="current"><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
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+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a8a1a3bc0f32b4484648ba7ed1cc1e6ec">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#ad957f342afb9aa4d0e838486885f31d3">stan::mcmc::nuts_util</a>
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+   &#160;<span id="projectnumber">1.3</span>
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+<li>d_
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+: <a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html#afb98edd9fb9584921e7ef283e5c9478e">stan::agrad::stored_gradient_vari</a>
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+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_vars_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
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+   <div id="projectname">Stan
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+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ad516d6dd56d51063f07ba00a55a40c61">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
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+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c82808a270534c93824fa6ad9d03654">std::numeric_limits&lt; stan::agrad::var &gt;</a>
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+<li>is_specialized
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_vars_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_vars_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_vars_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
+      <li class="current"><a href="functions_vars_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
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+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
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+<li>L_
+: <a class="el" href="classstan_1_1mcmc_1_1base__static__hmc.html#a90fa0670ef5e51de2534f25c0a34a2c7">stan::mcmc::base_static_hmc&lt; M, P, H, I, BaseRNG &gt;</a>
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+: <a class="el" href="structstan_1_1gm_1_1binary__op.html#a08aaf31f8a247550eac0475e4a260a10">stan::gm::binary_op</a>
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+: <a class="el" href="structstan_1_1gm_1_1statements.html#a277fff5acdb257537ee927d68d7fa139">stan::gm::statements</a>
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+: <a class="el" href="structstan_1_1gm_1_1increment__log__prob__statement.html#a7ba573d094c1453cf8e425eb2bf8a48e">stan::gm::increment_log_prob_statement</a>
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+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#a825716d6d5b78da51a930844d3b33ccf">stan::mcmc::nuts_util</a>
+</li>
+<li>low_
+: <a class="el" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">stan::gm::range</a>
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+      <li><a href="functions_vars_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_vars_0x67.html#index_g"><span>g</span></a></li>
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+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
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+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
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+, <a class="el" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">stan::gm::base_var_decl</a>
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+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">stan::model::prob_grad</a>
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+: <a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html#a4ae05b02b6c5a839f43a1815e7714c49">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
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+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_o"></a>- o -</h3><ul>
+<li>o_
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+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a9e7481c3a94cac4e78006f7c10fb9cab">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">stan::mcmc::ps_point</a>
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+: <a class="el" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">stan::model::prob_grad</a>
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+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+: <a class="el" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">stan::mcmc::ps_point</a>
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
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+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
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+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_vars_0x78.html#index_x"><span>x</span></a></li>
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+&#160;
+
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+<li>random_seed
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#a11e87094a178f9c9942cd7e2f5d7bd02">stan::io::stan_csv_metadata</a>
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+, <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html#aaa8d18715438632ddf572e90dea01973">stan::gm::vector_var_decl</a>
+, <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html#a2f731ff1b9109a953a4b145f5ab35dec">stan::gm::row_vector_var_decl</a>
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+<li>range_brackets_double_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a0aaf89ef89fa49d93c4b5b23b37be1ff">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>range_brackets_int_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a09e210333cb4aa7173c8b3f80fde5208">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
+<li>range_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#aac6aeaf9cbe3c714711c2d3e387c941e">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+, <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a6dc40f704e7efaccfc1a7886a051773f">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>rho
+: <a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#ae62684f34eac1552c27bed815c2e4ea3">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a>
+</li>
+<li>right
+: <a class="el" href="structstan_1_1gm_1_1binary__op.html#a8c4d835d3bf96f0163e265f824130210">stan::gm::binary_op</a>
+</li>
+<li>round_style
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1c70d1cf58dba42f0bb1987810ae07a7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
+, <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a87a2f9fb70b542ca087f476622d51a57">std::numeric_limits&lt; stan::agrad::var &gt;</a>
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+<li>row_vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a2ead8250ab9ab408323ca23af20cd734">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
+</li>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
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+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_vars.html#index__"><span>_</span></a></li>
+      <li><a href="functions_vars_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_vars_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_vars_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_vars_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_vars_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li class="current"><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
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+&#160;
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>sample_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a3058435c851fca6533f0a859e06e32f2">stan::gm::statement_grammar&lt; Iterator &gt;</a>
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+<li>samples
+: <a class="el" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">stan::io::stan_csv</a>
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+: <a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">stan::io::stan_csv_timing</a>
+</li>
+<li>save_warmup
+: <a class="el" href="structstan_1_1io_1_1stan__csv__metadata.html#aeb01b3bd545cb53379cc3d9b4965574a">stan::io::stan_csv_metadata</a>
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+<li>sign
+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#a1a1ff33b599f6046e6137d127a641b5e">stan::mcmc::nuts_util</a>
+</li>
+<li>simplex_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#a3fb24659ce9b09c18ac09acc4079510f">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+<li>size_
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+</li>
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+</li>
+<li>stan_version_patch
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+: <a class="el" href="structstan_1_1gm_1_1for__statement.html#a88a12e92114b27b638669beb3a4fa795">stan::gm::for_statement</a>
+, <a class="el" href="structstan_1_1gm_1_1program.html#a68db9c547c8a9a585860305efa83ee38">stan::gm::program</a>
+, <a class="el" href="structstan_1_1gm_1_1statement.html#a42dac92fef21d4502828e531cc6ea4b9">stan::gm::statement</a>
+</li>
+<li>statement_2_g
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a711cbab281b543290a3efa6012ef39c1">stan::gm::statement_grammar&lt; Iterator &gt;</a>
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+<li>statement_2_r
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#ade56d3d85cad306fb8a918671335bc26">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_g
+: <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a71b74b870a48887d16af27eb90154492">stan::gm::statement_2_grammar&lt; Iterator &gt;</a>
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+</li>
+<li>statement_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#af25706af04c4ddca423562a701a693a3">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statement_seq_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a041b22f44ddbc558223b1ffeae95bbb9">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>statements_
+: <a class="el" href="structstan_1_1gm_1_1statements.html#a4de24354bdefdcf2b482150027a4b841">stan::gm::statements</a>
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+: <a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#ac3cef3b693c2834695a9d7f6e21614f7">stan::io::stan_csv_adaptation</a>
+</li>
+<li>subject
+: <a class="el" href="structstan_1_1gm_1_1unary__op.html#a2030562bec45cd179d0087e2760e606f">stan::gm::unary_op</a>
+</li>
+<li>sum_prob
+: <a class="el" href="structstan_1_1mcmc_1_1nuts__util.html#adf4917a8569f79ecd47cc4ebf443a102">stan::mcmc::nuts_util</a>
+</li>
+</ul>
+</div><!-- contents -->
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+</table>
+</div>
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+      <li><a href="functions.html"><span>All</span></a></li>
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+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
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+      <li><a href="functions_vars.html#index__"><span>_</span></a></li>
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_vars_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_vars_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_vars_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_vars_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li class="current"><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_vars_0x78.html#index_x"><span>x</span></a></li>
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+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>T_
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+<li>tolGrad
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+</li>
+<li>traps
+: <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5bc84afce7db610312123c95a0f893f7">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>
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+</li>
+<li>truncation_
+: <a class="el" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">stan::gm::sample</a>
+</li>
+<li>truncation_range_r
+: <a class="el" href="structstan_1_1gm_1_1statement__grammar.html#a1fc065c2e3cd518346178e31b84f713c">stan::gm::statement_grammar&lt; Iterator &gt;</a>
+</li>
+<li>type_
+: <a class="el" href="structstan_1_1gm_1_1fun.html#adff7eb341e34851eda4f8c38ce9c001a">stan::gm::fun</a>
+, <a class="el" href="structstan_1_1gm_1_1unary__op.html#a4963df25da0d8fd9a8697b6bc3573846">stan::gm::unary_op</a>
+, <a class="el" href="structstan_1_1gm_1_1int__literal.html#a72e3ed5537084bf3ff324105cce4b457">stan::gm::int_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1binary__op.html#a4b1a2844ace11d2be56ad75ea416a0dd">stan::gm::binary_op</a>
+, <a class="el" href="structstan_1_1gm_1_1variable.html#a6ff634fb68f6f6f51fe4e014a2d1dae0">stan::gm::variable</a>
+, <a class="el" href="structstan_1_1gm_1_1double__literal.html#ae571ef14f106d406302e3fe0ac9bd204">stan::gm::double_literal</a>
+, <a class="el" href="structstan_1_1gm_1_1index__op.html#ada5fa6fc111a5c01cdcb4bfd34cef545">stan::gm::index_op</a>
+, <a class="el" href="structstan_1_1gm_1_1array__literal.html#a722c9507094a61e528cb017ed6abaac0">stan::gm::array_literal</a>
+</li>
+</ul>
+</div><!-- contents -->
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li><a href="annotated.html"><span>Class&#160;List</span></a></li>
+      <li><a href="classes.html"><span>Class&#160;Index</span></a></li>
+      <li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
+      <li class="current"><a href="functions.html"><span>Class&#160;Members</span></a></li>
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+      <li><a href="functions_func.html"><span>Functions</span></a></li>
+      <li class="current"><a href="functions_vars.html"><span>Variables</span></a></li>
+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
+      <li><a href="functions_eval.html"><span>Enumerator</span></a></li>
+      <li><a href="functions_rela.html"><span>Related&#160;Functions</span></a></li>
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+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
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+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
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+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li class="current"><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_vars_0x78.html#index_x"><span>x</span></a></li>
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+<li>unit_vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#ad6400ff89afd46d01c13dd93ef231edd">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+      <li><a href="functions_type.html"><span>Typedefs</span></a></li>
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+      <li><a href="functions_vars.html#index__"><span>_</span></a></li>
+      <li><a href="functions_vars_0x61.html#index_a"><span>a</span></a></li>
+      <li><a href="functions_vars_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="functions_vars_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="functions_vars_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="functions_vars_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="functions_vars_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="functions_vars_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="functions_vars_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="functions_vars_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="functions_vars_0x6b.html#index_k"><span>k</span></a></li>
+      <li><a href="functions_vars_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="functions_vars_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="functions_vars_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="functions_vars_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="functions_vars_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="functions_vars_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="functions_vars_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="functions_vars_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="functions_vars_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="functions_vars_0x75.html#index_u"><span>u</span></a></li>
+      <li class="current"><a href="functions_vars_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="functions_vars_0x77.html#index_w"><span>w</span></a></li>
+      <li><a href="functions_vars_0x78.html#index_x"><span>x</span></a></li>
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+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
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+, <a class="el" href="structstan_1_1gm_1_1contains__nonparam__var.html#adddb447cfb03a1031db491d6ff004d8d">stan::gm::contains_nonparam_var</a>
+, <a class="el" href="structstan_1_1gm_1_1expression__grammar.html#a0bf2d69a4ee05a6f7f073087afe40929">stan::gm::expression_grammar&lt; Iterator &gt;</a>
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+<li>var_resizer_
+: <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">stan::gm::dump_member_var_visgen</a>
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+: <a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a81dbd32331a4a957f17f7dfd9a9259d0">stan::gm::generate_init_visgen</a>
+, <a class="el" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">stan::gm::dump_member_var_visgen</a>
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+: <a class="el" href="structstan_1_1gm_1_1assignment.html#a32c7f69945a9335aad93f5b6c44b6b34">stan::gm::assignment</a>
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+: <a class="el" href="structstan_1_1gm_1_1for__statement.html#acc156ec777cc5ca5a60e65506a94c60f">stan::gm::for_statement</a>
+</li>
+<li>variable_r
+: <a class="el" href="structstan_1_1gm_1_1term__grammar.html#ab0c2f2623b8f78f859c358cdf3e161a6">stan::gm::term_grammar&lt; Iterator &gt;</a>
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+<li>vector_decl_r
+: <a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html#abc85787fdc330600e8ed8418a29fb6ac">stan::gm::var_decls_grammar&lt; Iterator &gt;</a>
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+: <a class="el" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af">stan::agrad::var</a>
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+<li>vis_
+: <a class="el" href="classstan_1_1agrad_1_1op__matrix__vari.html#ac0dbd0805a80054b5cd0335ef8a6b144">stan::agrad::op_matrix_vari</a>
+, <a class="el" href="classstan_1_1agrad_1_1op__vector__vari.html#a63beb3a08614befd8eca4ed45e4ff438">stan::agrad::op_vector_vari</a>
+</li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+</div>
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+<a href="fvar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FVAR__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FVAR__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html">    9</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">   11</a></span>&#160;      T <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;  <span class="comment">// value</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">   12</a></span>&#160;      T <a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;    <span class="comment">// tangent (aka derivative)</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a4a8422fc2fcf430e05a5a05cf3c14fe0">   14</a></span>&#160;      T <a class="code" href="structstan_1_1agrad_1_1fvar.html#a4a8422fc2fcf430e05a5a05cf3c14fe0">val</a>() { <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>; }</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#aa9f2f0107f7a9e3d92de38b615d22dd6">   15</a></span>&#160;      T <a class="code" href="structstan_1_1agrad_1_1fvar.html#aa9f2f0107f7a9e3d92de38b615d22dd6">tangent</a>() { <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>; }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="comment">// TV and TD must be assignable to T</span></div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
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+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a0af6f5512f976604a5f7ea908cedccf5">   39</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a0af6f5512f976604a5f7ea908cedccf5">operator+=</a>(<span class="keyword">const</span> T2&amp; x2) {</div>
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+<div class="line"><a name="l00047"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#acab2cd650a6ace2d2cbc919a2e295281">   47</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#acab2cd650a6ace2d2cbc919a2e295281">operator-=</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2) {</div>
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+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a345b88c637ae96c0516354b6484347d2">   64</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a345b88c637ae96c0516354b6484347d2">operator*=</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> = <a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> + <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> *= x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keyword">inline</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a26a112d55140f52b3a5724794348459e">   73</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a26a112d55140f52b3a5724794348459e">operator*=</a>(<span class="keyword">const</span> T2&amp; x2) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> *= x2;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="comment">// SPEEDUP: specialize for T2 == var with d_ function</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keyword">inline</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp;</div>
+<div class="line"><a name="l00083"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a51f4cc010b2c7c553c5ad138f53d2fd5">   83</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a51f4cc010b2c7c553c5ad138f53d2fd5">operator/=</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T2&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> = (<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - <a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) / ( x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
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+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keyword">inline</span></div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a></div>
+<div class="line"><a name="l00106"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#ac558947777c6867650377130fed604de">  106</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#ac558947777c6867650377130fed604de">operator++</a>(<span class="keywordtype">int</span> <span class="comment">/*dummy*/</span>) {</div>
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+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
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+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp;</div>
+<div class="line"><a name="l00114"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a018ea15f734397c5b035d2b08292a1af">  114</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a018ea15f734397c5b035d2b08292a1af">operator--</a>() {</div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      }</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keyword">inline</span></div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a></div>
+<div class="line"><a name="l00120"></a><span class="lineno"><a class="code" href="structstan_1_1agrad_1_1fvar.html#a4b67eb3587d853feb8d7ca14cea9d1d0">  120</a></span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html#a4b67eb3587d853feb8d7ca14cea9d1d0">operator--</a>(<span class="keywordtype">int</span> <span class="comment">/*dummy*/</span>) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a> result(<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        --<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      }</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    };</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;  }</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;}</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2acos_8hpp_source.html">Go to the source code of this file.</a></p>
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+Functions</h2></td></tr>
+<tr class="memitem:a8d58f71cd77c7447a63eb336f9b29857"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8d58f71cd77c7447a63eb336f9b29857"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8d58f71cd77c7447a63eb336f9b29857">stan::agrad::acos</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/acosh.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a7f0ba2a81fb92e3f18d75fd4da3f5b67"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7f0ba2a81fb92e3f18d75fd4da3f5b67"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">stan::agrad::acosh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2acosh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__ACOSH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ACOSH_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/acosh.hpp&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">acosh</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>),</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2asin_8hpp_source.html">Go to the source code of this file.</a></p>
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+Functions</h2></td></tr>
+<tr class="memitem:afd98c31d8d43e552287de2dc9170ff3e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afd98c31d8d43e552287de2dc9170ff3e"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afd98c31d8d43e552287de2dc9170ff3e">stan::agrad::asin</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afd98c31d8d43e552287de2dc9170ff3e">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5" title="Return the principal value of the arc sine, in radians, of the specified variable (cmath)...">asin</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/asinh.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2asinh_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aaf137922ce743a1f63adfaed2630dfe6"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aaf137922ce743a1f63adfaed2630dfe6"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aaf137922ce743a1f63adfaed2630dfe6">stan::agrad::asinh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2asinh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__ASINH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ASINH_HPP__</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2atan2_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aed06ff6c2ea34535f6c75ea7582aa203"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aed06ff6c2ea34535f6c75ea7582aa203"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aed06ff6c2ea34535f6c75ea7582aa203">stan::agrad::atan2</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:aed06ff6c2ea34535f6c75ea7582aa203"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:aa982d2dff799ce857c3c0853628d3f1f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa982d2dff799ce857c3c0853628d3f1f">stan::agrad::atan2</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:aa982d2dff799ce857c3c0853628d3f1f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">atan2.hpp</div>  </div>
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+<a href="fwd_2functions_2atan2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__ATAN2_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ATAN2_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aed06ff6c2ea34535f6c75ea7582aa203">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">std::atan2</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                     (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> - x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>) / </div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ac193d89ea00a38466c89eff9c13bcd48">   36</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">std::atan2</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2), </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                     (x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2) / (<a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x2) + <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;  }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;}</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6546708d4dc0f19756f4e2380eb9b9e4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a6546708d4dc0f19756f4e2380eb9b9e4"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6546708d4dc0f19756f4e2380eb9b9e4">stan::agrad::atan</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2atan_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__ATAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ATAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6546708d4dc0f19756f4e2380eb9b9e4">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">std::atan</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 + <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/atanh.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2atanh_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5063c907c581ab5a2e735f8cccd7aad3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5063c907c581ab5a2e735f8cccd7aad3"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">stan::agrad::atanh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ATANH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/atanh.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">boost::math::atanh</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">atanh</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (1 - <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/cbrt.hpp&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a183eb686f1c72d5de6a1997e53bd2b49"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a183eb686f1c72d5de6a1997e53bd2b49"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">stan::agrad::cbrt</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:ab5aa6d910a8a47ea9fc1b6199d710069"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab5aa6d910a8a47ea9fc1b6199d710069"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab5aa6d910a8a47ea9fc1b6199d710069">stan::agrad::ceil</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2ceil_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__CEIL_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158" title="Return the ceiling of the specified variable (cmath).">std::ceil</a>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;}</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2cos_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a1768b39c559d7c8e0f467ea1916b625f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1768b39c559d7c8e0f467ea1916b625f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1768b39c559d7c8e0f467ea1916b625f">stan::agrad::cos</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a2401e1b775fc8f3ba201a30d66022d09"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2401e1b775fc8f3ba201a30d66022d09"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2401e1b775fc8f3ba201a30d66022d09">stan::agrad::cosh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__COSH_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2401e1b775fc8f3ba201a30d66022d09">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b" title="Return the hyperbolic cosine of the specified variable (cmath).">cosh</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5" title="Return the hyperbolic sine of the specified variable (cmath).">std::sinh</a>;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/erf.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:ac4d0f7557b5cea3a8e3a4ca05b5967fa"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac4d0f7557b5cea3a8e3a4ca05b5967fa"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">stan::agrad::erf</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2erf_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__ERF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ERF_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/erf.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2erfc_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ad43010d593e90d2e8fffe7d314fc78a1"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad43010d593e90d2e8fffe7d314fc78a1"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">stan::agrad::erfc</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ERFC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/expm1.hpp&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2expm1_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a0ebbcc9d6368c357c1daba678d71beec"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a0ebbcc9d6368c357c1daba678d71beec"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">stan::agrad::expm1</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2expm1_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__EXPM1_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__EXPM1_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/expm1.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2fabs_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ae8cb1fd9f1e72fef6e442c1e566006b9"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae8cb1fd9f1e72fef6e442c1e566006b9"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae8cb1fd9f1e72fef6e442c1e566006b9">stan::agrad::fabs</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+  Stan Development Team.
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+<a href="fwd_2functions_2fabs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FABS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FABS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2floor_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a266dcbe1451957c1fc2c32b2ae2870f3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a266dcbe1451957c1fc2c32b2ae2870f3"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a266dcbe1451957c1fc2c32b2ae2870f3">stan::agrad::floor</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+  Stan Development Team.
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+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</div><!--header-->
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+<a href="fwd_2functions_2floor_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FLOOR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FLOOR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a266dcbe1451957c1fc2c32b2ae2870f3">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">floor</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">floor</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), 0);</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;}</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<p><a href="fwd_2functions_2fmax_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a2cf89150207e0d529ffd68744593a2bc"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2cf89150207e0d529ffd68744593a2bc"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">stan::agrad::fmax</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a2cf4931ad43b37de539770207eb9e531"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2cf4931ad43b37de539770207eb9e531">stan::agrad::fmax</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a3f3435dc40e6c86fd4fd495357fbf6a9"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3f3435dc40e6c86fd4fd495357fbf6a9"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3f3435dc40e6c86fd4fd495357fbf6a9">stan::agrad::fmax</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+<a href="fwd_2functions_2fmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FMAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FMAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">fmax</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">if</span>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &gt; x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="title">fmin.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2fmin_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aac4bc7dd96a78ed7ba7a03d268ead9eb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aac4bc7dd96a78ed7ba7a03d268ead9eb"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">stan::agrad::fmin</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:aac4bc7dd96a78ed7ba7a03d268ead9eb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a855b36ac5868d163a4501b77359560ab"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a855b36ac5868d163a4501b77359560ab"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a855b36ac5868d163a4501b77359560ab">stan::agrad::fmin</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a855b36ac5868d163a4501b77359560ab"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3f0537c9981801bd4c0f04d6580b9385"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3f0537c9981801bd4c0f04d6580b9385"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3f0537c9981801bd4c0f04d6580b9385">stan::agrad::fmin</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:a3f0537c9981801bd4c0f04d6580b9385"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="fwd_2functions_2fmin_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FMIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FMIN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">fmin</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">if</span>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> == x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);              </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a855b36ac5868d163a4501b77359560ab">   29</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">fmin</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">if</span>(x1 &lt; x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x1, 0.0);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span>(x1 == x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);               </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3f0537c9981801bd4c0f04d6580b9385">   43</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">fmin</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">std::min</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">stan::math::NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">if</span>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> &lt; x2)</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> == x2)</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>);</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">else</span> </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x2, 0.0);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;}</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a4f6323825127dbf709facbed66f9e788"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4f6323825127dbf709facbed66f9e788"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4f6323825127dbf709facbed66f9e788">stan::agrad::fmod</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a419533f3ed45a0fd5c77673e0db37915"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a419533f3ed45a0fd5c77673e0db37915">stan::agrad::fmod</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="fwd_2functions_2fmod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__FMOD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__FMOD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4f6323825127dbf709facbed66f9e788">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">std::fmod</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>;</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/hypot.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv_8hpp_source.html">stan/math/functions/inv.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2hypot_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:abefe7efd440d029f4ae53c723c1835cf"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:abefe7efd440d029f4ae53c723c1835cf"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">stan::agrad::hypot</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:abefe7efd440d029f4ae53c723c1835cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afaa49a34b4a0d6977cacc4eed74aa276"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afaa49a34b4a0d6977cacc4eed74aa276"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afaa49a34b4a0d6977cacc4eed74aa276">stan::agrad::hypot</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
+<tr class="separator:afaa49a34b4a0d6977cacc4eed74aa276"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8ec2045c8ca3af2bc0f411819e287108"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8ec2045c8ca3af2bc0f411819e287108"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a8ec2045c8ca3af2bc0f411819e287108">stan::agrad::hypot</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="fwd_2functions_2hypot_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__HYPOT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__HYPOT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/hypot.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv_8hpp.html">stan/math/functions/inv.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">hypot</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      T u = <a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">hypot</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">log10.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2log10_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aa63c2c14dbdb19b7edf2834b287a4676"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa63c2c14dbdb19b7edf2834b287a4676"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa63c2c14dbdb19b7edf2834b287a4676">stan::agrad::log10</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#a6eb95bc79aff1cd13c794525c5a907e8" title="Return the base 10 log of the specified variable (cmath).">log10</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * <a class="code" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5" title="The natural logarithm of 10, .">stan::math::LOG_10</a>));</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv_8hpp_source.html">stan/agrad/fwd/functions/inv.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__sqrt_8hpp_source.html">stan/agrad/fwd/functions/inv_sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_2inv__square_8hpp_source.html">stan/agrad/fwd/functions/inv_square.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2d8fddd3123eb3574ff8e06d4fc7248d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2d8fddd3123eb3574ff8e06d4fc7248d"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2d8fddd3123eb3574ff8e06d4fc7248d">stan::agrad::pow</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
+<tr class="separator:a2d8fddd3123eb3574ff8e06d4fc7248d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ace3246b2d3ac1a77d9f4a0f8974960b8"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ace3246b2d3ac1a77d9f4a0f8974960b8">stan::agrad::pow</a> (const double x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="fwd_2functions_2pow_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__POW_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__POW_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv_8hpp.html">stan/agrad/fwd/functions/inv.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__sqrt_8hpp.html">stan/agrad/fwd/functions/inv_sqrt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_2inv__square_8hpp.html">stan/agrad/fwd/functions/inv_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2d8fddd3123eb3574ff8e06d4fc7248d">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      T pow_x1_x2(<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>,x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(pow_x1_x2,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                     (x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                      + x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a> * x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * pow_x1_x2);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ace3246b2d3ac1a77d9f4a0f8974960b8">   29</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> x1, <span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x2) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      T u = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(x1,x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(u, x2.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(x1) * u);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a25f02a3133f34b96d74727823e21d70b">   39</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x1, <span class="keyword">const</span> <span class="keywordtype">double</span> x2) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">stan::agrad::inv</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">stan::agrad::inv_sqrt</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ad0cd65a6699f1fa471523ecef19102b4">stan::agrad::inv_square</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (x2 == -2)</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ad0cd65a6699f1fa471523ecef19102b4">inv_square</a>(x1);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (x2 == -1)</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">inv</a>(x1);</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (x2 == -0.5)</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">inv_sqrt</a>(x1);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (x2 == 0.5)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(x1);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (x2 == 1.0)</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> x1;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span> (x2 == 2.0)</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(x1);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2),</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                     x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * x2 * <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(x1.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, x2 - 1));</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;    }</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;}</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/round.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:afec6a38f518019111c47c6e6c2a593b2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:afec6a38f518019111c47c6e6c2a593b2"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">stan::agrad::round</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__ROUND_HPP__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">boost::math::round</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">round</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), 0);</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:acd0120597292585e7729ba613fdbb42a"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:acd0120597292585e7729ba613fdbb42a"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#acd0120597292585e7729ba613fdbb42a">stan::agrad::sin</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a6d1505ab5904db650f5d478a09beb7dc"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a6d1505ab5904db650f5d478a09beb7dc"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6d1505ab5904db650f5d478a09beb7dc">stan::agrad::sinh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2sinh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__SINH_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6d1505ab5904db650f5d478a09beb7dc">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5" title="Return the hyperbolic sine of the specified variable (cmath).">sinh</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5" title="Return the hyperbolic sine of the specified variable (cmath).">std::sinh</a>;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__sqrt_8hpp_source.html">stan/math/functions/inv_sqrt.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2sqrt_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af7d52e77074ba94b4485cc33f8f637df"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af7d52e77074ba94b4485cc33f8f637df"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af7d52e77074ba94b4485cc33f8f637df">stan::agrad::sqrt</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2sqrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__SQRT_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>;</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2tan_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a48c6154fdb08d77249c5fa5216d34e2f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a48c6154fdb08d77249c5fa5216d34e2f"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a48c6154fdb08d77249c5fa5216d34e2f">stan::agrad::tan</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+</div>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__TAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a48c6154fdb08d77249c5fa5216d34e2f">   14</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c" title="Return the tangent of a radian-scaled variable (cmath).">tan</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">std::cos</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c" title="Return the tangent of a radian-scaled variable (cmath).">std::tan</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(<a class="code" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c" title="Return the tangent of a radian-scaled variable (cmath).">tan</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>), x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> / (<a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">cos</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>) * <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">cos</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>)));</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">tanh.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2tanh_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ae56147f3f502e8436c2a02ed7d275128"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae56147f3f502e8436c2a02ed7d275128"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae56147f3f502e8436c2a02ed7d275128">stan::agrad::tanh</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2tanh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__TANH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__TANH_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a1a5ceb1f1202bd9c910bb9a447ea12a4"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1a5ceb1f1202bd9c910bb9a447ea12a4"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">stan::agrad::tgamma</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<a href="fwd_2functions_2tgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__FUNCTIONS__TGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      T u = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(u, x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a> * u * <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>));</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/trunc.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="fwd_2functions_2trunc_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aea02c702f338cc531cdb7b6e11344b34"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aea02c702f338cc531cdb7b6e11344b34"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aea02c702f338cc531cdb7b6e11344b34">stan::agrad::trunc</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__FUNCTIONS__TRUNC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/trunc.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<a href="fwd_2numeric__limits_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__NUMERIC__LIMITS__HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno"><a class="code" href="namespacestd.html">    7</a></span>&#160;<span class="keyword">namespace </span>std {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5bc84afce7db610312123c95a0f893f7">   51</a></span>&#160;    <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> traps = numeric_limits&lt;double&gt;::traps;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a96cfd06162e299fdd889f865df8f88ec">   52</a></span>&#160;    <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> tinyness_before = numeric_limits&lt;double&gt;::tinyness_before;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1c70d1cf58dba42f0bb1987810ae07a7">   53</a></span>&#160;    <span class="keyword">static</span> <span class="keyword">const</span> float_round_style round_style = </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      numeric_limits&lt;double&gt;::round_style;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;  };</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;}</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<a href="fwd_2operators_2operator__addition_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_ADDITION_HPP__</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a72c74ea31db523c28cef63c20b1a66ef"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a72c74ea31db523c28cef63c20b1a66ef"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a72c74ea31db523c28cef63c20b1a66ef">stan::agrad::operator/</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<a href="fwd_2operators_2operator__division_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_DIVISION_HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af7ac331f5be998e2ecfbcd7359a295e8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af7ac331f5be998e2ecfbcd7359a295e8"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af7ac331f5be998e2ecfbcd7359a295e8">stan::agrad::operator==</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;y)</td></tr>
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+<a href="fwd_2operators_2operator__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a5e161b7bc2dbcb9d990969ccb12499d9"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5e161b7bc2dbcb9d990969ccb12499d9"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5e161b7bc2dbcb9d990969ccb12499d9">stan::agrad::operator&gt;</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;y)</td></tr>
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+<a href="fwd_2operators_2operator__greater__than_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR__GREATER_THAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__OPERATORS__OPERATOR__GREATER_THAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ac654b0ca4c217705ed1bff6503723405"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac654b0ca4c217705ed1bff6503723405"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ac654b0ca4c217705ed1bff6503723405">stan::agrad::operator&gt;=</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;y)</td></tr>
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new file mode 100644
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+<a href="fwd_2operators_2operator__greater__than__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR__GREATER_THAN_OR_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<a href="fwd_2operators_2operator__less__than_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_LESS_THAN_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:a37a95747a6282483fd15682760013967"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a37a95747a6282483fd15682760013967">stan::agrad::operator&lt;=</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;y)</td></tr>
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+<a href="fwd_2operators_2operator__less__than__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_LESS_THAN_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__OPERATORS__OPERATOR_LESS_THAN_OR_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+Functions</h2></td></tr>
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+<tr class="memitem:a58030b052901596ec4978f651504619c"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a58030b052901596ec4978f651504619c">stan::agrad::operator*</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<tr class="memitem:a31ef0939decd80327614cbf795f23b05"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a31ef0939decd80327614cbf795f23b05"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a31ef0939decd80327614cbf795f23b05">stan::agrad::operator*</a> (const fvar&lt; T &gt; &amp;x1, const double x2)</td></tr>
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+<a href="fwd_2operators_2operator__multiplication_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_MULTIPLICATION_HPP__</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:abc2a6a3826a8c40963c2c43de787c6d9"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:abc2a6a3826a8c40963c2c43de787c6d9"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#abc2a6a3826a8c40963c2c43de787c6d9">stan::agrad::operator!=</a> (const fvar&lt; T &gt; &amp;x, const fvar&lt; T &gt; &amp;y)</td></tr>
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+<a href="fwd_2operators_2operator__not__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_NOT_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:af03dcfffbcfab11eadf069f9e7549683"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af03dcfffbcfab11eadf069f9e7549683"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af03dcfffbcfab11eadf069f9e7549683">stan::agrad::operator-</a> (const fvar&lt; T &gt; &amp;x1, const fvar&lt; T &gt; &amp;x2)</td></tr>
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+<div class="title">operator_subtraction.hpp</div>  </div>
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+<a href="fwd_2operators_2operator__subtraction_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__OPERATORS__OPERATOR_SUBTRACTION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__OPERATORS__OPERATOR_SUBTRACTION_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html">stan/agrad/fwd/operators/operator_addition.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__division_8hpp_source.html">stan/agrad/fwd/operators/operator_division.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html">stan/agrad/fwd/operators/operator_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/fwd/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html">stan/agrad/fwd/operators/operator_greater_than_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html">stan/agrad/fwd/operators/operator_less_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html">stan/agrad/fwd/operators/operator_less_than_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/fwd/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html">stan/agrad/fwd/operators/operator_not_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html">stan/agrad/fwd/operators/operator_subtraction.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__minus_8hpp_source.html">stan/agrad/fwd/operators/operator_unary_minus.hpp</a>&gt;</code><br/>
+</div>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__OPERATORS_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__addition_8hpp.html">stan/agrad/fwd/operators/operator_addition.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__division_8hpp.html">stan/agrad/fwd/operators/operator_division.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__greater__than_8hpp.html">stan/agrad/fwd/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__greater__than__or__equal_8hpp.html">stan/agrad/fwd/operators/operator_greater_than_or_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__less__than_8hpp.html">stan/agrad/fwd/operators/operator_less_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__less__than__or__equal_8hpp.html">stan/agrad/fwd/operators/operator_less_than_or_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__multiplication_8hpp.html">stan/agrad/fwd/operators/operator_multiplication.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__not__equal_8hpp.html">stan/agrad/fwd/operators/operator_not_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_2operator__subtraction_8hpp.html">stan/agrad/fwd/operators/operator_subtraction.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="fwd_2operators_8hpp_source.html">stan/agrad/fwd/operators.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2functions_8hpp_source.html">stan/agrad/fwd/functions.hpp</a>&gt;</code><br/>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment">//fvar</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2numeric__limits_8hpp.html">stan/agrad/fwd/numeric_limits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_2operators_8hpp.html">stan/agrad/fwd/operators.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2functions_8hpp.html">stan/agrad/fwd/functions.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/random/gamma_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="gamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a79b5cdb98cde395af01ceeb3e643788b"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_shape , typename T_inv_scale &gt; </td></tr>
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+<tr class="memdesc:a79b5cdb98cde395af01ceeb3e643788b"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of a gamma density for y with the specified shape and inverse scale parameters.  <a href="#a79b5cdb98cde395af01ceeb3e643788b"></a><br/></td></tr>
+<tr class="separator:a79b5cdb98cde395af01ceeb3e643788b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a0056f042d18ab321812adae932f7788e"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a0056f042d18ab321812adae932f7788e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
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+<tr class="memdesc:a0056f042d18ab321812adae932f7788e"><td class="mdescLeft">&#160;</td><td class="mdescRight">The cumulative density function for a gamma distribution for y with the specified shape and inverse scale parameters.  <a href="#a0056f042d18ab321812adae932f7788e"></a><br/></td></tr>
+<tr class="separator:a0056f042d18ab321812adae932f7788e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a74f0bab3925e33a3f4d41ad844172b27"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a74f0bab3925e33a3f4d41ad844172b27"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_inv_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a74f0bab3925e33a3f4d41ad844172b27">stan::prob::gamma_cdf_log</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:a74f0bab3925e33a3f4d41ad844172b27"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad7ee96f7433a8a2213f6c00d053fcc98"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:ad7ee96f7433a8a2213f6c00d053fcc98"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_inv_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ad7ee96f7433a8a2213f6c00d053fcc98">stan::prob::gamma_ccdf_log</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:ad7ee96f7433a8a2213f6c00d053fcc98"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae48a407db43161a34812a8ed250de25c"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ae48a407db43161a34812a8ed250de25c"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">stan::prob::gamma_rng</a> (const double alpha, const double beta, RNG &amp;rng)</td></tr>
+<tr class="separator:ae48a407db43161a34812a8ed250de25c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="gamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__GAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__GAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/gamma_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_shape,T_inv_scale&gt;::type</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a79b5cdb98cde395af01ceeb3e643788b">   46</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a79b5cdb98cde395af01ceeb3e643788b" title="The log of a gamma density for y with the specified shape and inverse scale parameters.">gamma_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gamma_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                        &amp;logp)) </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                          &amp;logp)) </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                        &amp;logp)) </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                          &amp;logp)) </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Shape parameter&quot;</span>,<span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
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+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; 0)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      }</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_inv_scale&gt;</a> operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt;</div>
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+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
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+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;            log_y[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        lgamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        digamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
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+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          digamma_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      }</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_inv_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        log_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); n++)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          log_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]));</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;  </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;          logp -= lgamma_alpha[n];</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          logp += alpha_dbl * log_beta[n];</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          logp += (alpha_dbl-1.0) * log_y[n];</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;          logp -= beta_dbl * y_dbl;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;  </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += (alpha_dbl-1)/y_dbl - beta_dbl;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += -digamma_alpha[n] + log_beta[n] + log_y[n];</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += alpha_dbl / beta_dbl - y_dbl;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      }</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    }</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00163"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a762b08e1b594764a002a4503042a1782">  163</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a79b5cdb98cde395af01ceeb3e643788b" title="The log of a gamma density for y with the specified shape and inverse scale parameters.">gamma_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keywordflow">return</span> gamma_log&lt;false&gt;(y,alpha,beta);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    }</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00184"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a0056f042d18ab321812adae932f7788e">  184</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a0056f042d18ab321812adae932f7788e" title="The cumulative density function for a gamma distribution for y with the specified shape and inverse s...">gamma_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta))) </div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;          </div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gamma_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          </div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          </div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          </div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;          </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          </div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;          </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;          </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        }</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      }</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;              </div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;              </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(alpha_dbl, beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;              </div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        P *= Pn;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;              </div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;            += beta_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) </div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;            -= <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(alpha_dbl, beta_dbl</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;                                           * y_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;                                           digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;            += y_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) / Pn;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      }</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;          </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++n) </div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;    }</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00307"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a74f0bab3925e33a3f4d41ad844172b27">  307</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a74f0bab3925e33a3f4d41ad844172b27">gamma_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta))) </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gamma_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;          </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;          </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;          </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keywordflow">return</span> P;</div>
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+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;          </div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;          </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;          </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      }</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          </div>
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+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;          </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          </div>
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+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
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+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
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+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;        }</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      }</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;          </div>
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+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
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+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        <span class="comment">// Pull out values</span></div>
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+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;              </div>
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+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;              </div>
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+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
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+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;</div>
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+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;          </div>
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+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
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+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
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+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;          </div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;          </div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;          </div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;          </div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;      }</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;          </div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <span class="comment">// Compute ccdf_log and its gradients</span></div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">boost::math::gamma_p</a>;</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;          </div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;          </div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;        }</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;      }</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;          </div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <span class="comment">// Compute vectorized ccdf_log and gradient</span></div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;              </div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;              </div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af866ffae5b244d1e6e93bd7ed85452c9">gamma_p</a>(alpha_dbl, beta_dbl * y_dbl);</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;              </div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;              </div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;                                           * y_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;                                           digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;            -= y_dbl * gamma_p_derivative(alpha_dbl, beta_dbl * y_dbl) / Pn;</div>
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+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;          </div>
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+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00533"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">  533</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">gamma_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;              <span class="keyword">const</span> <span class="keywordtype">double</span> beta,</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;              RNG&amp; rng) {</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;      <span class="keyword">using</span> boost::gamma_distribution;</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gamma_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;      </div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>)) </div>
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+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;<span class="comment">        the boost gamma distribution is defined by</span></div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;<span class="comment">        shape and scale, whereas the stan one is defined</span></div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;<span class="comment">        by shape and rate</span></div>
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+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;      variate_generator&lt;RNG&amp;, gamma_distribution&lt;&gt; &gt;</div>
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+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;    }</div>
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+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="title">gaussian_dlm_obs.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__var_8hpp_source.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="add_8hpp_source.html">stan/math/matrix/add.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inverse__spd_8hpp_source.html">stan/math/matrix/inverse_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant__spd_8hpp_source.html">stan/math/matrix/log_determinant_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2quad__form_8hpp_source.html">stan/math/matrix/quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2tcrossprod_8hpp_source.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="gaussian__dlm__obs_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+<tr class="memitem:a7205d695b5a1a8358299908ab943c812"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, typename <br class="typebreak"/>
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+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7205d695b5a1a8358299908ab943c812">stan::prob::gaussian_dlm_obs_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;F, const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;G, const Eigen::Matrix&lt; T_V, Eigen::Dynamic, 1 &gt; &amp;V, const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;m0, const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;C0)</td></tr>
+<tr class="memdesc:a7205d695b5a1a8358299908ab943c812"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of a Gaussian dynamic linear model (GDLM) with uncorrelated observation disturbances.  <a href="#a7205d695b5a1a8358299908ab943c812"></a><br/></td></tr>
+<tr class="separator:a7205d695b5a1a8358299908ab943c812"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ab2f8f2486dabf18bc892a59326aabba6"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, typename <br class="typebreak"/>
+return_type&lt; T_F, T_G, T_V, <br class="typebreak"/>
+T_W, T_m0, T_C0 &gt;::type &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab2f8f2486dabf18bc892a59326aabba6">stan::prob::gaussian_dlm_obs_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;F, const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;G, const Eigen::Matrix&lt; T_V, Eigen::Dynamic, 1 &gt; &amp;V, const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;m0, const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;C0)</td></tr>
+<tr class="separator:ab2f8f2486dabf18bc892a59326aabba6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/gaussian__dlm__obs_8hpp_source.html b/doc/api/html/gaussian__dlm__obs_8hpp_source.html
new file mode 100644
index 00000000000..ce454cb62c6
--- /dev/null
+++ b/doc/api/html/gaussian__dlm__obs_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="title">gaussian_dlm_obs.hpp</div>  </div>
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+<div class="contents">
+<a href="gaussian__dlm__obs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__GAUSSIAN_DLM_OBS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__GAUSSIAN_DLM_OBS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="to__var_8hpp.html">stan/agrad/rev/matrix/to_var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="add_8hpp.html">stan/math/matrix/add.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inverse__spd_8hpp.html">stan/math/matrix/inverse_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant__spd_8hpp.html">stan/math/matrix/log_determinant_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2quad__form_8hpp.html">stan/math/matrix/quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2tcrossprod_8hpp.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__quad__form_8hpp.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="comment">/*</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="comment">  TODO: time-varying system matrices</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="comment">  TODO: use sequential processing even for non-diagonal obs</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="comment">  covariance.</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="comment">  TODO: add constant terms in observation.</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="comment"> */</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;              <span class="keyword">typename</span> T_y,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;              <span class="keyword">typename</span> T_F, <span class="keyword">typename</span> T_G,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;              <span class="keyword">typename</span> T_V, <span class="keyword">typename</span> T_W,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;              <span class="keyword">typename</span> T_m0, <span class="keyword">typename</span> T_C0</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;              &gt;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keyword">typename</span> return_type&lt;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      T_y,</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">typename</span> return_type&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type &gt;::type</div>
+<div class="line"><a name="l00081"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2788e0ec29af261204d5a071a9ac6abb">   81</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2788e0ec29af261204d5a071a9ac6abb" title="The log of a Gaussian dynamic linear model (GDLM).">gaussian_dlm_obs_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_F,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; F,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_G,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; G,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_V,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; V,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_W,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; W,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_m0,Eigen::Dynamic,1&gt;&amp; m0,</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_C0,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; C0) {</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gaussian_dlm_obs_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html" title="Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of...">return_type</a>&lt;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        T_y,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type</a>  &gt;::type T_lp;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      T_lp lp(0.0);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3d4b97f71328d3de40de286ec6e3754e" title="Return the sum of the specified matrices.">stan::math::add</a>;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f" title="Return true if the specified matrix is a valid covariance matrix.">stan::math::check_cov_matrix</a>;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d" title="Return true if the specified matrix is a square, symmetric, and positive semi-definite.">stan::math::check_spsd_matrix</a>;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a989989548db02c34cd6134790bd93478" title="Returns the inverse of the specified symmetric, pos/neg-definite matrix.">stan::math::inverse_spd</a>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ae9a296d4414d0193108c70b350a05cfc" title="Returns the log absolute determinant of the specified square matrix.">stan::math::log_determinant_spd</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a2cc753af413f715d82b992aae8b10fde">stan::math::quad_form_sym</a>;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">stan::math::subtract</a>;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5" title="Compute trace(B^T A B).">stan::math::trace_quad_form</a>;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">stan::math::transpose</a>;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordtype">int</span> r = y.rows(); <span class="comment">// number of variables</span></div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keywordtype">int</span> T = y.cols(); <span class="comment">// number of observations</span></div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keywordtype">int</span> n = G.rows(); <span class="comment">// number of states</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="comment">// check y</span></div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;y&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;y&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="comment">// check F</span></div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;                            F.cols(), <span class="stringliteral">&quot;columns of F&quot;</span>,</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;                            y.rows(), <span class="stringliteral">&quot;rows of y&quot;</span>,</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                            F.rows(), <span class="stringliteral">&quot;rows of F&quot;</span>,</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, F, <span class="stringliteral">&quot;F&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, F, <span class="stringliteral">&quot;F&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <span class="comment">// check G</span></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                            G.cols(), <span class="stringliteral">&quot;columns of G&quot;</span>,</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, G, <span class="stringliteral">&quot;G&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, G, <span class="stringliteral">&quot;G&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="comment">// check V</span></div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                            V.rows(), <span class="stringliteral">&quot;rows of V&quot;</span>,</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;                            y.rows(), <span class="stringliteral">&quot;rows of y&quot;</span>,</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="comment">// TODO: incorporate support for infinite V</span></div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d" title="Return true if the specified matrix is a square, symmetric, and positive semi-definite.">check_spsd_matrix</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="comment">// check W</span></div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;                            W.rows(), <span class="stringliteral">&quot;rows of W&quot;</span>,</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="comment">// TODO: incorporate support for infinite W</span></div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d" title="Return true if the specified matrix is a square, symmetric, and positive semi-definite.">check_spsd_matrix</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="comment">// check m0</span></div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                            m0.size(), <span class="stringliteral">&quot;size of m0&quot;</span>,</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, m0, <span class="stringliteral">&quot;m0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, m0, <span class="stringliteral">&quot;m0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="comment">// check C0</span></div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                            C0.rows(), <span class="stringliteral">&quot;rows of C0&quot;</span>,</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f" title="Return true if the specified matrix is a valid covariance matrix.">check_cov_matrix</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="keywordflow">if</span> (y.cols() == 0 || y.rows() == 0)</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) {</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        lp -= 0.5 * LOG_TWO_PI * r * T;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      }</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::value</a>) {</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, 1&gt; m(n);</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, Eigen::Dynamic&gt; C(n, n);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <span class="comment">// TODO: how to recast matrices</span></div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m0.size(); i ++ ) {</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;          m(i) = m0(i);</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        }</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; C0.rows(); i ++ ) {</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; C0.cols(); j ++ ) {</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;            C(i, j) = C0(i, j);</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;          }</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        }</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        Eigen::Matrix&lt;typename return_type&lt;T_y&gt;::type,</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                      Eigen::Dynamic, 1&gt; yi(r);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, 1&gt; a(n);</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, Eigen::Dynamic&gt; R(n, n);</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, 1&gt; f(r);</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, Eigen::Dynamic&gt; Q(r, r);</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, Eigen::Dynamic&gt; Q_inv(r, r);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, 1&gt; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>(r);</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        Eigen::Matrix&lt;T_lp,Eigen::Dynamic, Eigen::Dynamic&gt; A(n, r);</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y.cols(); i++) {</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;          yi = y.col(i);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          <span class="comment">// // Predict state</span></div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;          <span class="comment">// a_t = G_t m_{t-1}</span></div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          a = <a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(G, m);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          <span class="comment">// R_t = G_t C_{t-1} G_t&#39; + W_t</span></div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          R = <a class="code" href="namespacestan_1_1math.html#a3d4b97f71328d3de40de286ec6e3754e" title="Return the sum of the specified matrices.">add</a>(<a class="code" href="namespacestan_1_1agrad.html#a0065419b6716e2e9bd2b046209eeb29d">quad_form_sym</a>(C, <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(G)), W);</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;          <span class="comment">// // predict observation</span></div>
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+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          <span class="comment">// Q_t = F&#39;_t R_t F_t + V_t</span></div>
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+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          <span class="comment">// A_t = R_t F_t Q^{-1}_t</span></div>
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+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          <span class="comment">// C = R_t - A_t Q_t A_t&#39;</span></div>
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+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;          lp -= 0.5 * (<a class="code" href="namespacestan_1_1agrad.html#acb47e4ac872b94a58defa619ba0b96e3">log_determinant_spd</a>(Q) + <a class="code" href="namespacestan_1_1agrad.html#a0d688dadede814a9e3f2a3b6af6601c5">trace_quad_form</a>(Q_inv, e));</div>
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+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      T_y,</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type</a> &gt;::type</div>
+<div class="line"><a name="l00259"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#abe03afe63c5a16f0900578622143fe11">  259</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2788e0ec29af261204d5a071a9ac6abb" title="The log of a Gaussian dynamic linear model (GDLM).">gaussian_dlm_obs_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_F,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; F,</div>
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+<div class="line"><a name="l00313"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7205d695b5a1a8358299908ab943c812">  313</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2788e0ec29af261204d5a071a9ac6abb" title="The log of a Gaussian dynamic linear model (GDLM).">gaussian_dlm_obs_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_F,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; F,</div>
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+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_W,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; W,</div>
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+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f" title="Return true if the specified matrix is a valid covariance matrix.">stan::math::check_cov_matrix</a>;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d" title="Return true if the specified matrix is a square, symmetric, and positive semi-definite.">stan::math::check_spsd_matrix</a>;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af8d73851895fb151fdf79e55bf33e98e" title="Returns the dot product of the specified vectors.">stan::math::dot_product</a>;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a2cc753af413f715d82b992aae8b10fde">stan::math::quad_form_sym</a>;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">stan::math::subtract</a>;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a16b07b3f7d18cdb710806c5793a83d31" title="Returns the result of post-multiplying a matrix by its own transpose.">stan::math::tcrossprod</a>;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5" title="Compute trace(B^T A B).">stan::math::trace_quad_form</a>;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">stan::math::transpose</a>;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keywordtype">int</span> r = y.rows(); <span class="comment">// number of variables</span></div>
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+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="comment">// check y</span></div>
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+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="comment">// check F</span></div>
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+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, F, <span class="stringliteral">&quot;F&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, F, <span class="stringliteral">&quot;F&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="comment">// check G</span></div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                            G.cols(), <span class="stringliteral">&quot;columns of G&quot;</span>,</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, G, <span class="stringliteral">&quot;G&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, G, <span class="stringliteral">&quot;G&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="comment">// check V</span></div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;                            V.size(), <span class="stringliteral">&quot;size of V&quot;</span>,</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;                            y.rows(), <span class="stringliteral">&quot;rows of y&quot;</span>,</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="comment">// TODO: support infinite V</span></div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, V, <span class="stringliteral">&quot;V&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="comment">// check W</span></div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d" title="Return true if the specified matrix is a square, symmetric, and positive semi-definite.">check_spsd_matrix</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;                            W.rows(), <span class="stringliteral">&quot;rows of W&quot;</span>,</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="comment">// TODO: support infinite W</span></div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, W, <span class="stringliteral">&quot;W&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="comment">// check m0</span></div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;                            m0.size(), <span class="stringliteral">&quot;size of m0&quot;</span>,</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, m0, <span class="stringliteral">&quot;m0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, m0, <span class="stringliteral">&quot;m0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;      <span class="comment">// check C0</span></div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f" title="Return true if the specified matrix is a valid covariance matrix.">check_cov_matrix</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;                            C0.rows(), <span class="stringliteral">&quot;rows of C0&quot;</span>,</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;                            G.rows(), <span class="stringliteral">&quot;rows of G&quot;</span>,</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, C0, <span class="stringliteral">&quot;C0&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;      <span class="keywordflow">if</span> (y.cols() == 0 || y.rows() == 0)</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) {</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        lp += 0.5 * NEG_LOG_TWO_PI * r * T;</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;      }</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::value</a>) {</div>
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+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        T_lp Q;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        T_lp Q_inv;</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;        T_lp <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>;</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        Eigen::Matrix&lt;T_lp, Eigen::Dynamic, 1&gt; A(n);</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;        Eigen::Matrix&lt;T_lp, Eigen::Dynamic, 1&gt; Fj(n);</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        Eigen::Matrix&lt;T_lp, Eigen::Dynamic, 1&gt; m(n);</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;        Eigen::Matrix&lt;T_lp, Eigen::Dynamic, Eigen::Dynamic&gt; C(n, n);</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="comment">// TODO: how to recast matrices</span></div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m0.size(); i ++ ) {</div>
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+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; C0.rows(); i ++ ) {</div>
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+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;        }</div>
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+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y.cols(); i++) {</div>
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+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;          <span class="comment">// reuse m and C instead of using a and R</span></div>
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+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; y.rows(); ++j) {</div>
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+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; F.rows(); ++k) {</div>
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+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;            <span class="comment">// // f_{t,i} = F_{t,i}&#39; m_{t,i-1}</span></div>
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+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;            <span class="comment">// // filtered observation</span></div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;            <span class="comment">// // e_{t,i} = y_{t,i} - f_{t,i}</span></div>
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+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;            <span class="comment">// // A_{t,i} = C_{t,i-1} F_{t,i} Q_{t,i}^{-1}</span></div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;            A = <a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(<a class="code" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">multiply</a>(C, Fj), Q_inv);</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;            <span class="comment">// // m_{t,i} = m_{t,i-1} + A_{t,i} e_{t,i}</span></div>
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+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">generator.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="version_8hpp_source.html">stan/version.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="generator_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">generic visitor with output for extension  <a href="structstan_1_1gm_1_1visgen.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__visgen.html">stan::gm::expression_visgen</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1printable__visgen.html">stan::gm::printable_visgen</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html">stan::gm::var_size_validating_visgen</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="generator_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__GENERATOR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__GENERATOR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="version_8hpp.html">stan/version.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">const</span> std::string <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>(<span class="stringliteral">&quot;\n&quot;</span>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">const</span> std::string <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>(<span class="stringliteral">&quot;\n\n&quot;</span>);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">const</span> std::string <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a>(<span class="stringliteral">&quot;    &quot;</span>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">const</span> std::string <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a>(<span class="stringliteral">&quot;        &quot;</span>);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">const</span> std::string <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a>(<span class="stringliteral">&quot;            &quot;</span>);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> D&gt;</div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a354abd99f7fd052b3be9e590a90f51af">   28</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a354abd99f7fd052b3be9e590a90f51af">has_lub</a>(<span class="keyword">const</span> D&amp; x) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">return</span> !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.low_.expr_) &amp;&amp; !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.high_.expr_);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> D&gt;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#af96a2f3903f1feab3fce868fefee250b">   32</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#af96a2f3903f1feab3fce868fefee250b">has_ub</a>(<span class="keyword">const</span> D&amp; x) {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.low_.expr_) &amp;&amp; !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.high_.expr_);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> D&gt;</div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a5f8f794036a1282d39160c8005350fb6">   36</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a5f8f794036a1282d39160c8005350fb6">has_lb</a>(<span class="keyword">const</span> D&amp; x) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">return</span> !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.low_.expr_) &amp;&amp; <a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(x.range_.high_.expr_);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00041"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#abd7966e0ee430a0e4e12326fd9cd762f">   41</a></span>&#160;    std::string <a class="code" href="namespacestan_1_1gm.html#abd7966e0ee430a0e4e12326fd9cd762f">to_string</a>(T i) {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      ss &lt;&lt; i;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">return</span> ss.str();</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">   47</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<span class="keywordtype">size_t</span> indent, std::ostream&amp; o) {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> k = 0; k &lt; indent; ++k)</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#aa1deb42499e1aeaf64a3f66f7e08220e">   52</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#aa1deb42499e1aeaf64a3f66f7e08220e">generate_void_statement</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                 <span class="keyword">const</span> <span class="keywordtype">size_t</span> indent,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                 std::ostream&amp; o)  {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indent, o);</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      o &lt;&lt; <span class="stringliteral">&quot;(void) &quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;;   // dummy to suppress unused var warning&quot;</span>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1visgen.html">   61</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a> {</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">   62</a></span>&#160;      <span class="keyword">typedef</span> <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">   63</a></span>&#160;      std::ostream&amp; <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">   64</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream&amp; o) : <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>(o) { }</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    };</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a297a49a54728e0866002eeb4350f46dd">   67</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a297a49a54728e0866002eeb4350f46dd">generate_start_namespace</a>(std::string name,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                                   std::ostream&amp; o) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      o &lt;&lt; <span class="stringliteral">&quot;namespace &quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;_namespace {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;    }</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a9771868cf777556e7ea3dfabbfcccecb">   72</a></span>&#160;     <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a9771868cf777556e7ea3dfabbfcccecb">generate_end_namespace</a>(std::ostream&amp; o) {</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;       o &lt;&lt; <span class="stringliteral">&quot;} // namespace&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;     }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
+<div class="line"><a name="l00076"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">   76</a></span>&#160;     <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(std::string <span class="keyword">const</span>&amp; msg, <span class="keywordtype">int</span> indent, </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                           std::ostream&amp; o) {</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;       <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indent,o);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;       o &lt;&lt; <span class="stringliteral">&quot;// &quot;</span> &lt;&lt; msg        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;     }</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> isLHS&gt;</div>
+<div class="line"><a name="l00084"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#acd8d56cc6cd4afabfb2b65f2e721be01">   84</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#acd8d56cc6cd4afabfb2b65f2e721be01">generate_indexed_expr</a>(<span class="keyword">const</span> std::string&amp; expr,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                               <span class="keyword">const</span> std::vector&lt;expression&gt; indexes, </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                               <a class="code" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> base_type, <span class="comment">// may have more dims</span></div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                               <span class="keywordtype">size_t</span> e_num_dims, <span class="comment">// array dims</span></div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                               std::ostream&amp; o) {</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="comment">// FIXME: add more get_base1 functions and fold nested calls into API</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="comment">// up to a given size, then default to this behavior</span></div>
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+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">if</span> (ai_size == 0) {</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="comment">// no indexes</span></div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      }</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">if</span> (ai_size &lt;= (e_num_dims + 1) || base_type != <a class="code" href="namespacestan_1_1gm.html#af68190cae932b66ca3aa3c56bc2b0dc6">MATRIX_T</a>) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; ai_size; ++n)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          o &lt;&lt; (isLHS ? <span class="stringliteral">&quot;get_base1_lhs(&quot;</span> : <span class="stringliteral">&quot;get_base1(&quot;</span>);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        o &lt;&lt; expr;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; ai_size; ++n) {</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          o &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(indexes[n],o);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          o &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; expr &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; (n+1) &lt;&lt; <span class="charliteral">&#39;)&#39;</span>;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        }</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      } <span class="keywordflow">else</span> { </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; ai_size - 1; ++n)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          o &lt;&lt; (isLHS ? <span class="stringliteral">&quot;get_base1_lhs(&quot;</span> : <span class="stringliteral">&quot;get_base1(&quot;</span>);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        o &lt;&lt; expr;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; ai_size - 2; ++n) {</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          o &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(indexes[n],o);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          o &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; expr &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; (n+1) &lt;&lt; <span class="charliteral">&#39;)&#39;</span>;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        o &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(indexes[ai_size - 2U],o);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        o &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(indexes[ai_size - 1U],o);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        o &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; expr &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; <span class="charliteral">&#39;,&#39;</span> &lt;&lt; (ai_size-1U) &lt;&lt; <span class="charliteral">&#39;)&#39;</span>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      }</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    }</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a513a251d0b3d2e80bc0b9e32ecfeea0d">  123</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a513a251d0b3d2e80bc0b9e32ecfeea0d">generate_type</a>(<span class="keyword">const</span> std::string&amp; base_type,</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                       <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; <span class="comment">/*dims*/</span>,</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;                       <span class="keywordtype">size_t</span> end,</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;                       std::ostream&amp; o) {</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; end; ++i) o &lt;&lt; <span class="stringliteral">&quot;std::vector&lt;&quot;</span>;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      o &lt;&lt; base_type;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; end; ++i) {</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <span class="keywordflow">if</span> (i &gt; 0) o &lt;&lt; <span class="charliteral">&#39; &#39;</span>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        o &lt;&lt; &#39;&gt;<span class="stringliteral">&#39;;</span></div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;<span class="stringliteral">      } </span></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;<span class="stringliteral">    }</span></div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;<span class="stringliteral"></span></div>
+<div class="line"><a name="l00135"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a9c695724226e13246eefc23216841ffc">  135</a></span>&#160;<span class="stringliteral">    std::string base_type_to_string(const base_expr_type&amp; bt) {</span></div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;<span class="stringliteral">      std::stringstream s;</span></div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;<span class="stringliteral">      s &lt;&lt; bt;</span></div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;<span class="stringliteral">      return s.str();</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;<span class="stringliteral">    }</span></div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;<span class="stringliteral">                                    </span></div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;<span class="stringliteral"></span></div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html">  142</a></span>&#160;<span class="stringliteral">    struct expression_visgen : public visgen {</span></div>
+<div class="line"><a name="l00143"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a216c5cae399487b3a82c0e9005eb063c">  143</a></span>&#160;<span class="stringliteral">      expression_visgen(std::ostream&amp; o) : visgen(o) {  }</span></div>
+<div class="line"><a name="l00144"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#aab15972d43af74f77cf26c2c2fec82bf">  144</a></span>&#160;<span class="stringliteral">      void operator()(nil const&amp; /*x*/) const { </span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;<span class="stringliteral">        o_ &lt;&lt; &quot;nil&quot;;</span></div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;<span class="stringliteral">      }</span></div>
+<div class="line"><a name="l00147"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a09af83f6b3b1f38ad7ff4964fb6aa4a9">  147</a></span>&#160;<span class="stringliteral">      void operator()(const int_literal&amp; n) const { o_ &lt;&lt; n.val_; }</span></div>
+<div class="line"><a name="l00148"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a63098914d92705be895c57e4adef150f">  148</a></span>&#160;<span class="stringliteral">      void operator()(const double_literal&amp; x) const { </span></div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;<span class="stringliteral">        std::string num_str = boost::lexical_cast&lt;std::string&gt;(x.val_);</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;<span class="stringliteral">        o_ &lt;&lt; num_str;</span></div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;<span class="stringliteral">        if (num_str.find_first_of(&quot;eE.&quot;) == std::string::npos)</span></div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;<span class="stringliteral">          o_ &lt;&lt; &quot;.0&quot;; // trailing 0 to ensure C++ makes it a double</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;<span class="stringliteral">      }</span></div>
+<div class="line"><a name="l00154"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a1d09589dc5a9b6e3b8d83c6ad2b69935">  154</a></span>&#160;<span class="stringliteral">      void operator()(const array_literal&amp; x) const { </span></div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;<span class="stringliteral">        o_ &lt;&lt; &quot;stan::math::new_array&lt;&quot;;</span></div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;<span class="stringliteral">        generate_type(&quot;foobar&quot;, // not enough to use: base_type_to_string(x.type_.base_type_),</span></div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;<span class="stringliteral">                      x.args_,</span></div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;<span class="stringliteral">                      x.args_.size(),</span></div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;<span class="stringliteral">                      o_);</span></div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;<span class="stringliteral">        o_ &lt;&lt; &quot;&gt;()&quot;;</span></div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;<span class="stringliteral">        for (size_t i = 0; i &lt; x.args_.size(); ++i) {</span></div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;<span class="stringliteral">          o_ &lt;&lt; &quot;.add(&quot;;</span></div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;<span class="stringliteral">          generate_expression(x.args_[i],o_);</span></div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;<span class="stringliteral">          o_ &lt;&lt; &quot;)&quot;;</span></div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;<span class="stringliteral">        }</span></div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;<span class="stringliteral">        o_ &lt;&lt; &quot;.array()&quot;;</span></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;<span class="stringliteral">      }</span></div>
+<div class="line"><a name="l00168"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a54590d7ff6be63a4b8fe1f91f04261c5">  168</a></span>&#160;<span class="stringliteral">      void operator()(const variable&amp; v) const { o_ &lt;&lt; v.name_; }</span></div>
+<div class="line"><a name="l00169"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a64a5ba8f9ca3ec6ebc78e25946dbe03d">  169</a></span>&#160;<span class="stringliteral">      void operator()(int n) const { o_ &lt;&lt; static_cast&lt;long&gt;(n); }</span></div>
+<div class="line"><a name="l00170"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#afff24140ddd6164642eaac2d11a029a8">  170</a></span>&#160;<span class="stringliteral">      void operator()(double x) const { o_ &lt;&lt; x; }</span></div>
+<div class="line"><a name="l00171"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#a20fa0b87d91d4c30a0255b44bb47db06">  171</a></span>&#160;<span class="stringliteral">      void operator()(const std::string&amp; x) const { o_ &lt;&lt; x; } // identifiers</span></div>
+<div class="line"><a name="l00172"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#aa4686c19b616c8c7381b53a1c834bebb">  172</a></span>&#160;<span class="stringliteral">      void operator()(const index_op&amp; x) const {</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;<span class="stringliteral">        std::stringstream expr_o;</span></div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;<span class="stringliteral">        generate_expression(x.expr_,expr_o);</span></div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;<span class="stringliteral">        std::string expr_string = expr_o.str();</span></div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;<span class="stringliteral">        std::vector&lt;expression&gt; indexes; </span></div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;<span class="stringliteral">        size_t e_num_dims = x.expr_.expression_type().num_dims_;</span></div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;<span class="stringliteral">        base_expr_type base_type = x.expr_.expression_type().base_type_;</span></div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;<span class="stringliteral">        for (size_t i = 0; i &lt; x.dimss_.size(); ++i)</span></div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;<span class="stringliteral">          for (size_t j = 0; j &lt; x.dimss_[i].size(); ++j) </span></div>
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+<div class="line"><a name="l00184"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1expression__visgen.html#ac6ae9b2a5dae07545dfcc59a295e980f">  184</a></span>&#160;<span class="stringliteral">      void operator()(const fun&amp; fx) const { </span></div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;<span class="stringliteral">        o_ &lt;&lt; fx.name_ &lt;&lt; &#39;</span>(<span class="stringliteral">&#39;;</span></div>
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+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;<span class="stringliteral">          boost::apply_visitor(*this, fx.args_[i].expr_);</span></div>
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+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;<span class="stringliteral">        if (has_rng_suffix(fx.name_))</span></div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;<span class="stringliteral">          o_ &lt;&lt; &quot;, base_rng__&quot;;</span></div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;<span class="stringliteral">        o_ &lt;&lt; &#39;</span>)<span class="stringliteral">&#39;;</span></div>
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+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;<span class="stringliteral">        boost::apply_visitor(*this, expr.left.expr_);</span></div>
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+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(e,ss);</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#ab0047255699c74937f85d6fc52a25cb7">print_string_literal</a>(o,ss.str());</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;    }</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;</div>
+<div class="line"><a name="l00231"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1printable__visgen.html">  231</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1printable__visgen.html">printable_visgen</a> : <span class="keyword">public</span> <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a> {</div>
+<div class="line"><a name="l00232"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1printable__visgen.html#a07ac177e70ed67abf0a8c104ae00c12b">  232</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1printable__visgen.html#a07ac177e70ed67abf0a8c104ae00c12b">printable_visgen</a>(std::ostream&amp; o) : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o) {  }</div>
+<div class="line"><a name="l00233"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1printable__visgen.html#a4527a09ed8015d0ffcf004cb1d4a67e6">  233</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1printable__visgen.html#a4527a09ed8015d0ffcf004cb1d4a67e6">operator()</a>(<span class="keyword">const</span> std::string&amp; s)<span class="keyword"> const </span>{ </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#ab0047255699c74937f85d6fc52a25cb7">print_string_literal</a>(<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>,s);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      }</div>
+<div class="line"><a name="l00236"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1printable__visgen.html#ab6298d1155c3982e8c2bad7ea562cee6">  236</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1printable__visgen.html#ab6298d1155c3982e8c2bad7ea562cee6">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)<span class="keyword"> const </span>{ </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(e,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="comment">// print_quoted_expression(o_,e);</span></div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      }</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    };</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;</div>
+<div class="line"><a name="l00242"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#ae27bbd9b3b5dbc0f93bbcd9f198a46eb">  242</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#ae27bbd9b3b5dbc0f93bbcd9f198a46eb">generate_printable</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1printable.html">printable</a>&amp; p, std::ostream&amp; o) {</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <a class="code" href="structstan_1_1gm_1_1printable__visgen.html">printable_visgen</a> vis(o);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      boost::apply_visitor(vis, p.<a class="code" href="structstan_1_1gm_1_1printable.html#ac9bcfe693d24c2c7b3363596fc380b26">printable_</a>);</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    }</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div>
+<div class="line"><a name="l00247"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">  247</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="keyword">const</span> std::string&amp; type, std::ostream&amp; o) {</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      o &lt;&lt; <span class="stringliteral">&quot;using &quot;</span> &lt;&lt; type &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    }</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">  251</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">generate_using_namespace</a>(<span class="keyword">const</span> std::string&amp; ns, std::ostream&amp; o) {</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      o &lt;&lt; <span class="stringliteral">&quot;using namespace &quot;</span> &lt;&lt; ns &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;    }</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;</div>
+<div class="line"><a name="l00256"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#aa985aaef054c7f1af4a9628ef6a9155d">  256</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#aa985aaef054c7f1af4a9628ef6a9155d">generate_usings</a>(std::ostream&amp; o) {</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;std::vector&quot;</span>,o);</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;std::string&quot;</span>,o);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;std::stringstream&quot;</span>,o);</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::model::prob_grad&quot;</span>,o);</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::math::get_base1&quot;</span>,o);</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::math::initialize&quot;</span>,o);</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::math::stan_print&quot;</span>,o);</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::math::lgamma&quot;</span>,o);</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;stan::io::dump&quot;</span>,o);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">generate_using</a>(<span class="stringliteral">&quot;std::istream&quot;</span>,o);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">generate_using_namespace</a>(<span class="stringliteral">&quot;stan::math&quot;</span>,o);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">generate_using_namespace</a>(<span class="stringliteral">&quot;stan::prob&quot;</span>,o);</div>
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+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;    }</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;</div>
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+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;    }</div>
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+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;   </div>
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+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div>
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+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;    </div>
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+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      o &lt;&lt; <span class="charliteral">&#39;;&#39;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    }</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;</div>
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+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> </div>
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+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; stage &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span></div>
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+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span> &lt;&lt; base_type &lt;&lt; <span class="charliteral">&#39;&quot;&#39;</span></div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;, context__.to_vec(&quot;</span>;</div>
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+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      }</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      o &lt;&lt; <span class="stringliteral">&quot;));&quot;</span></div>
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+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;    }</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;</div>
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+<div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;</div>
+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;            <span class="keywordflow">if</span> (i &lt; dims.size() - 1) {  </div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 2, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name_dims &lt;&lt; <span class="stringliteral">&quot;.resize(dim&quot;</span> &lt;&lt; <span class="stringliteral">&quot;_&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__);&quot;</span> </div>
+<div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;                 &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;              name_dims.append(<span class="stringliteral">&quot;[k_&quot;</span>).append(<a class="code" href="namespacestan_1_1gm.html#abd7966e0ee430a0e4e12326fd9cd762f">to_string</a>(i)).append(<span class="stringliteral">&quot;__]&quot;</span>);</div>
+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;            }</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;</div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 2, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;            <span class="keywordflow">if</span> (i == dims.size() - 1) {</div>
+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name_dims &lt;&lt; <span class="stringliteral">&quot;.reserve(dim_&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 2, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;            }</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;</div>
+<div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = 0;&quot;</span></div>
+<div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;               &lt;&lt; <span class="stringliteral">&quot; k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ &lt; dim_&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__;&quot;</span></div>
+<div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;               &lt;&lt; <span class="stringliteral">&quot; ++k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;</div>
+<div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;            <span class="comment">// if on the last loop, push read element into array</span></div>
+<div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;            <span class="keywordflow">if</span> (i == dims.size() - 1) {</div>
+<div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 3, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;if (jacobian__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;            </div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;              <span class="comment">// w Jacobian</span></div>
+<div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;</div>
+<div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 4, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name_dims &lt;&lt; <span class="stringliteral">&quot;.push_back(in__.&quot;</span> &lt;&lt; read_type &lt;&lt; <span class="stringliteral">&quot;_constrain(&quot;</span>;</div>
+<div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;              <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; read_args.size(); ++j) {</div>
+<div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;                <span class="keywordflow">if</span> (j &gt; 0) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;                <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(read_args[j],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;              }</div>
+<div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;              <span class="keywordflow">if</span> (read_args.size() &gt; 0)</div>
+<div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;                <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp__&quot;</span>;</div>
+<div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;</div>
+<div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 3, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;else&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;            </div>
+<div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;              <span class="comment">// w/o Jacobian</span></div>
+<div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;</div>
+<div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 4, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name_dims &lt;&lt; <span class="stringliteral">&quot;.push_back(in__.&quot;</span> &lt;&lt; read_type &lt;&lt; <span class="stringliteral">&quot;_constrain(&quot;</span>;</div>
+<div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;              <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; read_args.size(); ++j) {</div>
+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;                <span class="keywordflow">if</span> (j &gt; 0) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;                <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(read_args[j],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;              }</div>
+<div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;              <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;            }</div>
+<div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;          }</div>
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+<div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = dims.size(); i &gt; 0; --i) {</div>
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+<div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;          }</div>
+<div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;        }</div>
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+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;      }</div>
+<div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;    };</div>
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+<div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;                                  <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a>,</div>
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+<div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> </div>
+<div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;stan::io::reader&lt;&quot;</span> </div>
+<div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;        &lt;&lt; (is_var ? <span class="stringliteral">&quot;T__&quot;</span> : <span class="stringliteral">&quot;double&quot;</span>)</div>
+<div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;&gt; in__(params_r__,params_i__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;      <a class="code" href="structstan_1_1gm_1_1init__local__var__visgen.html">init_local_var_visgen</a> vis(declare_vars,is_var,o);</div>
+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; vs.size(); ++i)</div>
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+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;    }</div>
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+<div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;</div>
+<div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;</div>
+<div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;</div>
+<div class="line"><a name="l00720"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a30e9216cd9f5d025bcb3dde6aa0c86b0">  720</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a30e9216cd9f5d025bcb3dde6aa0c86b0">generate_public_decl</a>(std::ostream&amp; o) {</div>
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+<div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;    }</div>
+<div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;</div>
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+<div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;    }</div>
+<div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;   </div>
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+<div class="line"><a name="l00729"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html">  729</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html">validate_var_decl_visgen</a> : <span class="keyword">public</span> <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a> {</div>
+<div class="line"><a name="l00730"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">  730</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a>;</div>
+<div class="line"><a name="l00731"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a271a3fadedfb0fe40560244c26f4aef4">  731</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a271a3fadedfb0fe40560244c26f4aef4">validate_var_decl_visgen</a>(<span class="keywordtype">int</span> indents,</div>
+<div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;                               std::ostream&amp; o)</div>
+<div class="line"><a name="l00733"></a><span class="lineno">  733</span>&#160;        : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o),</div>
+<div class="line"><a name="l00734"></a><span class="lineno">  734</span>&#160;          <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a>(indents) {</div>
+<div class="line"><a name="l00735"></a><span class="lineno">  735</span>&#160;      }</div>
+<div class="line"><a name="l00736"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aff830ed631f54eff36b9a643d14d0223">  736</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aff830ed631f54eff36b9a643d14d0223">generate_begin_for_dims</a>(<span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dims)<span class="keyword"> </span></div>
+<div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;<span class="keyword">        const </span>{</div>
+<div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;</div>
+<div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
+<div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a>+i,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int k&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = 0;&quot;</span></div>
+<div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;             &lt;&lt; <span class="stringliteral">&quot; k&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l00743"></a><span class="lineno">  743</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i].expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00744"></a><span class="lineno">  744</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span>;</div>
+<div class="line"><a name="l00745"></a><span class="lineno">  745</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; ++k&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00746"></a><span class="lineno">  746</span>&#160;        }</div>
+<div class="line"><a name="l00747"></a><span class="lineno">  747</span>&#160;      }</div>
+<div class="line"><a name="l00748"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a84366f1b6aca2e4e6ce0dffbb65fd523">  748</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a84366f1b6aca2e4e6ce0dffbb65fd523">generate_end_for_dims</a>(<span class="keywordtype">size_t</span> dims_size)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims_size; ++i) {</div>
+<div class="line"><a name="l00750"></a><span class="lineno">  750</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + dims_size - i - 1, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00752"></a><span class="lineno">  752</span>&#160;        }</div>
+<div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160;      }</div>
+<div class="line"><a name="l00754"></a><span class="lineno">  754</span>&#160;</div>
+<div class="line"><a name="l00755"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">  755</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">generate_loop_var</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;                             <span class="keywordtype">size_t</span> dims_size)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name;</div>
+<div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims_size; ++i)</div>
+<div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[k&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;      }</div>
+<div class="line"><a name="l00761"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a293b04f191427eac6d4ebb731380530a">  761</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a293b04f191427eac6d4ebb731380530a">operator()</a>(<a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a> <span class="keyword">const</span>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ }</div>
+<div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00763"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aee960e3728540789c2da4b55b95a6a14">  763</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aee960e3728540789c2da4b55b95a6a14">basic_validate</a>(T <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00764"></a><span class="lineno">  764</span>&#160;        <span class="keywordflow">if</span> (!(x.range_.has_low() || x.range_.has_high()))</div>
+<div class="line"><a name="l00765"></a><span class="lineno">  765</span>&#160;          <span class="keywordflow">return</span>; <span class="comment">// unconstrained</span></div>
+<div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;        <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aff830ed631f54eff36b9a643d14d0223">generate_begin_for_dims</a>(x.dims_);</div>
+<div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + x.dims_.size(),<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;try { &quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;        <span class="keywordflow">if</span> (x.range_.has_low()) {</div>
+<div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + 1 + x.dims_.size(),<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;check_greater_or_equal(function__,&quot;</span>;</div>
+<div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;          <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">generate_loop_var</a>(x.name_,x.dims_.size());</div>
+<div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;          o_ &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.range_.low_.expr_,o_);</div>
+<div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;          o_ &lt;&lt; <span class="stringliteral">&quot;,\&quot;&quot;</span>;</div>
+<div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;          <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">generate_loop_var</a>(x.name_,x.dims_.size());</div>
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+<div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;        }</div>
+<div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;        <span class="keywordflow">if</span> (x.range_.has_high()) {</div>
+<div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + 1 + x.dims_.size(),<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;check_less_or_equal(function__,&quot;</span>;</div>
+<div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;          <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">generate_loop_var</a>(x.name_,x.dims_.size());</div>
+<div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;          o_ &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.range_.high_.expr_,o_);</div>
+<div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;          o_ &lt;&lt; <span class="stringliteral">&quot;,\&quot;&quot;</span>;</div>
+<div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;          <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#ad480023da77dc0a07bd592377dde6479">generate_loop_var</a>(x.name_,x.dims_.size());</div>
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+<div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;        }</div>
+<div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + x.dims_.size(),<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;} catch (std::domain_error&amp; e) { &quot;</span></div>
+<div class="line"><a name="l00791"></a><span class="lineno">  791</span>&#160;           &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00792"></a><span class="lineno">  792</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + x.dims_.size() + 1, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00793"></a><span class="lineno">  793</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;throw std::domain_error(std::string(\&quot;Invalid value of &quot;</span> &lt;&lt; x.name_ &lt;&lt; <span class="stringliteral">&quot;: \&quot;) + std::string(e.what()));&quot;</span></div>
+<div class="line"><a name="l00794"></a><span class="lineno">  794</span>&#160;          &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00795"></a><span class="lineno">  795</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a68936cf8226f63807082c4c9201b659c">indents_</a> + x.dims_.size(), <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l00796"></a><span class="lineno">  796</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;};&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l00797"></a><span class="lineno">  797</span>&#160;        <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a84366f1b6aca2e4e6ce0dffbb65fd523">generate_end_for_dims</a>(x.dims_.size());</div>
+<div class="line"><a name="l00798"></a><span class="lineno">  798</span>&#160;      }</div>
+<div class="line"><a name="l00799"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aeb09dcce8135ffe469e7a3d388fe23a5">  799</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aeb09dcce8135ffe469e7a3d388fe23a5">operator()</a>(<a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00800"></a><span class="lineno">  800</span>&#160;        <a class="code" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#aee960e3728540789c2da4b55b95a6a14">basic_validate</a>(x);</div>
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+<div class="line"><a name="l01129"></a><span class="lineno"> 1129</span>&#160;                                         std::ostream&amp; o)</div>
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+<div class="line"><a name="l01136"></a><span class="lineno"> 1136</span>&#160;        <span class="comment">// no-op</span></div>
+<div class="line"><a name="l01137"></a><span class="lineno"> 1137</span>&#160;      }</div>
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+<div class="line"><a name="l01139"></a><span class="lineno"> 1139</span>&#160;        <span class="comment">// no-op; ints need no init to prevent crashes and no NaN available</span></div>
+<div class="line"><a name="l01140"></a><span class="lineno"> 1140</span>&#160;      }      </div>
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+<div class="line"><a name="l01142"></a><span class="lineno"> 1142</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">generate_init</a>(x);</div>
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+<div class="line"><a name="l01145"></a><span class="lineno"> 1145</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">generate_init</a>(x);</div>
+<div class="line"><a name="l01146"></a><span class="lineno"> 1146</span>&#160;      }</div>
+<div class="line"><a name="l01147"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a6c85a19a7505a8454242df4367fe07e9"> 1147</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a6c85a19a7505a8454242df4367fe07e9">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01148"></a><span class="lineno"> 1148</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">generate_init</a>(x);</div>
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+<div class="line"><a name="l01154"></a><span class="lineno"> 1154</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">generate_init</a>(x);</div>
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+<div class="line"><a name="l01171"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#aada22b5e887493ac2aafb7952555e684"> 1171</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#aada22b5e887493ac2aafb7952555e684">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01172"></a><span class="lineno"> 1172</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a90bfb805ab0dc6b9612a05254d86dbe5">generate_init</a>(x);</div>
+<div class="line"><a name="l01173"></a><span class="lineno"> 1173</span>&#160;      }</div>
+<div class="line"><a name="l01174"></a><span class="lineno"> 1174</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01176"></a><span class="lineno"> 1176</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#a74906d451df5f65a04ae1d0125ed7e76">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01177"></a><span class="lineno"> 1177</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::initialize(&quot;</span> &lt;&lt; x.name_ &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> </div>
+<div class="line"><a name="l01178"></a><span class="lineno"> 1178</span>&#160;           &lt;&lt; (<a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#af0d41615f91253c476b881ee7e90134e">is_var_</a> ? <span class="stringliteral">&quot;DUMMY_VAR__&quot;</span> : <span class="stringliteral">&quot;std::numeric_limits&lt;double&gt;::quiet_NaN()&quot;</span>)</div>
+<div class="line"><a name="l01179"></a><span class="lineno"> 1179</span>&#160;           &lt;&lt; <span class="stringliteral">&quot;);&quot;</span></div>
+<div class="line"><a name="l01180"></a><span class="lineno"> 1180</span>&#160;           &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01181"></a><span class="lineno"> 1181</span>&#160;      }</div>
+<div class="line"><a name="l01182"></a><span class="lineno"> 1182</span>&#160;    };</div>
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+<div class="line"><a name="l01184"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a6b6842504d267f2ec759ad7b25e7fac3"> 1184</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a6b6842504d267f2ec759ad7b25e7fac3">generate_local_var_init_nan</a>(<span class="keyword">const</span> std::vector&lt;var_decl&gt;&amp; vs,</div>
+<div class="line"><a name="l01185"></a><span class="lineno"> 1185</span>&#160;                                     <span class="keywordtype">int</span> indent,</div>
+<div class="line"><a name="l01186"></a><span class="lineno"> 1186</span>&#160;                                     std::ostream&amp; o,</div>
+<div class="line"><a name="l01187"></a><span class="lineno"> 1187</span>&#160;                                     <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a>) {</div>
+<div class="line"><a name="l01188"></a><span class="lineno"> 1188</span>&#160;      <a class="code" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html">generate_local_var_init_nan_visgen</a> vis(indent,is_var,indent,o);</div>
+<div class="line"><a name="l01189"></a><span class="lineno"> 1189</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; vs.size(); ++i)</div>
+<div class="line"><a name="l01190"></a><span class="lineno"> 1190</span>&#160;        boost::apply_visitor(vis,vs[i].decl_);</div>
+<div class="line"><a name="l01191"></a><span class="lineno"> 1191</span>&#160;    }</div>
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+<div class="line"><a name="l01193"></a><span class="lineno"> 1193</span>&#160;</div>
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+<div class="line"><a name="l01197"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a74161c591ed31e81372e5adbf9ae48d3"> 1197</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a74161c591ed31e81372e5adbf9ae48d3">generate_init_vars_visgen</a>(<span class="keywordtype">int</span> indent,</div>
+<div class="line"><a name="l01198"></a><span class="lineno"> 1198</span>&#160;                                std::ostream&amp; o)</div>
+<div class="line"><a name="l01199"></a><span class="lineno"> 1199</span>&#160;        : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o),</div>
+<div class="line"><a name="l01200"></a><span class="lineno"> 1200</span>&#160;          <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>(indent) {</div>
+<div class="line"><a name="l01201"></a><span class="lineno"> 1201</span>&#160;      }</div>
+<div class="line"><a name="l01202"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a5296c19c9ceeec88da8aea6f7c127a0f"> 1202</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a5296c19c9ceeec88da8aea6f7c127a0f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a> <span class="keyword">const</span>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ }</div>
+<div class="line"><a name="l01203"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a9e7341c528d58e75cce017b798d5a0cc"> 1203</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a9e7341c528d58e75cce017b798d5a0cc">operator()</a>(<a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01204"></a><span class="lineno"> 1204</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01205"></a><span class="lineno"> 1205</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01206"></a><span class="lineno"> 1206</span>&#160;      }</div>
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+<div class="line"><a name="l01208"></a><span class="lineno"> 1208</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01209"></a><span class="lineno"> 1209</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01210"></a><span class="lineno"> 1210</span>&#160;      }</div>
+<div class="line"><a name="l01211"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#ae8ae66be4b3102b4c58c1ad5474fc703"> 1211</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#ae8ae66be4b3102b4c58c1ad5474fc703">operator()</a>(<a class="code" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01212"></a><span class="lineno"> 1212</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01213"></a><span class="lineno"> 1213</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01214"></a><span class="lineno"> 1214</span>&#160;      }</div>
+<div class="line"><a name="l01215"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a322208fcee39dfaae64d6d660e44db9f"> 1215</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a322208fcee39dfaae64d6d660e44db9f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01216"></a><span class="lineno"> 1216</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01217"></a><span class="lineno"> 1217</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01218"></a><span class="lineno"> 1218</span>&#160;      }</div>
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+<div class="line"><a name="l01220"></a><span class="lineno"> 1220</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01221"></a><span class="lineno"> 1221</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01222"></a><span class="lineno"> 1222</span>&#160;      }</div>
+<div class="line"><a name="l01223"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a76b27f4e0d2cdeef25f8c8653161e8e2"> 1223</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a76b27f4e0d2cdeef25f8c8653161e8e2">operator()</a>(<a class="code" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01224"></a><span class="lineno"> 1224</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01225"></a><span class="lineno"> 1225</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01229"></a><span class="lineno"> 1229</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01237"></a><span class="lineno"> 1237</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::fill(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;,DUMMY_VAR__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01427"></a><span class="lineno"> 1427</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a021d7d6fb6d86d0d05f91fead1b7beaf">include_sampling_</a>) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l01428"></a><span class="lineno"> 1428</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01429"></a><span class="lineno"> 1429</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; <span class="stringliteral">&quot;_log&lt;propto__&gt;(&quot;</span>;</div>
+<div class="line"><a name="l01430"></a><span class="lineno"> 1430</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01431"></a><span class="lineno"> 1431</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01432"></a><span class="lineno"> 1432</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l01433"></a><span class="lineno"> 1433</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01434"></a><span class="lineno"> 1434</span>&#160;        }</div>
+<div class="line"><a name="l01435"></a><span class="lineno"> 1435</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01436"></a><span class="lineno"> 1436</span>&#160;        <span class="comment">// rest of impl is for truncation</span></div>
+<div class="line"><a name="l01437"></a><span class="lineno"> 1437</span>&#160;        <span class="comment">// generate bounds test</span></div>
+<div class="line"><a name="l01438"></a><span class="lineno"> 1438</span>&#160;        <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>()) {</div>
+<div class="line"><a name="l01439"></a><span class="lineno"> 1439</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01440"></a><span class="lineno"> 1440</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;if (&quot;</span>;</div>
+<div class="line"><a name="l01441"></a><span class="lineno"> 1441</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01442"></a><span class="lineno"> 1442</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; &lt; &quot;</span>;</div>
+<div class="line"><a name="l01443"></a><span class="lineno"> 1443</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>); <span class="comment">// low</span></div>
+<div class="line"><a name="l01444"></a><span class="lineno"> 1444</span>&#160;                                                            <span class="comment">// bound</span></div>
+<div class="line"><a name="l01445"></a><span class="lineno"> 1445</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;) lp_accum__.add(-std::numeric_limits&lt;double&gt;::infinity());&quot;</span>  &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01446"></a><span class="lineno"> 1446</span>&#160;        }</div>
+<div class="line"><a name="l01447"></a><span class="lineno"> 1447</span>&#160;        <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l01448"></a><span class="lineno"> 1448</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01449"></a><span class="lineno"> 1449</span>&#160;          <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>()) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;else &quot;</span>;</div>
+<div class="line"><a name="l01450"></a><span class="lineno"> 1450</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;if (&quot;</span>;</div>
+<div class="line"><a name="l01451"></a><span class="lineno"> 1451</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01452"></a><span class="lineno"> 1452</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; &gt; &quot;</span>;</div>
+<div class="line"><a name="l01453"></a><span class="lineno"> 1453</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>); <span class="comment">// low</span></div>
+<div class="line"><a name="l01454"></a><span class="lineno"> 1454</span>&#160;                                                            <span class="comment">// bound</span></div>
+<div class="line"><a name="l01455"></a><span class="lineno"> 1455</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;) lp_accum__.add(-std::numeric_limits&lt;double&gt;::infinity());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01456"></a><span class="lineno"> 1456</span>&#160;        }</div>
+<div class="line"><a name="l01457"></a><span class="lineno"> 1457</span>&#160;        <span class="comment">// generate log denominator for case where bounds test pass</span></div>
+<div class="line"><a name="l01458"></a><span class="lineno"> 1458</span>&#160;        <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>() || x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l01459"></a><span class="lineno"> 1459</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01460"></a><span class="lineno"> 1460</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;else &quot;</span>;</div>
+<div class="line"><a name="l01461"></a><span class="lineno"> 1461</span>&#160;        }</div>
+<div class="line"><a name="l01462"></a><span class="lineno"> 1462</span>&#160;        <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>() &amp;&amp; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l01463"></a><span class="lineno"> 1463</span>&#160;          <span class="comment">// T[L,U]: -log_diff_exp(Dist_cdf_log(U|params),Dist_cdf_log(L|Params))</span></div>
+<div class="line"><a name="l01464"></a><span class="lineno"> 1464</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(-log_diff_exp(&quot;</span>;</div>
+<div class="line"><a name="l01465"></a><span class="lineno"> 1465</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; <span class="stringliteral">&quot;_cdf_log(&quot;</span>;</div>
+<div class="line"><a name="l01466"></a><span class="lineno"> 1466</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01467"></a><span class="lineno"> 1467</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01468"></a><span class="lineno"> 1468</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l01469"></a><span class="lineno"> 1469</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01470"></a><span class="lineno"> 1470</span>&#160;          }</div>
+<div class="line"><a name="l01471"></a><span class="lineno"> 1471</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;), &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; <span class="stringliteral">&quot;_cdf_log(&quot;</span>;</div>
+<div class="line"><a name="l01472"></a><span class="lineno"> 1472</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01473"></a><span class="lineno"> 1473</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01474"></a><span class="lineno"> 1474</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l01475"></a><span class="lineno"> 1475</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01476"></a><span class="lineno"> 1476</span>&#160;          }</div>
+<div class="line"><a name="l01477"></a><span class="lineno"> 1477</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;)));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01478"></a><span class="lineno"> 1478</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (!x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>() &amp;&amp; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l01479"></a><span class="lineno"> 1479</span>&#160;          <span class="comment">// T[,U];  -Dist_cdf_log(U)</span></div>
+<div class="line"><a name="l01480"></a><span class="lineno"> 1480</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(-&quot;</span>;</div>
+<div class="line"><a name="l01481"></a><span class="lineno"> 1481</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; <span class="stringliteral">&quot;_cdf_log(&quot;</span>;</div>
+<div class="line"><a name="l01482"></a><span class="lineno"> 1482</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01483"></a><span class="lineno"> 1483</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01484"></a><span class="lineno"> 1484</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l01485"></a><span class="lineno"> 1485</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01486"></a><span class="lineno"> 1486</span>&#160;          }</div>
+<div class="line"><a name="l01487"></a><span class="lineno"> 1487</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01488"></a><span class="lineno"> 1488</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>() &amp;&amp; !x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l01489"></a><span class="lineno"> 1489</span>&#160;          <span class="comment">// T[L,]: -Dist_ccdf_log(L)</span></div>
+<div class="line"><a name="l01490"></a><span class="lineno"> 1490</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(-&quot;</span>;</div>
+<div class="line"><a name="l01491"></a><span class="lineno"> 1491</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; <span class="stringliteral">&quot;_ccdf_log(&quot;</span>;</div>
+<div class="line"><a name="l01492"></a><span class="lineno"> 1492</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#aea4b4bd3a099e637be3b6495cacf7a38">expr_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01493"></a><span class="lineno"> 1493</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01494"></a><span class="lineno"> 1494</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l01495"></a><span class="lineno"> 1495</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01496"></a><span class="lineno"> 1496</span>&#160;          }</div>
+<div class="line"><a name="l01497"></a><span class="lineno"> 1497</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01498"></a><span class="lineno"> 1498</span>&#160;        }</div>
+<div class="line"><a name="l01499"></a><span class="lineno"> 1499</span>&#160;      }</div>
+<div class="line"><a name="l01500"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a42c4a20fb6e15cfc6348f67669a596a3"> 1500</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a42c4a20fb6e15cfc6348f67669a596a3">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1increment__log__prob__statement.html">increment_log_prob_statement</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01501"></a><span class="lineno"> 1501</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01502"></a><span class="lineno"> 1502</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(&quot;</span>;</div>
+<div class="line"><a name="l01503"></a><span class="lineno"> 1503</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1increment__log__prob__statement.html#a7ba573d094c1453cf8e425eb2bf8a48e">log_prob_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01504"></a><span class="lineno"> 1504</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01505"></a><span class="lineno"> 1505</span>&#160;      }</div>
+<div class="line"><a name="l01506"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a0173ebc27b24f84a454b7dd8d86ad5aa"> 1506</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a0173ebc27b24f84a454b7dd8d86ad5aa">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1statements.html">statements</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01507"></a><span class="lineno"> 1507</span>&#160;        <span class="keywordtype">bool</span> has_local_vars = x.<a class="code" href="structstan_1_1gm_1_1statements.html#a277fff5acdb257537ee927d68d7fa139">local_decl_</a>.size() &gt; 0;</div>
+<div class="line"><a name="l01508"></a><span class="lineno"> 1508</span>&#160;        <span class="keywordtype">size_t</span> indent = has_local_vars ? (<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a> + 1) : <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>;</div>
+<div class="line"><a name="l01509"></a><span class="lineno"> 1509</span>&#160;        <span class="keywordflow">if</span> (has_local_vars) {</div>
+<div class="line"><a name="l01510"></a><span class="lineno"> 1510</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01511"></a><span class="lineno"> 1511</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;{&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;  <span class="comment">// need brackets for scope</span></div>
+<div class="line"><a name="l01512"></a><span class="lineno"> 1512</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">generate_local_var_decls</a>(x.<a class="code" href="structstan_1_1gm_1_1statements.html#a277fff5acdb257537ee927d68d7fa139">local_decl_</a>,indent,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a>);</div>
+<div class="line"><a name="l01513"></a><span class="lineno"> 1513</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6b6842504d267f2ec759ad7b25e7fac3">generate_local_var_init_nan</a>(x.<a class="code" href="structstan_1_1gm_1_1statements.html#a277fff5acdb257537ee927d68d7fa139">local_decl_</a>,indent,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a>);</div>
+<div class="line"><a name="l01514"></a><span class="lineno"> 1514</span>&#160;        }</div>
+<div class="line"><a name="l01515"></a><span class="lineno"> 1515</span>&#160;                                 </div>
+<div class="line"><a name="l01516"></a><span class="lineno"> 1516</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1statements.html#a4de24354bdefdcf2b482150027a4b841">statements_</a>.size(); ++i)</div>
+<div class="line"><a name="l01517"></a><span class="lineno"> 1517</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">generate_statement</a>(x.<a class="code" href="structstan_1_1gm_1_1statements.html#a4de24354bdefdcf2b482150027a4b841">statements_</a>[i],indent,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a021d7d6fb6d86d0d05f91fead1b7beaf">include_sampling_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a>);</div>
+<div class="line"><a name="l01518"></a><span class="lineno"> 1518</span>&#160;</div>
+<div class="line"><a name="l01519"></a><span class="lineno"> 1519</span>&#160;        <span class="keywordflow">if</span> (has_local_vars) {</div>
+<div class="line"><a name="l01520"></a><span class="lineno"> 1520</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01521"></a><span class="lineno"> 1521</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01522"></a><span class="lineno"> 1522</span>&#160;        }</div>
+<div class="line"><a name="l01523"></a><span class="lineno"> 1523</span>&#160;      }</div>
+<div class="line"><a name="l01524"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a3210b49a16a34a1f00e5ae4103e4d52d"> 1524</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a3210b49a16a34a1f00e5ae4103e4d52d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1print__statement.html">print_statement</a>&amp; ps)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01525"></a><span class="lineno"> 1525</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01526"></a><span class="lineno"> 1526</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;if (pstream__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01527"></a><span class="lineno"> 1527</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; ps.<a class="code" href="structstan_1_1gm_1_1print__statement.html#a2de577f68c38d6494d0c5b01337c3106">printables_</a>.size(); ++i) {</div>
+<div class="line"><a name="l01528"></a><span class="lineno"> 1528</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a> + 1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01529"></a><span class="lineno"> 1529</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;stan_print(pstream__,&quot;</span>;</div>
+<div class="line"><a name="l01530"></a><span class="lineno"> 1530</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#ae27bbd9b3b5dbc0f93bbcd9f198a46eb">generate_printable</a>(ps.<a class="code" href="structstan_1_1gm_1_1print__statement.html#a2de577f68c38d6494d0c5b01337c3106">printables_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01531"></a><span class="lineno"> 1531</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01533"></a><span class="lineno"> 1533</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a> + 1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01534"></a><span class="lineno"> 1534</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;*pstream__ &lt;&lt; std::endl;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01535"></a><span class="lineno"> 1535</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01536"></a><span class="lineno"> 1536</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="charliteral">&#39;}&#39;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01538"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a34c280dce22502fe23321a7104e06516"> 1538</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a34c280dce22502fe23321a7104e06516">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1for__statement.html">for_statement</a>&amp; x)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l01542"></a><span class="lineno"> 1542</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1for__statement.html#acc156ec777cc5ca5a60e65506a94c60f">variable_</a> &lt;&lt; <span class="stringliteral">&quot; &lt;= &quot;</span>;</div>
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+<div class="line"><a name="l01544"></a><span class="lineno"> 1544</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1for__statement.html#acc156ec777cc5ca5a60e65506a94c60f">variable_</a> &lt;&lt; <span class="stringliteral">&quot;) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01545"></a><span class="lineno"> 1545</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">generate_statement</a>(x.<a class="code" href="structstan_1_1gm_1_1for__statement.html#a88a12e92114b27b638669beb3a4fa795">statement_</a>, <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a> + 1, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>, <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a021d7d6fb6d86d0d05f91fead1b7beaf">include_sampling_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a>);</div>
+<div class="line"><a name="l01546"></a><span class="lineno"> 1546</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01547"></a><span class="lineno"> 1547</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01551"></a><span class="lineno"> 1551</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;while (as_bool(&quot;</span>;</div>
+<div class="line"><a name="l01552"></a><span class="lineno"> 1552</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1while__statement.html#ac28766c928629d492f3cb633a70d446d">condition_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01553"></a><span class="lineno"> 1553</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;)) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01554"></a><span class="lineno"> 1554</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">generate_statement</a>(x.<a class="code" href="structstan_1_1gm_1_1while__statement.html#a02751b1da71e77005c2e31df9c901997">body_</a>, <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>+1, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>, <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a021d7d6fb6d86d0d05f91fead1b7beaf">include_sampling_</a>,<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a>);</div>
+<div class="line"><a name="l01555"></a><span class="lineno"> 1555</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(<a class="code" href="structstan_1_1gm_1_1statement__visgen.html#ae4c1610db98461ae144b353bcee4ef0c">indent_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01556"></a><span class="lineno"> 1556</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l01558"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a6cd75512cddef8725f4668be6d7ff891"> 1558</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1statement__visgen.html#a6cd75512cddef8725f4668be6d7ff891">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a>&amp; x)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l01562"></a><span class="lineno"> 1562</span>&#160;          <span class="keywordflow">else</span></div>
+<div class="line"><a name="l01563"></a><span class="lineno"> 1563</span>&#160;            <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; else &quot;</span>;</div>
+<div class="line"><a name="l01564"></a><span class="lineno"> 1564</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;if (as_bool(&quot;</span>;</div>
+<div class="line"><a name="l01565"></a><span class="lineno"> 1565</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1conditional__statement.html#a1afeedc0d7f192d1fac3cda264918a22">conditions_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
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+<div class="line"><a name="l01589"></a><span class="lineno"> 1589</span>&#160;                            <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a>) {</div>
+<div class="line"><a name="l01590"></a><span class="lineno"> 1590</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__visgen.html">statement_visgen</a> vis(indent,include_sampling,is_var,o);</div>
+<div class="line"><a name="l01591"></a><span class="lineno"> 1591</span>&#160;      boost::apply_visitor(vis,s.<a class="code" href="structstan_1_1gm_1_1statement.html#a42dac92fef21d4502828e531cc6ea4b9">statement_</a>);</div>
+<div class="line"><a name="l01592"></a><span class="lineno"> 1592</span>&#160;    }</div>
+<div class="line"><a name="l01593"></a><span class="lineno"> 1593</span>&#160;</div>
+<div class="line"><a name="l01594"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d"> 1594</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">generate_statements</a>(<span class="keyword">const</span> std::vector&lt;statement&gt;&amp; ss,</div>
+<div class="line"><a name="l01595"></a><span class="lineno"> 1595</span>&#160;                             <span class="keywordtype">int</span> indent,</div>
+<div class="line"><a name="l01596"></a><span class="lineno"> 1596</span>&#160;                             std::ostream&amp; o,</div>
+<div class="line"><a name="l01597"></a><span class="lineno"> 1597</span>&#160;                             <span class="keywordtype">bool</span> include_sampling,</div>
+<div class="line"><a name="l01598"></a><span class="lineno"> 1598</span>&#160;                             <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a>) {</div>
+<div class="line"><a name="l01599"></a><span class="lineno"> 1599</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__visgen.html">statement_visgen</a> vis(indent,include_sampling,is_var,o);</div>
+<div class="line"><a name="l01600"></a><span class="lineno"> 1600</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; ss.size(); ++i)</div>
+<div class="line"><a name="l01601"></a><span class="lineno"> 1601</span>&#160;        boost::apply_visitor(vis,ss[i].statement_);</div>
+<div class="line"><a name="l01602"></a><span class="lineno"> 1602</span>&#160;    }</div>
+<div class="line"><a name="l01603"></a><span class="lineno"> 1603</span>&#160;</div>
+<div class="line"><a name="l01604"></a><span class="lineno"> 1604</span>&#160;</div>
+<div class="line"><a name="l01605"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a4d93a678fb6ead7a8554de1758f36034"> 1605</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a4d93a678fb6ead7a8554de1758f36034">generate_log_prob</a>(<a class="code" href="structstan_1_1gm_1_1program.html">program</a> <span class="keyword">const</span>&amp; p,</div>
+<div class="line"><a name="l01606"></a><span class="lineno"> 1606</span>&#160;                           std::ostream&amp; o) {</div>
+<div class="line"><a name="l01607"></a><span class="lineno"> 1607</span>&#160;</div>
+<div class="line"><a name="l01608"></a><span class="lineno"> 1608</span>&#160;</div>
+<div class="line"><a name="l01609"></a><span class="lineno"> 1609</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01610"></a><span class="lineno"> 1610</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;bool propto__, bool jacobian__, typename T__&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01611"></a><span class="lineno"> 1611</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;T__ log_prob(vector&lt;T__&gt;&amp; params_r__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01612"></a><span class="lineno"> 1612</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;             vector&lt;int&gt;&amp; params_i__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01613"></a><span class="lineno"> 1613</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;             std::ostream* pstream__ = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01614"></a><span class="lineno"> 1614</span>&#160;</div>
+<div class="line"><a name="l01615"></a><span class="lineno"> 1615</span>&#160;      <span class="comment">// use this dummy for inits</span></div>
+<div class="line"><a name="l01616"></a><span class="lineno"> 1616</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;T__ DUMMY_VAR__(std::numeric_limits&lt;double&gt;::quiet_NaN());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01617"></a><span class="lineno"> 1617</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;(void) DUMMY_VAR__;  // suppress unused var warning&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01618"></a><span class="lineno"> 1618</span>&#160;</div>
+<div class="line"><a name="l01619"></a><span class="lineno"> 1619</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;T__ lp__(0.0);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01620"></a><span class="lineno"> 1620</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::accumulator&lt;T__&gt; lp_accum__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01621"></a><span class="lineno"> 1621</span>&#160;</div>
+<div class="line"><a name="l01622"></a><span class="lineno"> 1622</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l01623"></a><span class="lineno"> 1623</span>&#160;</div>
+<div class="line"><a name="l01624"></a><span class="lineno"> 1624</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;model parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l01625"></a><span class="lineno"> 1625</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a890d6d9cd0b21a64327ccf76a9a7e824">generate_local_var_inits</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">parameter_decl_</a>,is_var,<span class="keyword">true</span>,o);</div>
+<div class="line"><a name="l01626"></a><span class="lineno"> 1626</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01627"></a><span class="lineno"> 1627</span>&#160;</div>
+<div class="line"><a name="l01628"></a><span class="lineno"> 1628</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;transformed parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l01629"></a><span class="lineno"> 1629</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">generate_local_var_decls</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o,is_var);</div>
+<div class="line"><a name="l01630"></a><span class="lineno"> 1630</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a5e4c218a7d9e607732925c5a266a8f79">generate_init_vars</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l01631"></a><span class="lineno"> 1631</span>&#160;</div>
+<div class="line"><a name="l01632"></a><span class="lineno"> 1632</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01633"></a><span class="lineno"> 1633</span>&#160;      <span class="keywordtype">bool</span> include_sampling = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l01634"></a><span class="lineno"> 1634</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">generate_statements</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.second,2,o,include_sampling,is_var);</div>
+<div class="line"><a name="l01635"></a><span class="lineno"> 1635</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01636"></a><span class="lineno"> 1636</span>&#160;      </div>
+<div class="line"><a name="l01637"></a><span class="lineno"> 1637</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#ae40fee02e525b4599929a3898b14493a">generate_validate_transformed_params</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l01638"></a><span class="lineno"> 1638</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a></div>
+<div class="line"><a name="l01639"></a><span class="lineno"> 1639</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;const char* function__ = \&quot;validate transformed params %1%\&quot;;&quot;</span> </div>
+<div class="line"><a name="l01640"></a><span class="lineno"> 1640</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01641"></a><span class="lineno"> 1641</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a></div>
+<div class="line"><a name="l01642"></a><span class="lineno"> 1642</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;(void) function__; // dummy to suppress unused var warning&quot;</span> </div>
+<div class="line"><a name="l01643"></a><span class="lineno"> 1643</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01644"></a><span class="lineno"> 1644</span>&#160;        </div>
+<div class="line"><a name="l01645"></a><span class="lineno"> 1645</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l01646"></a><span class="lineno"> 1646</span>&#160;</div>
+<div class="line"><a name="l01647"></a><span class="lineno"> 1647</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;model body&quot;</span>,2,o);</div>
+<div class="line"><a name="l01648"></a><span class="lineno"> 1648</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">generate_statement</a>(p.<a class="code" href="structstan_1_1gm_1_1program.html#a68db9c547c8a9a585860305efa83ee38">statement_</a>,2,o,include_sampling,is_var);</div>
+<div class="line"><a name="l01649"></a><span class="lineno"> 1649</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01650"></a><span class="lineno"> 1650</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;lp_accum__.add(lp__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01651"></a><span class="lineno"> 1651</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;return lp_accum__.sum();&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01652"></a><span class="lineno"> 1652</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;} // log_prob()&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01653"></a><span class="lineno"> 1653</span>&#160;</div>
+<div class="line"><a name="l01654"></a><span class="lineno"> 1654</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;bool propto, bool jacobian, typename T&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01655"></a><span class="lineno"> 1655</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;T log_prob(Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; params_r,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01656"></a><span class="lineno"> 1656</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;           std::ostream* pstream = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01657"></a><span class="lineno"> 1657</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;T&gt; vec_params_r;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01658"></a><span class="lineno"> 1658</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  vec_params_r.reserve(params_r.size());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01659"></a><span class="lineno"> 1659</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  for (int i = 0; i &lt; params_r.size(); ++i)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01660"></a><span class="lineno"> 1660</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    vec_params_r.push_back(params_r(i));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01661"></a><span class="lineno"> 1661</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;int&gt; vec_params_i;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01662"></a><span class="lineno"> 1662</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  return log_prob&lt;propto,jacobian,T&gt;(vec_params_r, vec_params_i, pstream);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01663"></a><span class="lineno"> 1663</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l01664"></a><span class="lineno"> 1664</span>&#160;    }</div>
+<div class="line"><a name="l01665"></a><span class="lineno"> 1665</span>&#160;</div>
+<div class="line"><a name="l01666"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html"> 1666</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html">dump_member_var_visgen</a> : <span class="keyword">public</span> <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a> {</div>
+<div class="line"><a name="l01667"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c"> 1667</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1var__resizing__visgen.html">var_resizing_visgen</a> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>;</div>
+<div class="line"><a name="l01668"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b"> 1668</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1var__size__validating__visgen.html">var_size_validating_visgen</a> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>;</div>
+<div class="line"><a name="l01669"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c22ce134acbfefce374269220cfd1d0"> 1669</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c22ce134acbfefce374269220cfd1d0">dump_member_var_visgen</a>(std::ostream&amp; o) </div>
+<div class="line"><a name="l01670"></a><span class="lineno"> 1670</span>&#160;        : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o),</div>
+<div class="line"><a name="l01671"></a><span class="lineno"> 1671</span>&#160;          <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(<a class="code" href="structstan_1_1gm_1_1var__resizing__visgen.html">var_resizing_visgen</a>(o)),</div>
+<div class="line"><a name="l01672"></a><span class="lineno"> 1672</span>&#160;          <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(<a class="code" href="structstan_1_1gm_1_1var__size__validating__visgen.html">var_size_validating_visgen</a>(o,<span class="stringliteral">&quot;data initialization&quot;</span>)) {</div>
+<div class="line"><a name="l01673"></a><span class="lineno"> 1673</span>&#160;      }</div>
+<div class="line"><a name="l01674"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#abfa487614709c71e58805b48802e45a4"> 1674</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#abfa487614709c71e58805b48802e45a4">operator()</a>(<a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a> <span class="keyword">const</span>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ } <span class="comment">// dummy</span></div>
+<div class="line"><a name="l01675"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#aa56bad9542006b9d9354f8571c6b722c"> 1675</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#aa56bad9542006b9d9354f8571c6b722c">operator()</a>(<a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01676"></a><span class="lineno"> 1676</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01677"></a><span class="lineno"> 1677</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01678"></a><span class="lineno"> 1678</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01679"></a><span class="lineno"> 1679</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_i__ = context__.vals_i(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01680"></a><span class="lineno"> 1680</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01681"></a><span class="lineno"> 1681</span>&#160;        <span class="keywordtype">size_t</span> indentation = 1;</div>
+<div class="line"><a name="l01682"></a><span class="lineno"> 1682</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01683"></a><span class="lineno"> 1683</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01684"></a><span class="lineno"> 1684</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01685"></a><span class="lineno"> 1685</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01686"></a><span class="lineno"> 1686</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01687"></a><span class="lineno"> 1687</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01688"></a><span class="lineno"> 1688</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01689"></a><span class="lineno"> 1689</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01690"></a><span class="lineno"> 1690</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> </div>
+<div class="line"><a name="l01691"></a><span class="lineno"> 1691</span>&#160;             &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim </div>
+<div class="line"><a name="l01692"></a><span class="lineno"> 1692</span>&#160;             &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01693"></a><span class="lineno"> 1693</span>&#160;        }</div>
+<div class="line"><a name="l01694"></a><span class="lineno"> 1694</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01695"></a><span class="lineno"> 1695</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01696"></a><span class="lineno"> 1696</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01697"></a><span class="lineno"> 1697</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01698"></a><span class="lineno"> 1698</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_i__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01699"></a><span class="lineno"> 1699</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01700"></a><span class="lineno"> 1700</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 1 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01701"></a><span class="lineno"> 1701</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01702"></a><span class="lineno"> 1702</span>&#160;        }</div>
+<div class="line"><a name="l01703"></a><span class="lineno"> 1703</span>&#160;      }</div>
+<div class="line"><a name="l01704"></a><span class="lineno"> 1704</span>&#160;      <span class="comment">// minor changes to int_var_decl</span></div>
+<div class="line"><a name="l01705"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#aef25639b7aa2e8fe80e189de25130ea0"> 1705</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#aef25639b7aa2e8fe80e189de25130ea0">operator()</a>(<a class="code" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01706"></a><span class="lineno"> 1706</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01707"></a><span class="lineno"> 1707</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01708"></a><span class="lineno"> 1708</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01709"></a><span class="lineno"> 1709</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01710"></a><span class="lineno"> 1710</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01711"></a><span class="lineno"> 1711</span>&#160;        <span class="keywordtype">size_t</span> indentation = 1;</div>
+<div class="line"><a name="l01712"></a><span class="lineno"> 1712</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01713"></a><span class="lineno"> 1713</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01714"></a><span class="lineno"> 1714</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01715"></a><span class="lineno"> 1715</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01716"></a><span class="lineno"> 1716</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01717"></a><span class="lineno"> 1717</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01718"></a><span class="lineno"> 1718</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01719"></a><span class="lineno"> 1719</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01720"></a><span class="lineno"> 1720</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01721"></a><span class="lineno"> 1721</span>&#160;        }</div>
+<div class="line"><a name="l01722"></a><span class="lineno"> 1722</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01723"></a><span class="lineno"> 1723</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01724"></a><span class="lineno"> 1724</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01725"></a><span class="lineno"> 1725</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01726"></a><span class="lineno"> 1726</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01727"></a><span class="lineno"> 1727</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01728"></a><span class="lineno"> 1728</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 1 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01729"></a><span class="lineno"> 1729</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01730"></a><span class="lineno"> 1730</span>&#160;        }</div>
+<div class="line"><a name="l01731"></a><span class="lineno"> 1731</span>&#160;      }</div>
+<div class="line"><a name="l01732"></a><span class="lineno"> 1732</span>&#160;      <span class="comment">// extra outer loop around double_var_decl</span></div>
+<div class="line"><a name="l01733"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ab8092387d74cddae7522efd01d133d43"> 1733</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ab8092387d74cddae7522efd01d133d43">operator()</a>(<a class="code" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01734"></a><span class="lineno"> 1734</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01735"></a><span class="lineno"> 1735</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01736"></a><span class="lineno"> 1736</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01737"></a><span class="lineno"> 1737</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01738"></a><span class="lineno"> 1738</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01739"></a><span class="lineno"> 1739</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01740"></a><span class="lineno"> 1740</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1vector__var__decl.html#a2a503a710912ec9280682c48252c673f">M_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01741"></a><span class="lineno"> 1741</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01742"></a><span class="lineno"> 1742</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01743"></a><span class="lineno"> 1743</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01744"></a><span class="lineno"> 1744</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01745"></a><span class="lineno"> 1745</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01746"></a><span class="lineno"> 1746</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01747"></a><span class="lineno"> 1747</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01748"></a><span class="lineno"> 1748</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01749"></a><span class="lineno"> 1749</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01750"></a><span class="lineno"> 1750</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01751"></a><span class="lineno"> 1751</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01752"></a><span class="lineno"> 1752</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01753"></a><span class="lineno"> 1753</span>&#160;        }</div>
+<div class="line"><a name="l01754"></a><span class="lineno"> 1754</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01755"></a><span class="lineno"> 1755</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01756"></a><span class="lineno"> 1756</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01757"></a><span class="lineno"> 1757</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01758"></a><span class="lineno"> 1758</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01759"></a><span class="lineno"> 1759</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01760"></a><span class="lineno"> 1760</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01761"></a><span class="lineno"> 1761</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01762"></a><span class="lineno"> 1762</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01763"></a><span class="lineno"> 1763</span>&#160;        }</div>
+<div class="line"><a name="l01764"></a><span class="lineno"> 1764</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01765"></a><span class="lineno"> 1765</span>&#160;      }</div>
+<div class="line"><a name="l01766"></a><span class="lineno"> 1766</span>&#160;      <span class="comment">// change variable name from vector_var_decl</span></div>
+<div class="line"><a name="l01767"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ac67d9309fc445f1dc5f962995f2cfebc"> 1767</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ac67d9309fc445f1dc5f962995f2cfebc">operator()</a>(<a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01768"></a><span class="lineno"> 1768</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01769"></a><span class="lineno"> 1769</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01770"></a><span class="lineno"> 1770</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01771"></a><span class="lineno"> 1771</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01772"></a><span class="lineno"> 1772</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01773"></a><span class="lineno"> 1773</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01774"></a><span class="lineno"> 1774</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html#afcf4381a6b4bf0f832e30dca34c2e418">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01775"></a><span class="lineno"> 1775</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01776"></a><span class="lineno"> 1776</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01777"></a><span class="lineno"> 1777</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01778"></a><span class="lineno"> 1778</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01779"></a><span class="lineno"> 1779</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01780"></a><span class="lineno"> 1780</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01781"></a><span class="lineno"> 1781</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01782"></a><span class="lineno"> 1782</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01783"></a><span class="lineno"> 1783</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01784"></a><span class="lineno"> 1784</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01785"></a><span class="lineno"> 1785</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01786"></a><span class="lineno"> 1786</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01787"></a><span class="lineno"> 1787</span>&#160;        }</div>
+<div class="line"><a name="l01788"></a><span class="lineno"> 1788</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01789"></a><span class="lineno"> 1789</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01790"></a><span class="lineno"> 1790</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01791"></a><span class="lineno"> 1791</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01792"></a><span class="lineno"> 1792</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01793"></a><span class="lineno"> 1793</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01794"></a><span class="lineno"> 1794</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01795"></a><span class="lineno"> 1795</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01796"></a><span class="lineno"> 1796</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01797"></a><span class="lineno"> 1797</span>&#160;        }</div>
+<div class="line"><a name="l01798"></a><span class="lineno"> 1798</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01799"></a><span class="lineno"> 1799</span>&#160;      }</div>
+<div class="line"><a name="l01800"></a><span class="lineno"> 1800</span>&#160;      <span class="comment">// same as simplex</span></div>
+<div class="line"><a name="l01801"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a90cdc8c8b6027bbe9f72c6b4b2ab6351"> 1801</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a90cdc8c8b6027bbe9f72c6b4b2ab6351">operator()</a>(<a class="code" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01802"></a><span class="lineno"> 1802</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01803"></a><span class="lineno"> 1803</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01804"></a><span class="lineno"> 1804</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01805"></a><span class="lineno"> 1805</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01806"></a><span class="lineno"> 1806</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01807"></a><span class="lineno"> 1807</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01808"></a><span class="lineno"> 1808</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1unit__vector__var__decl.html#a5e60137ec4a7b3f0ccfd0e6841ebb46f">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01809"></a><span class="lineno"> 1809</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01810"></a><span class="lineno"> 1810</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01811"></a><span class="lineno"> 1811</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01812"></a><span class="lineno"> 1812</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01813"></a><span class="lineno"> 1813</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01814"></a><span class="lineno"> 1814</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01815"></a><span class="lineno"> 1815</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01816"></a><span class="lineno"> 1816</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01817"></a><span class="lineno"> 1817</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01818"></a><span class="lineno"> 1818</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01819"></a><span class="lineno"> 1819</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01820"></a><span class="lineno"> 1820</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01821"></a><span class="lineno"> 1821</span>&#160;        }</div>
+<div class="line"><a name="l01822"></a><span class="lineno"> 1822</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01823"></a><span class="lineno"> 1823</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01824"></a><span class="lineno"> 1824</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01825"></a><span class="lineno"> 1825</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01826"></a><span class="lineno"> 1826</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01827"></a><span class="lineno"> 1827</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01828"></a><span class="lineno"> 1828</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01829"></a><span class="lineno"> 1829</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01830"></a><span class="lineno"> 1830</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01831"></a><span class="lineno"> 1831</span>&#160;        }</div>
+<div class="line"><a name="l01832"></a><span class="lineno"> 1832</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01833"></a><span class="lineno"> 1833</span>&#160;      }</div>
+<div class="line"><a name="l01834"></a><span class="lineno"> 1834</span>&#160;      <span class="comment">// diff name of dims from vector</span></div>
+<div class="line"><a name="l01835"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a1df5811f58ff7a33a96962e1f0527250"> 1835</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a1df5811f58ff7a33a96962e1f0527250">operator()</a>(<a class="code" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01836"></a><span class="lineno"> 1836</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01837"></a><span class="lineno"> 1837</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01838"></a><span class="lineno"> 1838</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01839"></a><span class="lineno"> 1839</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01840"></a><span class="lineno"> 1840</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01841"></a><span class="lineno"> 1841</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01842"></a><span class="lineno"> 1842</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1simplex__var__decl.html#ac395e69af88b82ab0dd6f17413bf9552">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01843"></a><span class="lineno"> 1843</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01844"></a><span class="lineno"> 1844</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01845"></a><span class="lineno"> 1845</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01846"></a><span class="lineno"> 1846</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01847"></a><span class="lineno"> 1847</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01848"></a><span class="lineno"> 1848</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01849"></a><span class="lineno"> 1849</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01850"></a><span class="lineno"> 1850</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01851"></a><span class="lineno"> 1851</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01852"></a><span class="lineno"> 1852</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01853"></a><span class="lineno"> 1853</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01854"></a><span class="lineno"> 1854</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01855"></a><span class="lineno"> 1855</span>&#160;        }</div>
+<div class="line"><a name="l01856"></a><span class="lineno"> 1856</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01857"></a><span class="lineno"> 1857</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01858"></a><span class="lineno"> 1858</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01859"></a><span class="lineno"> 1859</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01860"></a><span class="lineno"> 1860</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01861"></a><span class="lineno"> 1861</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01862"></a><span class="lineno"> 1862</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01863"></a><span class="lineno"> 1863</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01864"></a><span class="lineno"> 1864</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01865"></a><span class="lineno"> 1865</span>&#160;        }</div>
+<div class="line"><a name="l01866"></a><span class="lineno"> 1866</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01867"></a><span class="lineno"> 1867</span>&#160;      }</div>
+<div class="line"><a name="l01868"></a><span class="lineno"> 1868</span>&#160;      <span class="comment">// same as simplex</span></div>
+<div class="line"><a name="l01869"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c94da368b07ae2933600a6a5f0e7c9f"> 1869</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a4c94da368b07ae2933600a6a5f0e7c9f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01870"></a><span class="lineno"> 1870</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01871"></a><span class="lineno"> 1871</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01872"></a><span class="lineno"> 1872</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01873"></a><span class="lineno"> 1873</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01874"></a><span class="lineno"> 1874</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01875"></a><span class="lineno"> 1875</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01876"></a><span class="lineno"> 1876</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1ordered__var__decl.html#aa3a7d1133246c773a8a23825cf6a71b9">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01877"></a><span class="lineno"> 1877</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01878"></a><span class="lineno"> 1878</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01879"></a><span class="lineno"> 1879</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01880"></a><span class="lineno"> 1880</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01881"></a><span class="lineno"> 1881</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01882"></a><span class="lineno"> 1882</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01883"></a><span class="lineno"> 1883</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01884"></a><span class="lineno"> 1884</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01885"></a><span class="lineno"> 1885</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01886"></a><span class="lineno"> 1886</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01887"></a><span class="lineno"> 1887</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01888"></a><span class="lineno"> 1888</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01889"></a><span class="lineno"> 1889</span>&#160;        }</div>
+<div class="line"><a name="l01890"></a><span class="lineno"> 1890</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01891"></a><span class="lineno"> 1891</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01892"></a><span class="lineno"> 1892</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01893"></a><span class="lineno"> 1893</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01894"></a><span class="lineno"> 1894</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01895"></a><span class="lineno"> 1895</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01896"></a><span class="lineno"> 1896</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01897"></a><span class="lineno"> 1897</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01898"></a><span class="lineno"> 1898</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01899"></a><span class="lineno"> 1899</span>&#160;        }</div>
+<div class="line"><a name="l01900"></a><span class="lineno"> 1900</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01901"></a><span class="lineno"> 1901</span>&#160;      }</div>
+<div class="line"><a name="l01902"></a><span class="lineno"> 1902</span>&#160;      <span class="comment">// same as simplex</span></div>
+<div class="line"><a name="l01903"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a8fbb932a4cb688a85ee6e65ce36a4b13"> 1903</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a8fbb932a4cb688a85ee6e65ce36a4b13">operator()</a>(<a class="code" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01904"></a><span class="lineno"> 1904</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01905"></a><span class="lineno"> 1905</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01906"></a><span class="lineno"> 1906</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01907"></a><span class="lineno"> 1907</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01908"></a><span class="lineno"> 1908</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01909"></a><span class="lineno"> 1909</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01910"></a><span class="lineno"> 1910</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1positive__ordered__var__decl.html#a46cd009bcd34cae3f1a1eac88ffb9df9">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01911"></a><span class="lineno"> 1911</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01912"></a><span class="lineno"> 1912</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;i_vec__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_i_vec_lim__; ++i_vec__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01913"></a><span class="lineno"> 1913</span>&#160;        <span class="keywordtype">size_t</span> indentation = 2;</div>
+<div class="line"><a name="l01914"></a><span class="lineno"> 1914</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01915"></a><span class="lineno"> 1915</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01916"></a><span class="lineno"> 1916</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01917"></a><span class="lineno"> 1917</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01918"></a><span class="lineno"> 1918</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01919"></a><span class="lineno"> 1919</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01920"></a><span class="lineno"> 1920</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01921"></a><span class="lineno"> 1921</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01922"></a><span class="lineno"> 1922</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01923"></a><span class="lineno"> 1923</span>&#160;        }</div>
+<div class="line"><a name="l01924"></a><span class="lineno"> 1924</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01925"></a><span class="lineno"> 1925</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01926"></a><span class="lineno"> 1926</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01927"></a><span class="lineno"> 1927</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01928"></a><span class="lineno"> 1928</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_vec__]&quot;</span>;</div>
+<div class="line"><a name="l01929"></a><span class="lineno"> 1929</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01930"></a><span class="lineno"> 1930</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01931"></a><span class="lineno"> 1931</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01932"></a><span class="lineno"> 1932</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01933"></a><span class="lineno"> 1933</span>&#160;        }</div>
+<div class="line"><a name="l01934"></a><span class="lineno"> 1934</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01935"></a><span class="lineno"> 1935</span>&#160;      }</div>
+<div class="line"><a name="l01936"></a><span class="lineno"> 1936</span>&#160;      <span class="comment">// extra loop and different accessor vs. vector</span></div>
+<div class="line"><a name="l01937"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ace2352860fab0197f7cf0d43f75b7302"> 1937</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ace2352860fab0197f7cf0d43f75b7302">operator()</a>(<a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01938"></a><span class="lineno"> 1938</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01939"></a><span class="lineno"> 1939</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01940"></a><span class="lineno"> 1940</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01941"></a><span class="lineno"> 1941</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01942"></a><span class="lineno"> 1942</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01943"></a><span class="lineno"> 1943</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_m_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01944"></a><span class="lineno"> 1944</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html#ac65e9e100b4199313535f4ce92e7c583">M_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01945"></a><span class="lineno"> 1945</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01946"></a><span class="lineno"> 1946</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_n_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01947"></a><span class="lineno"> 1947</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html#af2a6738f8c8aec9255ea286504ef8d30">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01948"></a><span class="lineno"> 1948</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01949"></a><span class="lineno"> 1949</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_n_mat_lim__; ++n_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01950"></a><span class="lineno"> 1950</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_m_mat_lim__; ++m_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01951"></a><span class="lineno"> 1951</span>&#160;        <span class="keywordtype">size_t</span> indentation = 3;</div>
+<div class="line"><a name="l01952"></a><span class="lineno"> 1952</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01953"></a><span class="lineno"> 1953</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01954"></a><span class="lineno"> 1954</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01955"></a><span class="lineno"> 1955</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01956"></a><span class="lineno"> 1956</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01957"></a><span class="lineno"> 1957</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01958"></a><span class="lineno"> 1958</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01959"></a><span class="lineno"> 1959</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01960"></a><span class="lineno"> 1960</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01961"></a><span class="lineno"> 1961</span>&#160;        }</div>
+<div class="line"><a name="l01962"></a><span class="lineno"> 1962</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01963"></a><span class="lineno"> 1963</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l01964"></a><span class="lineno"> 1964</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l01965"></a><span class="lineno"> 1965</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l01966"></a><span class="lineno"> 1966</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(m_mat__,n_mat__)&quot;</span>;</div>
+<div class="line"><a name="l01967"></a><span class="lineno"> 1967</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01968"></a><span class="lineno"> 1968</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l01969"></a><span class="lineno"> 1969</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01970"></a><span class="lineno"> 1970</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01971"></a><span class="lineno"> 1971</span>&#160;        }</div>
+<div class="line"><a name="l01972"></a><span class="lineno"> 1972</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01973"></a><span class="lineno"> 1973</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01974"></a><span class="lineno"> 1974</span>&#160;      }</div>
+<div class="line"><a name="l01975"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a1a149800febdc5a296facd5874dbf695"> 1975</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a1a149800febdc5a296facd5874dbf695">operator()</a>(<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l01976"></a><span class="lineno"> 1976</span>&#160;        <span class="comment">// FIXME: cut-and-paste of cov_matrix, very slightly different from matrix</span></div>
+<div class="line"><a name="l01977"></a><span class="lineno"> 1977</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l01978"></a><span class="lineno"> 1978</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l01979"></a><span class="lineno"> 1979</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l01980"></a><span class="lineno"> 1980</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01981"></a><span class="lineno"> 1981</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01982"></a><span class="lineno"> 1982</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l01983"></a><span class="lineno"> 1983</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01984"></a><span class="lineno"> 1984</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01985"></a><span class="lineno"> 1985</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__; ++n_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01986"></a><span class="lineno"> 1986</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__; ++m_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01987"></a><span class="lineno"> 1987</span>&#160;        <span class="keywordtype">size_t</span> indentation = 3;</div>
+<div class="line"><a name="l01988"></a><span class="lineno"> 1988</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l01989"></a><span class="lineno"> 1989</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l01990"></a><span class="lineno"> 1990</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l01991"></a><span class="lineno"> 1991</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01992"></a><span class="lineno"> 1992</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l01993"></a><span class="lineno"> 1993</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01994"></a><span class="lineno"> 1994</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01995"></a><span class="lineno"> 1995</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01996"></a><span class="lineno"> 1996</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l01997"></a><span class="lineno"> 1997</span>&#160;        }</div>
+<div class="line"><a name="l01998"></a><span class="lineno"> 1998</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l01999"></a><span class="lineno"> 1999</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l02000"></a><span class="lineno"> 2000</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l02001"></a><span class="lineno"> 2001</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l02002"></a><span class="lineno"> 2002</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(m_mat__,n_mat__)&quot;</span>;</div>
+<div class="line"><a name="l02003"></a><span class="lineno"> 2003</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02004"></a><span class="lineno"> 2004</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l02005"></a><span class="lineno"> 2005</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02006"></a><span class="lineno"> 2006</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02007"></a><span class="lineno"> 2007</span>&#160;        }</div>
+<div class="line"><a name="l02008"></a><span class="lineno"> 2008</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02009"></a><span class="lineno"> 2009</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02010"></a><span class="lineno"> 2010</span>&#160;      }</div>
+<div class="line"><a name="l02011"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#afe2e3c945b8fbd8fd18a3df5ac91fe5f"> 2011</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#afe2e3c945b8fbd8fd18a3df5ac91fe5f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02012"></a><span class="lineno"> 2012</span>&#160;        <span class="comment">// FIXME: cut and paste of cov_matrix</span></div>
+<div class="line"><a name="l02013"></a><span class="lineno"> 2013</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l02014"></a><span class="lineno"> 2014</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l02015"></a><span class="lineno"> 2015</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l02016"></a><span class="lineno"> 2016</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02017"></a><span class="lineno"> 2017</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02018"></a><span class="lineno"> 2018</span>&#160;</div>
+<div class="line"><a name="l02019"></a><span class="lineno"> 2019</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_m_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l02020"></a><span class="lineno"> 2020</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#a20ba381f18b44d1cd09bf468eb957eb0">M_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02021"></a><span class="lineno"> 2021</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02022"></a><span class="lineno"> 2022</span>&#160;</div>
+<div class="line"><a name="l02023"></a><span class="lineno"> 2023</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_n_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l02024"></a><span class="lineno"> 2024</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02025"></a><span class="lineno"> 2025</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02026"></a><span class="lineno"> 2026</span>&#160;</div>
+<div class="line"><a name="l02027"></a><span class="lineno"> 2027</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_n_mat_lim__; ++n_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02028"></a><span class="lineno"> 2028</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_m_mat_lim__; ++m_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02029"></a><span class="lineno"> 2029</span>&#160;</div>
+<div class="line"><a name="l02030"></a><span class="lineno"> 2030</span>&#160;        <span class="keywordtype">size_t</span> indentation = 3;</div>
+<div class="line"><a name="l02031"></a><span class="lineno"> 2031</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l02032"></a><span class="lineno"> 2032</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l02033"></a><span class="lineno"> 2033</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l02034"></a><span class="lineno"> 2034</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02035"></a><span class="lineno"> 2035</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l02036"></a><span class="lineno"> 2036</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02037"></a><span class="lineno"> 2037</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02038"></a><span class="lineno"> 2038</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02039"></a><span class="lineno"> 2039</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span></div>
+<div class="line"><a name="l02040"></a><span class="lineno"> 2040</span>&#160;             &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02041"></a><span class="lineno"> 2041</span>&#160;        }</div>
+<div class="line"><a name="l02042"></a><span class="lineno"> 2042</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02043"></a><span class="lineno"> 2043</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
+<div class="line"><a name="l02044"></a><span class="lineno"> 2044</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim)</div>
+<div class="line"><a name="l02045"></a><span class="lineno"> 2045</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l02046"></a><span class="lineno"> 2046</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(m_mat__,n_mat__)&quot;</span>;</div>
+<div class="line"><a name="l02047"></a><span class="lineno"> 2047</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02048"></a><span class="lineno"> 2048</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l02049"></a><span class="lineno"> 2049</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02050"></a><span class="lineno"> 2050</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02051"></a><span class="lineno"> 2051</span>&#160;        }</div>
+<div class="line"><a name="l02052"></a><span class="lineno"> 2052</span>&#160;</div>
+<div class="line"><a name="l02053"></a><span class="lineno"> 2053</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02054"></a><span class="lineno"> 2054</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02055"></a><span class="lineno"> 2055</span>&#160;      }</div>
+<div class="line"><a name="l02056"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ab6568cd4e866ced3a2456c4910265eb9"> 2056</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ab6568cd4e866ced3a2456c4910265eb9">operator()</a>(<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02057"></a><span class="lineno"> 2057</span>&#160;        std::vector&lt;expression&gt; dims = x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>;</div>
+<div class="line"><a name="l02058"></a><span class="lineno"> 2058</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#a977c2256249340da5264d61fc42fa37b">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l02059"></a><span class="lineno"> 2059</span>&#160;        <a class="code" href="structstan_1_1gm_1_1dump__member__var__visgen.html#ae6b91a5e31677edd71859d18ad79b24c">var_resizer_</a>(x);</div>
+<div class="line"><a name="l02060"></a><span class="lineno"> 2060</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02061"></a><span class="lineno"> 2061</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02062"></a><span class="lineno"> 2062</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__ = &quot;</span>;</div>
+<div class="line"><a name="l02063"></a><span class="lineno"> 2063</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#a015b2522873880fbe7788f3b2627f6ac">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02064"></a><span class="lineno"> 2064</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02065"></a><span class="lineno"> 2065</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;n_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__; ++n_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02066"></a><span class="lineno"> 2066</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ = 0; &quot;</span> &lt;&lt; <span class="stringliteral">&quot;m_mat__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_k_mat_lim__; ++m_mat__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02067"></a><span class="lineno"> 2067</span>&#160;        <span class="keywordtype">size_t</span> indentation = 3;</div>
+<div class="line"><a name="l02068"></a><span class="lineno"> 2068</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim_up = 0U; dim_up &lt; dims.size(); ++dim_up) {</div>
+<div class="line"><a name="l02069"></a><span class="lineno"> 2069</span>&#160;          <span class="keywordtype">size_t</span> dim = dims.size() - dim_up - 1U;</div>
+<div class="line"><a name="l02070"></a><span class="lineno"> 2070</span>&#160;          ++indentation;</div>
+<div class="line"><a name="l02071"></a><span class="lineno"> 2071</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02072"></a><span class="lineno"> 2072</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
+<div class="line"><a name="l02073"></a><span class="lineno"> 2073</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[dim],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02074"></a><span class="lineno"> 2074</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02075"></a><span class="lineno"> 2075</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02076"></a><span class="lineno"> 2076</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ = 0; i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a> &lt;&lt; <span class="stringliteral">&quot;_limit_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__; ++i_&quot;</span> &lt;&lt; dim &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02077"></a><span class="lineno"> 2077</span>&#160;        }</div>
+<div class="line"><a name="l02078"></a><span class="lineno"> 2078</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indentation+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02079"></a><span class="lineno"> 2079</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>;</div>
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+<div class="line"><a name="l02082"></a><span class="lineno"> 2082</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(m_mat__,n_mat__)&quot;</span>;</div>
+<div class="line"><a name="l02083"></a><span class="lineno"> 2083</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_r__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02084"></a><span class="lineno"> 2084</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dim = 0; dim &lt; dims.size(); ++dim) {</div>
+<div class="line"><a name="l02085"></a><span class="lineno"> 2085</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(dims.size() + 2 - dim,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02086"></a><span class="lineno"> 2086</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02087"></a><span class="lineno"> 2087</span>&#160;        }</div>
+<div class="line"><a name="l02088"></a><span class="lineno"> 2088</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02089"></a><span class="lineno"> 2089</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02090"></a><span class="lineno"> 2090</span>&#160;      }</div>
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+<div class="line"><a name="l02092"></a><span class="lineno"> 2092</span>&#160;</div>
+<div class="line"><a name="l02093"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648"> 2093</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">suppress_warning</a>(<span class="keyword">const</span> std::string&amp; indent,</div>
+<div class="line"><a name="l02094"></a><span class="lineno"> 2094</span>&#160;                         <span class="keyword">const</span> std::string&amp; var_name,</div>
+<div class="line"><a name="l02095"></a><span class="lineno"> 2095</span>&#160;                         std::ostream&amp; o) {</div>
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+<div class="line"><a name="l02097"></a><span class="lineno"> 2097</span>&#160;        &lt;&lt; var_name &lt;&lt; <span class="stringliteral">&quot;;&quot;</span></div>
+<div class="line"><a name="l02098"></a><span class="lineno"> 2098</span>&#160;        &lt;&lt; <span class="stringliteral">&quot; // dummy call to supress warning&quot;</span></div>
+<div class="line"><a name="l02099"></a><span class="lineno"> 2099</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02100"></a><span class="lineno"> 2100</span>&#160;    }</div>
+<div class="line"><a name="l02101"></a><span class="lineno"> 2101</span>&#160;</div>
+<div class="line"><a name="l02102"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#adc65399d7375f831d8d4d806b62b6293"> 2102</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#adc65399d7375f831d8d4d806b62b6293">generate_member_var_inits</a>(<span class="keyword">const</span> std::vector&lt;var_decl&gt;&amp; vs,</div>
+<div class="line"><a name="l02103"></a><span class="lineno"> 2103</span>&#160;                                   std::ostream&amp; o) {</div>
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+<div class="line"><a name="l02105"></a><span class="lineno"> 2105</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; vs.size(); ++i)</div>
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+<div class="line"><a name="l02109"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a2547842ef250f715e7121eab59f2263c"> 2109</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a2547842ef250f715e7121eab59f2263c">generate_destructor</a>(<span class="keyword">const</span> std::string&amp; model_name,</div>
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+<div class="line"><a name="l02112"></a><span class="lineno"> 2112</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;~&quot;</span> &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;() { }&quot;</span></div>
+<div class="line"><a name="l02113"></a><span class="lineno"> 2113</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l02114"></a><span class="lineno"> 2114</span>&#160;    }</div>
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+<div class="line"><a name="l02118"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a260565c9456f52828d4dab2472536c8c"> 2118</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a260565c9456f52828d4dab2472536c8c">set_param_ranges_visgen</a>(std::ostream&amp; o)</div>
+<div class="line"><a name="l02119"></a><span class="lineno"> 2119</span>&#160;        : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o) {</div>
+<div class="line"><a name="l02120"></a><span class="lineno"> 2120</span>&#160;      }</div>
+<div class="line"><a name="l02121"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a3625dc74eb75e7fa91531810bdf97b9e"> 2121</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a3625dc74eb75e7fa91531810bdf97b9e">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ }</div>
+<div class="line"><a name="l02122"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ae3478b2db9512a083f0ee9bdfd111082"> 2122</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ae3478b2db9512a083f0ee9bdfd111082">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02123"></a><span class="lineno"> 2123</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a">generate_increment_i</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02124"></a><span class="lineno"> 2124</span>&#160;        <span class="comment">// for loop for ranges</span></div>
+<div class="line"><a name="l02125"></a><span class="lineno"> 2125</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02126"></a><span class="lineno"> 2126</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + 2, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02127"></a><span class="lineno"> 2127</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (size_t i_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = 0; &quot;</span>;</div>
+<div class="line"><a name="l02128"></a><span class="lineno"> 2128</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;i_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02129"></a><span class="lineno"> 2129</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02130"></a><span class="lineno"> 2130</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++i_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02131"></a><span class="lineno"> 2131</span>&#160;        }</div>
+<div class="line"><a name="l02132"></a><span class="lineno"> 2132</span>&#160;        <span class="comment">// add range</span></div>
+<div class="line"><a name="l02133"></a><span class="lineno"> 2133</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size() + 2,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02134"></a><span class="lineno"> 2134</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;param_ranges_i__.push_back(std::pair&lt;int,int&gt;(&quot;</span>;</div>
+<div class="line"><a name="l02135"></a><span class="lineno"> 2135</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1int__var__decl.html#aaa6d328f10dd0d0ae838d83ba81a1951">range_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>,o_);</div>
+<div class="line"><a name="l02136"></a><span class="lineno"> 2136</span>&#160;        o_ &lt;&lt; <span class="stringliteral">&quot;, &quot;</span>;</div>
+<div class="line"><a name="l02137"></a><span class="lineno"> 2137</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1int__var__decl.html#aaa6d328f10dd0d0ae838d83ba81a1951">range_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>,o_);</div>
+<div class="line"><a name="l02138"></a><span class="lineno"> 2138</span>&#160;        o_ &lt;&lt; <span class="stringliteral">&quot;));&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02139"></a><span class="lineno"> 2139</span>&#160;        <span class="comment">// close for loop</span></div>
+<div class="line"><a name="l02140"></a><span class="lineno"> 2140</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02141"></a><span class="lineno"> 2141</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size() + 1 - i, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02142"></a><span class="lineno"> 2142</span>&#160;          o_ &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02143"></a><span class="lineno"> 2143</span>&#160;        }</div>
+<div class="line"><a name="l02144"></a><span class="lineno"> 2144</span>&#160;      }</div>
+<div class="line"><a name="l02145"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a706ebdafd5d5ea2db2bfff93a7b1328f"> 2145</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a706ebdafd5d5ea2db2bfff93a7b1328f">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02146"></a><span class="lineno"> 2146</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02147"></a><span class="lineno"> 2147</span>&#160;      }</div>
+<div class="line"><a name="l02148"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#aee6df5fcfce0657ed53f2c144cf64797"> 2148</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#aee6df5fcfce0657ed53f2c144cf64797">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02149"></a><span class="lineno"> 2149</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1vector__var__decl.html#a2a503a710912ec9280682c48252c673f">M_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02150"></a><span class="lineno"> 2150</span>&#160;      }</div>
+<div class="line"><a name="l02151"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a4b318d4a2f5799b9f431ced598a7255a"> 2151</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a4b318d4a2f5799b9f431ced598a7255a">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02152"></a><span class="lineno"> 2152</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html#afcf4381a6b4bf0f832e30dca34c2e418">N_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02153"></a><span class="lineno"> 2153</span>&#160;      }</div>
+<div class="line"><a name="l02154"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a07a9057ea34f41475091f186c465486d"> 2154</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a07a9057ea34f41475091f186c465486d">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02155"></a><span class="lineno"> 2155</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html#ac65e9e100b4199313535f4ce92e7c583">M_</a>,x.<a class="code" href="structstan_1_1gm_1_1matrix__var__decl.html#af2a6738f8c8aec9255ea286504ef8d30">N_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02156"></a><span class="lineno"> 2156</span>&#160;      }</div>
+<div class="line"><a name="l02157"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a0a3c6ed449782da43725725db88f0af5"> 2157</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a0a3c6ed449782da43725725db88f0af5">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02158"></a><span class="lineno"> 2158</span>&#160;        <span class="comment">// only K-1 vals</span></div>
+<div class="line"><a name="l02159"></a><span class="lineno"> 2159</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += (&quot;</span>;</div>
+<div class="line"><a name="l02160"></a><span class="lineno"> 2160</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1unit__vector__var__decl.html#a5e60137ec4a7b3f0ccfd0e6841ebb46f">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02161"></a><span class="lineno"> 2161</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; - 1)&quot;</span>;</div>
+<div class="line"><a name="l02162"></a><span class="lineno"> 2162</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02163"></a><span class="lineno"> 2163</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02164"></a><span class="lineno"> 2164</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02165"></a><span class="lineno"> 2165</span>&#160;        }</div>
+<div class="line"><a name="l02166"></a><span class="lineno"> 2166</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02167"></a><span class="lineno"> 2167</span>&#160;      }</div>
+<div class="line"><a name="l02168"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#abcb216c0ca4b41da7d535ce3a2738a9f"> 2168</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#abcb216c0ca4b41da7d535ce3a2738a9f">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02169"></a><span class="lineno"> 2169</span>&#160;        <span class="comment">// only K-1 vals</span></div>
+<div class="line"><a name="l02170"></a><span class="lineno"> 2170</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += (&quot;</span>;</div>
+<div class="line"><a name="l02171"></a><span class="lineno"> 2171</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1simplex__var__decl.html#ac395e69af88b82ab0dd6f17413bf9552">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02172"></a><span class="lineno"> 2172</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; - 1)&quot;</span>;</div>
+<div class="line"><a name="l02173"></a><span class="lineno"> 2173</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02174"></a><span class="lineno"> 2174</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02175"></a><span class="lineno"> 2175</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02176"></a><span class="lineno"> 2176</span>&#160;        }</div>
+<div class="line"><a name="l02177"></a><span class="lineno"> 2177</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02178"></a><span class="lineno"> 2178</span>&#160;      }</div>
+<div class="line"><a name="l02179"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a33f608b08e2821547825696f04d0fdbf"> 2179</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a33f608b08e2821547825696f04d0fdbf">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02180"></a><span class="lineno"> 2180</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1ordered__var__decl.html#aa3a7d1133246c773a8a23825cf6a71b9">K_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02181"></a><span class="lineno"> 2181</span>&#160;      }</div>
+<div class="line"><a name="l02182"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a376e19d3c9d4ee5bd05651b3f7b8400c"> 2182</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a376e19d3c9d4ee5bd05651b3f7b8400c">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02183"></a><span class="lineno"> 2183</span>&#160;        <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(x.<a class="code" href="structstan_1_1gm_1_1positive__ordered__var__decl.html#a46cd009bcd34cae3f1a1eac88ffb9df9">K_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02184"></a><span class="lineno"> 2184</span>&#160;      }</div>
+<div class="line"><a name="l02185"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ad0298bb2fcb14381f78fcdf45deb8334"> 2185</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ad0298bb2fcb14381f78fcdf45deb8334">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02186"></a><span class="lineno"> 2186</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += ((&quot;</span>;</div>
+<div class="line"><a name="l02187"></a><span class="lineno"> 2187</span>&#160;        <span class="comment">// N * (N + 1) / 2  +  (M - N) * M</span></div>
+<div class="line"><a name="l02188"></a><span class="lineno"> 2188</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02189"></a><span class="lineno"> 2189</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * (&quot;</span>;</div>
+<div class="line"><a name="l02190"></a><span class="lineno"> 2190</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02191"></a><span class="lineno"> 2191</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; + 1)) / 2 + (&quot;</span>;</div>
+<div class="line"><a name="l02192"></a><span class="lineno"> 2192</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#a20ba381f18b44d1cd09bf468eb957eb0">M_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02193"></a><span class="lineno"> 2193</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; - &quot;</span>;</div>
+<div class="line"><a name="l02194"></a><span class="lineno"> 2194</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02195"></a><span class="lineno"> 2195</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;) * &quot;</span>;</div>
+<div class="line"><a name="l02196"></a><span class="lineno"> 2196</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02197"></a><span class="lineno"> 2197</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l02198"></a><span class="lineno"> 2198</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02199"></a><span class="lineno"> 2199</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02200"></a><span class="lineno"> 2200</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02201"></a><span class="lineno"> 2201</span>&#160;        }</div>
+<div class="line"><a name="l02202"></a><span class="lineno"> 2202</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02203"></a><span class="lineno"> 2203</span>&#160;      }</div>
+<div class="line"><a name="l02204"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a852e85c5a92311b692c6ea2278168f37"> 2204</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a852e85c5a92311b692c6ea2278168f37">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02205"></a><span class="lineno"> 2205</span>&#160;        <span class="comment">// (K * (K - 1))/2 + K  ?? define fun(K) = ??</span></div>
+<div class="line"><a name="l02206"></a><span class="lineno"> 2206</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += ((&quot;</span>;</div>
+<div class="line"><a name="l02207"></a><span class="lineno"> 2207</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#a015b2522873880fbe7788f3b2627f6ac">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02208"></a><span class="lineno"> 2208</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * (&quot;</span>;</div>
+<div class="line"><a name="l02209"></a><span class="lineno"> 2209</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#a015b2522873880fbe7788f3b2627f6ac">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02210"></a><span class="lineno"> 2210</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; - 1)) / 2 + &quot;</span>;</div>
+<div class="line"><a name="l02211"></a><span class="lineno"> 2211</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#a015b2522873880fbe7788f3b2627f6ac">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02212"></a><span class="lineno"> 2212</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l02213"></a><span class="lineno"> 2213</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02214"></a><span class="lineno"> 2214</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02215"></a><span class="lineno"> 2215</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02216"></a><span class="lineno"> 2216</span>&#160;        }</div>
+<div class="line"><a name="l02217"></a><span class="lineno"> 2217</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02218"></a><span class="lineno"> 2218</span>&#160;      }</div>
+<div class="line"><a name="l02219"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a183d4048461fbc6648583ea9c9738204"> 2219</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a183d4048461fbc6648583ea9c9738204">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02220"></a><span class="lineno"> 2220</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += ((&quot;</span>;</div>
+<div class="line"><a name="l02221"></a><span class="lineno"> 2221</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02222"></a><span class="lineno"> 2222</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * (&quot;</span>;</div>
+<div class="line"><a name="l02223"></a><span class="lineno"> 2223</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02224"></a><span class="lineno"> 2224</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; - 1)) / 2)&quot;</span>;</div>
+<div class="line"><a name="l02225"></a><span class="lineno"> 2225</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size(); ++i) {</div>
+<div class="line"><a name="l02226"></a><span class="lineno"> 2226</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02227"></a><span class="lineno"> 2227</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02228"></a><span class="lineno"> 2228</span>&#160;        }</div>
+<div class="line"><a name="l02229"></a><span class="lineno"> 2229</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02230"></a><span class="lineno"> 2230</span>&#160;      }</div>
+<div class="line"><a name="l02231"></a><span class="lineno"> 2231</span>&#160;      <span class="comment">// cut-and-paste from next for r</span></div>
+<div class="line"><a name="l02232"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a"> 2232</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a">generate_increment_i</a>(std::vector&lt;expression&gt; dims)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02233"></a><span class="lineno"> 2233</span>&#160;        <span class="keywordflow">if</span> (dims.size() == 0) { </div>
+<div class="line"><a name="l02234"></a><span class="lineno"> 2234</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;++num_params_i__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02235"></a><span class="lineno"> 2235</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l02236"></a><span class="lineno"> 2236</span>&#160;        }</div>
+<div class="line"><a name="l02237"></a><span class="lineno"> 2237</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += &quot;</span>;</div>
+<div class="line"><a name="l02238"></a><span class="lineno"> 2238</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
+<div class="line"><a name="l02239"></a><span class="lineno"> 2239</span>&#160;          <span class="keywordflow">if</span> (i &gt; 0) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02240"></a><span class="lineno"> 2240</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02241"></a><span class="lineno"> 2241</span>&#160;        }</div>
+<div class="line"><a name="l02242"></a><span class="lineno"> 2242</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02243"></a><span class="lineno"> 2243</span>&#160;      }</div>
+<div class="line"><a name="l02244"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034"> 2244</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(std::vector&lt;expression&gt; dims)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02245"></a><span class="lineno"> 2245</span>&#160;        <span class="keywordflow">if</span> (dims.size() == 0) { </div>
+<div class="line"><a name="l02246"></a><span class="lineno"> 2246</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;++num_params_r__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02247"></a><span class="lineno"> 2247</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l02248"></a><span class="lineno"> 2248</span>&#160;        }</div>
+<div class="line"><a name="l02249"></a><span class="lineno"> 2249</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += &quot;</span>;</div>
+<div class="line"><a name="l02250"></a><span class="lineno"> 2250</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
+<div class="line"><a name="l02251"></a><span class="lineno"> 2251</span>&#160;          <span class="keywordflow">if</span> (i &gt; 0) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02252"></a><span class="lineno"> 2252</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02253"></a><span class="lineno"> 2253</span>&#160;        }</div>
+<div class="line"><a name="l02254"></a><span class="lineno"> 2254</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02255"></a><span class="lineno"> 2255</span>&#160;      }</div>
+<div class="line"><a name="l02256"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a643b15f7e1aebb50457c29795d98dbba"> 2256</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(<a class="code" href="structstan_1_1gm_1_1expression.html">expression</a> K, </div>
+<div class="line"><a name="l02257"></a><span class="lineno"> 2257</span>&#160;                              std::vector&lt;expression&gt; dims)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02258"></a><span class="lineno"> 2258</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += &quot;</span>;</div>
+<div class="line"><a name="l02259"></a><span class="lineno"> 2259</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(K,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02260"></a><span class="lineno"> 2260</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
+<div class="line"><a name="l02261"></a><span class="lineno"> 2261</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02262"></a><span class="lineno"> 2262</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02263"></a><span class="lineno"> 2263</span>&#160;        }</div>
+<div class="line"><a name="l02264"></a><span class="lineno"> 2264</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02265"></a><span class="lineno"> 2265</span>&#160;</div>
+<div class="line"><a name="l02266"></a><span class="lineno"> 2266</span>&#160;      }</div>
+<div class="line"><a name="l02267"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a02f19b449b05e3cc0c265dec2310bbcb"> 2267</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(<a class="code" href="structstan_1_1gm_1_1expression.html">expression</a> M, <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a> N, </div>
+<div class="line"><a name="l02268"></a><span class="lineno"> 2268</span>&#160;                              std::vector&lt;expression&gt; dims)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02269"></a><span class="lineno"> 2269</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ += &quot;</span>;</div>
+<div class="line"><a name="l02270"></a><span class="lineno"> 2270</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(M,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02271"></a><span class="lineno"> 2271</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02272"></a><span class="lineno"> 2272</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(N,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02273"></a><span class="lineno"> 2273</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
+<div class="line"><a name="l02274"></a><span class="lineno"> 2274</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; * &quot;</span>;</div>
+<div class="line"><a name="l02275"></a><span class="lineno"> 2275</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02276"></a><span class="lineno"> 2276</span>&#160;        }</div>
+<div class="line"><a name="l02277"></a><span class="lineno"> 2277</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02278"></a><span class="lineno"> 2278</span>&#160;      }</div>
+<div class="line"><a name="l02279"></a><span class="lineno"> 2279</span>&#160;    };</div>
+<div class="line"><a name="l02280"></a><span class="lineno"> 2280</span>&#160;</div>
+<div class="line"><a name="l02281"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a7ce48f574b608d4ecebac5dc7c3fe21e"> 2281</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a7ce48f574b608d4ecebac5dc7c3fe21e">generate_set_param_ranges</a>(<span class="keyword">const</span> std::vector&lt;var_decl&gt;&amp; var_decls,</div>
+<div class="line"><a name="l02282"></a><span class="lineno"> 2282</span>&#160;                                   std::ostream&amp; o) {</div>
+<div class="line"><a name="l02283"></a><span class="lineno"> 2283</span>&#160;      <span class="comment">// o &lt;&lt; EOL;</span></div>
+<div class="line"><a name="l02284"></a><span class="lineno"> 2284</span>&#160;      <span class="comment">// o &lt;&lt; INDENT &lt;&lt; &quot;void set_param_ranges() {&quot; &lt;&lt; EOL;</span></div>
+<div class="line"><a name="l02285"></a><span class="lineno"> 2285</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;num_params_r__ = 0U;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02286"></a><span class="lineno"> 2286</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;param_ranges_i__.clear();&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02287"></a><span class="lineno"> 2287</span>&#160;      <a class="code" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">set_param_ranges_visgen</a> vis(o);</div>
+<div class="line"><a name="l02288"></a><span class="lineno"> 2288</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; var_decls.size(); ++i)</div>
+<div class="line"><a name="l02289"></a><span class="lineno"> 2289</span>&#160;        boost::apply_visitor(vis,var_decls[i].decl_);</div>
+<div class="line"><a name="l02290"></a><span class="lineno"> 2290</span>&#160;      <span class="comment">// o &lt;&lt; INDENT &lt;&lt; &quot;}&quot; &lt;&lt; EOL;</span></div>
+<div class="line"><a name="l02291"></a><span class="lineno"> 2291</span>&#160;    }</div>
+<div class="line"><a name="l02292"></a><span class="lineno"> 2292</span>&#160;</div>
+<div class="line"><a name="l02293"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#aa582396b750dabd6768f4adb30508349"> 2293</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#aa582396b750dabd6768f4adb30508349">generate_constructor</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1program.html">program</a>&amp; prog,</div>
+<div class="line"><a name="l02294"></a><span class="lineno"> 2294</span>&#160;                              <span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l02295"></a><span class="lineno"> 2295</span>&#160;                              std::ostream&amp; o) {</div>
+<div class="line"><a name="l02296"></a><span class="lineno"> 2296</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;(stan::io::var_context&amp; context__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02297"></a><span class="lineno"> 2297</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    std::ostream* pstream__ = 0)&quot;</span></div>
+<div class="line"><a name="l02298"></a><span class="lineno"> 2298</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02299"></a><span class="lineno"> 2299</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;: prob_grad::prob_grad(0) {&quot;</span> </div>
+<div class="line"><a name="l02300"></a><span class="lineno"> 2300</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>; <span class="comment">// resize 0 with var_resizing</span></div>
+<div class="line"><a name="l02301"></a><span class="lineno"> 2301</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;static const char* function__ = \&quot;&quot;</span> </div>
+<div class="line"><a name="l02302"></a><span class="lineno"> 2302</span>&#160;        &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;_namespace::&quot;</span> &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;(%1%)\&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02303"></a><span class="lineno"> 2303</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">suppress_warning</a>(<a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a>, <span class="stringliteral">&quot;function__&quot;</span>, o);</div>
+<div class="line"><a name="l02304"></a><span class="lineno"> 2304</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t pos__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02305"></a><span class="lineno"> 2305</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">suppress_warning</a>(<a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a>, <span class="stringliteral">&quot;pos__&quot;</span>, o);</div>
+<div class="line"><a name="l02306"></a><span class="lineno"> 2306</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;std::vector&lt;int&gt; vals_i__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02307"></a><span class="lineno"> 2307</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;std::vector&lt;double&gt; vals_r__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02308"></a><span class="lineno"> 2308</span>&#160;</div>
+<div class="line"><a name="l02309"></a><span class="lineno"> 2309</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#adc65399d7375f831d8d4d806b62b6293">generate_member_var_inits</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a6703cdf4c559cfdf4675c68eeff40fa5">data_decl_</a>,o);</div>
+<div class="line"><a name="l02310"></a><span class="lineno"> 2310</span>&#160;</div>
+<div class="line"><a name="l02311"></a><span class="lineno"> 2311</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02312"></a><span class="lineno"> 2312</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;validate data&quot;</span>,2,o);</div>
+<div class="line"><a name="l02313"></a><span class="lineno"> 2313</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a6703cdf4c559cfdf4675c68eeff40fa5">data_decl_</a>,2,o);</div>
+<div class="line"><a name="l02314"></a><span class="lineno"> 2314</span>&#160;</div>
+<div class="line"><a name="l02315"></a><span class="lineno"> 2315</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a3d65cdc4d78792bed25979830e67b9eb">generate_var_resizing</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">derived_data_decl_</a>.first, o);</div>
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+<div class="line"><a name="l02317"></a><span class="lineno"> 2317</span>&#160;      <span class="keywordtype">bool</span> include_sampling = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l02318"></a><span class="lineno"> 2318</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l02319"></a><span class="lineno"> 2319</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">derived_data_decl_</a>.second.size(); ++i)</div>
+<div class="line"><a name="l02320"></a><span class="lineno"> 2320</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">generate_statement</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">derived_data_decl_</a>.second[i],</div>
+<div class="line"><a name="l02321"></a><span class="lineno"> 2321</span>&#160;                           2,o,include_sampling,is_var);</div>
+<div class="line"><a name="l02322"></a><span class="lineno"> 2322</span>&#160;</div>
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+<div class="line"><a name="l02324"></a><span class="lineno"> 2324</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;validate transformed data&quot;</span>,2,o);</div>
+<div class="line"><a name="l02325"></a><span class="lineno"> 2325</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">derived_data_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l02326"></a><span class="lineno"> 2326</span>&#160;</div>
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+<div class="line"><a name="l02340"></a><span class="lineno"> 2340</span>&#160;      }</div>
+<div class="line"><a name="l02341"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ae64d5b09459e81886886f4b8bb93ad5e"> 2341</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ae64d5b09459e81886886f4b8bb93ad5e">operator()</a>(<a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a> <span class="keyword">const</span>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ } <span class="comment">// dummy</span></div>
+<div class="line"><a name="l02342"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a4acfea897c0949cfc6d0a93e1206d19f"> 2342</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a4acfea897c0949cfc6d0a93e1206d19f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02343"></a><span class="lineno"> 2343</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ad97c800e8b97eb5e99e15be9e731856e">generate_check_int</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size());</div>
+<div class="line"><a name="l02344"></a><span class="lineno"> 2344</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a81dbd32331a4a957f17f7dfd9a9259d0">var_size_validator_</a>(x);</div>
+<div class="line"><a name="l02345"></a><span class="lineno"> 2345</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a1d115ad0f68566f36cb724b45a67c6a0">generate_declaration</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,<span class="stringliteral">&quot;int&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02346"></a><span class="lineno"> 2346</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8">generate_buffer_loop</a>(<span class="stringliteral">&quot;i&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>, x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02347"></a><span class="lineno"> 2347</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(<span class="stringliteral">&quot;integer(&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02348"></a><span class="lineno"> 2348</span>&#160;      }</div>
+<div class="line"><a name="l02349"></a><span class="lineno"> 2349</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> D&gt;</div>
+<div class="line"><a name="l02350"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#aa4efef315371d95e3fe70fd042da3705"> 2350</a></span>&#160;      std::string <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#aa4efef315371d95e3fe70fd042da3705">function_args</a>(<span class="keyword">const</span> std::string&amp; fun_prefix,</div>
+<div class="line"><a name="l02351"></a><span class="lineno"> 2351</span>&#160;                                <span class="keyword">const</span> D&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02352"></a><span class="lineno"> 2352</span>&#160;        std::stringstream ss;</div>
+<div class="line"><a name="l02353"></a><span class="lineno"> 2353</span>&#160;        ss &lt;&lt; fun_prefix;</div>
+<div class="line"><a name="l02354"></a><span class="lineno"> 2354</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a354abd99f7fd052b3be9e590a90f51af">has_lub</a>(x)) {</div>
+<div class="line"><a name="l02355"></a><span class="lineno"> 2355</span>&#160;          ss &lt;&lt; <span class="stringliteral">&quot;_lub_unconstrain(&quot;</span>;</div>
+<div class="line"><a name="l02356"></a><span class="lineno"> 2356</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.range_.low_.expr_,ss);</div>
+<div class="line"><a name="l02357"></a><span class="lineno"> 2357</span>&#160;          ss &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l02358"></a><span class="lineno"> 2358</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.range_.high_.expr_,ss);</div>
+<div class="line"><a name="l02359"></a><span class="lineno"> 2359</span>&#160;          ss &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l02360"></a><span class="lineno"> 2360</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a5f8f794036a1282d39160c8005350fb6">has_lb</a>(x)) {</div>
+<div class="line"><a name="l02361"></a><span class="lineno"> 2361</span>&#160;          ss &lt;&lt; <span class="stringliteral">&quot;_lb_unconstrain(&quot;</span>;</div>
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+<div class="line"><a name="l02363"></a><span class="lineno"> 2363</span>&#160;          ss &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l02364"></a><span class="lineno"> 2364</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#af96a2f3903f1feab3fce868fefee250b">has_ub</a>(x)) {</div>
+<div class="line"><a name="l02365"></a><span class="lineno"> 2365</span>&#160;          ss &lt;&lt; <span class="stringliteral">&quot;_ub_unconstrain(&quot;</span>;</div>
+<div class="line"><a name="l02366"></a><span class="lineno"> 2366</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(x.range_.high_.expr_,ss);</div>
+<div class="line"><a name="l02367"></a><span class="lineno"> 2367</span>&#160;          ss &lt;&lt; <span class="charliteral">&#39;,&#39;</span>;</div>
+<div class="line"><a name="l02368"></a><span class="lineno"> 2368</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l02369"></a><span class="lineno"> 2369</span>&#160;          ss &lt;&lt; <span class="stringliteral">&quot;_unconstrain(&quot;</span>;</div>
+<div class="line"><a name="l02370"></a><span class="lineno"> 2370</span>&#160;        }</div>
+<div class="line"><a name="l02371"></a><span class="lineno"> 2371</span>&#160;        <span class="keywordflow">return</span> ss.str();</div>
+<div class="line"><a name="l02372"></a><span class="lineno"> 2372</span>&#160;      }</div>
+<div class="line"><a name="l02373"></a><span class="lineno"> 2373</span>&#160;</div>
+<div class="line"><a name="l02374"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a1a20fef969f980bd76d76f649fee2f8f"> 2374</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a1a20fef969f980bd76d76f649fee2f8f">operator()</a>(<a class="code" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02375"></a><span class="lineno"> 2375</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#adb02e4312d893d26819ea0535e72a395">generate_check_double</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size());</div>
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+<div class="line"><a name="l02391"></a><span class="lineno"> 2391</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#adb02e4312d893d26819ea0535e72a395">generate_check_double</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size() + 1);</div>
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+<div class="line"><a name="l02395"></a><span class="lineno"> 2395</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(<a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#aa4efef315371d95e3fe70fd042da3705">function_args</a>(<span class="stringliteral">&quot;row_vector&quot;</span>,x),</div>
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+<div class="line"><a name="l02433"></a><span class="lineno"> 2433</span>&#160;      }</div>
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+<div class="line"><a name="l02436"></a><span class="lineno"> 2436</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a81dbd32331a4a957f17f7dfd9a9259d0">var_size_validator_</a>(x);</div>
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+<div class="line"><a name="l02438"></a><span class="lineno"> 2438</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8">generate_buffer_loop</a>(<span class="stringliteral">&quot;r&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>,x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#a20ba381f18b44d1cd09bf468eb957eb0">M_</a>,x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>);</div>
+<div class="line"><a name="l02439"></a><span class="lineno"> 2439</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(<span class="stringliteral">&quot;cholesky_factor_unconstrain(&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02440"></a><span class="lineno"> 2440</span>&#160;      }</div>
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+<div class="line"><a name="l02446"></a><span class="lineno"> 2446</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(<span class="stringliteral">&quot;cov_matrix_unconstrain(&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02447"></a><span class="lineno"> 2447</span>&#160;      }</div>
+<div class="line"><a name="l02448"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ac7801f6cac14339b13bd6e33a16479fd"> 2448</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ac7801f6cac14339b13bd6e33a16479fd">operator()</a>(<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> <span class="keyword">const</span>&amp; x)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l02451"></a><span class="lineno"> 2451</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a1d115ad0f68566f36cb724b45a67c6a0">generate_declaration</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,<span class="stringliteral">&quot;matrix_d&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>,x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>,x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>);</div>
+<div class="line"><a name="l02452"></a><span class="lineno"> 2452</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8">generate_buffer_loop</a>(<span class="stringliteral">&quot;r&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>,x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>,x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>);</div>
+<div class="line"><a name="l02453"></a><span class="lineno"> 2453</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(<span class="stringliteral">&quot;corr_matrix_unconstrain(&quot;</span>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
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+<div class="line"><a name="l02456"></a><span class="lineno"> 2456</span>&#160;                               <span class="keyword">const</span> std::string&amp; var_name,</div>
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+<div class="line"><a name="l02478"></a><span class="lineno"> 2478</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="charliteral">&#39; &#39;</span> &lt;&lt; name;</div>
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+<div class="line"><a name="l02487"></a><span class="lineno"> 2487</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim1)) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a>;</div>
+<div class="line"><a name="l02488"></a><span class="lineno"> 2488</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim2)) <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a>;</div>
+<div class="line"><a name="l02489"></a><span class="lineno"> 2489</span>&#160;      }</div>
+<div class="line"><a name="l02490"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8"> 2490</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a05aa9ddaf49b4e575bf8c8ddd1c9caa8">generate_buffer_loop</a>(<span class="keyword">const</span> std::string&amp; base_type,</div>
+<div class="line"><a name="l02491"></a><span class="lineno"> 2491</span>&#160;                                <span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l02492"></a><span class="lineno"> 2492</span>&#160;                                <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dims, </div>
+<div class="line"><a name="l02493"></a><span class="lineno"> 2493</span>&#160;                                <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>&amp; dim1 = <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>(),</div>
+<div class="line"><a name="l02494"></a><span class="lineno"> 2494</span>&#160;                                <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>&amp; dim2 = <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>(), </div>
+<div class="line"><a name="l02495"></a><span class="lineno"> 2495</span>&#160;                                <span class="keywordtype">int</span> indent = 2U)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02496"></a><span class="lineno"> 2496</span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = dims.size();</div>
+<div class="line"><a name="l02497"></a><span class="lineno"> 2497</span>&#160;        <span class="keywordtype">bool</span> <a class="code" href="print_8hpp.html#a4405283b10c32553e10a7273d2a4f9d8">is_matrix</a> = !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim1) &amp;&amp; !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim2);</div>
+<div class="line"><a name="l02498"></a><span class="lineno"> 2498</span>&#160;        <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__vector.html">is_vector</a> = !<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim1) &amp;&amp; <a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(dim2);</div>
+<div class="line"><a name="l02499"></a><span class="lineno"> 2499</span>&#160;        <span class="keywordtype">int</span> extra_indent = is_matrix ? 2U : is_vector ? 1U : 0U;</div>
+<div class="line"><a name="l02500"></a><span class="lineno"> 2500</span>&#160;        <span class="keywordflow">if</span> (is_matrix) {</div>
+<div class="line"><a name="l02501"></a><span class="lineno"> 2501</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indent,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02502"></a><span class="lineno"> 2502</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int j2__ = 0U; j2__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02503"></a><span class="lineno"> 2503</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dim2.expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02504"></a><span class="lineno"> 2504</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++j2__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02505"></a><span class="lineno"> 2505</span>&#160;</div>
+<div class="line"><a name="l02506"></a><span class="lineno"> 2506</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indent+1,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02507"></a><span class="lineno"> 2507</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int j1__ = 0U; j1__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02508"></a><span class="lineno"> 2508</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dim1.expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02509"></a><span class="lineno"> 2509</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++j1__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02510"></a><span class="lineno"> 2510</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (is_vector) {</div>
+<div class="line"><a name="l02511"></a><span class="lineno"> 2511</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(indent,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02512"></a><span class="lineno"> 2512</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int j1__ = 0U; j1__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02513"></a><span class="lineno"> 2513</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dim1.expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02514"></a><span class="lineno"> 2514</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++j1__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02515"></a><span class="lineno"> 2515</span>&#160;        }</div>
+<div class="line"><a name="l02516"></a><span class="lineno"> 2516</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i) {</div>
+<div class="line"><a name="l02517"></a><span class="lineno"> 2517</span>&#160;          <span class="keywordtype">size_t</span> idx = size - i - 1;</div>
+<div class="line"><a name="l02518"></a><span class="lineno"> 2518</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + indent + extra_indent, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02519"></a><span class="lineno"> 2519</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int i&quot;</span> &lt;&lt; idx &lt;&lt; <span class="stringliteral">&quot;__ = 0U; i&quot;</span> &lt;&lt; idx &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02520"></a><span class="lineno"> 2520</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[idx].expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02521"></a><span class="lineno"> 2521</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++i&quot;</span> &lt;&lt; idx &lt;&lt; <span class="stringliteral">&quot;__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02522"></a><span class="lineno"> 2522</span>&#160;        }</div>
+<div class="line"><a name="l02523"></a><span class="lineno"> 2523</span>&#160;        <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a39fe228dfb30354fddb0bc9c3076fe78">generate_indent_num_dims</a>(2U,dims,dim1,dim2);</div>
+<div class="line"><a name="l02524"></a><span class="lineno"> 2524</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name; </div>
+<div class="line"><a name="l02525"></a><span class="lineno"> 2525</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i)</div>
+<div class="line"><a name="l02526"></a><span class="lineno"> 2526</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;[i&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__]&quot;</span>;</div>
+<div class="line"><a name="l02527"></a><span class="lineno"> 2527</span>&#160;        <span class="keywordflow">if</span> (is_matrix) </div>
+<div class="line"><a name="l02528"></a><span class="lineno"> 2528</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(j1__,j2__)&quot;</span>;</div>
+<div class="line"><a name="l02529"></a><span class="lineno"> 2529</span>&#160;        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (is_vector)</div>
+<div class="line"><a name="l02530"></a><span class="lineno"> 2530</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;(j1__)&quot;</span>;</div>
+<div class="line"><a name="l02531"></a><span class="lineno"> 2531</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot; = vals_&quot;</span> &lt;&lt; base_type &lt;&lt; <span class="stringliteral">&quot;__[pos__++];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02532"></a><span class="lineno"> 2532</span>&#160;      }</div>
+<div class="line"><a name="l02533"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a793258abd85f441fd2ca1a15d06e81a3"> 2533</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#a793258abd85f441fd2ca1a15d06e81a3">generate_dims_loop_fwd</a>(<span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dims, </div>
+<div class="line"><a name="l02534"></a><span class="lineno"> 2534</span>&#160;                                  <span class="keywordtype">int</span> indent = 2U)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02535"></a><span class="lineno"> 2535</span>&#160;        <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = dims.size();</div>
+<div class="line"><a name="l02536"></a><span class="lineno"> 2536</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; ++i) {</div>
+<div class="line"><a name="l02537"></a><span class="lineno"> 2537</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(i + indent, <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02538"></a><span class="lineno"> 2538</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int i&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = 0U; i&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l02539"></a><span class="lineno"> 2539</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i].expr_,<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02540"></a><span class="lineno"> 2540</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++i&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02541"></a><span class="lineno"> 2541</span>&#160;        }</div>
+<div class="line"><a name="l02542"></a><span class="lineno"> 2542</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">generate_indent</a>(2U + dims.size(),<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l02543"></a><span class="lineno"> 2543</span>&#160;      }</div>
+<div class="line"><a name="l02544"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ad97c800e8b97eb5e99e15be9e731856e"> 2544</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#ad97c800e8b97eb5e99e15be9e731856e">generate_check_int</a>(<span class="keyword">const</span> std::string&amp; name, <span class="keywordtype">size_t</span> <span class="comment">/*n*/</span>)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02545"></a><span class="lineno"> 2545</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a></div>
+<div class="line"><a name="l02546"></a><span class="lineno"> 2546</span>&#160;           &lt;&lt; <span class="stringliteral">&quot;if (!(context__.contains_i(\&quot;&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;\&quot;)))&quot;</span></div>
+<div class="line"><a name="l02547"></a><span class="lineno"> 2547</span>&#160;           &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a></div>
+<div class="line"><a name="l02548"></a><span class="lineno"> 2548</span>&#160;           &lt;&lt; <span class="stringliteral">&quot;throw std::runtime_error(\&quot;variable &quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot; missing\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02549"></a><span class="lineno"> 2549</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_i__ = context__.vals_i(\&quot;&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02550"></a><span class="lineno"> 2550</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;pos__ = 0U;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02551"></a><span class="lineno"> 2551</span>&#160;      }</div>
+<div class="line"><a name="l02552"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#adb02e4312d893d26819ea0535e72a395"> 2552</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html#adb02e4312d893d26819ea0535e72a395">generate_check_double</a>(<span class="keyword">const</span> std::string&amp; name, <span class="keywordtype">size_t</span> <span class="comment">/*n*/</span>)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l02553"></a><span class="lineno"> 2553</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a></div>
+<div class="line"><a name="l02554"></a><span class="lineno"> 2554</span>&#160;           &lt;&lt; <span class="stringliteral">&quot;if (!(context__.contains_r(\&quot;&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;\&quot;)))&quot;</span></div>
+<div class="line"><a name="l02555"></a><span class="lineno"> 2555</span>&#160;           &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">INDENT3</a></div>
+<div class="line"><a name="l02556"></a><span class="lineno"> 2556</span>&#160;           &lt;&lt; <span class="stringliteral">&quot;throw std::runtime_error(\&quot;variable &quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot; missing\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02557"></a><span class="lineno"> 2557</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vals_r__ = context__.vals_r(\&quot;&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;\&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l02563"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a208a651630210246d1cff43ebd3e7d0e"> 2563</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a208a651630210246d1cff43ebd3e7d0e">generate_init_method</a>(<span class="keyword">const</span> std::vector&lt;var_decl&gt;&amp; vs,</div>
+<div class="line"><a name="l02564"></a><span class="lineno"> 2564</span>&#160;                              std::ostream&amp; o) {</div>
+<div class="line"><a name="l02565"></a><span class="lineno"> 2565</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02566"></a><span class="lineno"> 2566</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void transform_inits(const stan::io::var_context&amp; context__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02567"></a><span class="lineno"> 2567</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                     std::vector&lt;int&gt;&amp; params_i__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02568"></a><span class="lineno"> 2568</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                     std::vector&lt;double&gt;&amp; params_r__) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02569"></a><span class="lineno"> 2569</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;stan::io::writer&lt;double&gt; writer__(params_r__,params_i__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02570"></a><span class="lineno"> 2570</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;size_t pos__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02571"></a><span class="lineno"> 2571</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;(void) pos__; // dummy call to supress warning&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02572"></a><span class="lineno"> 2572</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;std::vector&lt;double&gt; vals_r__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02573"></a><span class="lineno"> 2573</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;std::vector&lt;int&gt; vals_i__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02574"></a><span class="lineno"> 2574</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02575"></a><span class="lineno"> 2575</span>&#160;      <a class="code" href="structstan_1_1gm_1_1generate__init__visgen.html">generate_init_visgen</a> vis(o);</div>
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+<div class="line"><a name="l02578"></a><span class="lineno"> 2578</span>&#160;</div>
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+<div class="line"><a name="l02580"></a><span class="lineno"> 2580</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;params_i__ = writer__.data_i();&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02581"></a><span class="lineno"> 2581</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l02582"></a><span class="lineno"> 2582</span>&#160;</div>
+<div class="line"><a name="l02583"></a><span class="lineno"> 2583</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void transform_inits(const stan::io::var_context&amp; context,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02584"></a><span class="lineno"> 2584</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                     Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; params_r) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02585"></a><span class="lineno"> 2585</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;double&gt; params_r_vec;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02586"></a><span class="lineno"> 2586</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;int&gt; params_i_vec;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02587"></a><span class="lineno"> 2587</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  transform_inits(context, params_i_vec, params_r_vec);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02588"></a><span class="lineno"> 2588</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  params_r.resize(params_r_vec.size());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02589"></a><span class="lineno"> 2589</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  for (int i = 0; i &lt; params_r.size(); ++i)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02590"></a><span class="lineno"> 2590</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    params_r(i) = params_r_vec[i];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l02591"></a><span class="lineno"> 2591</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
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+<div class="line"><a name="l02593"></a><span class="lineno"> 2593</span>&#160;</div>
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+<div class="line"><a name="l02612"></a><span class="lineno"> 2612</span>&#160;        std::vector&lt;expression&gt; matrix_args;</div>
+<div class="line"><a name="l02613"></a><span class="lineno"> 2613</span>&#160;        matrix_args.push_back(x.<a class="code" href="structstan_1_1gm_1_1row__vector__var__decl.html#afcf4381a6b4bf0f832e30dca34c2e418">N_</a>);</div>
+<div class="line"><a name="l02614"></a><span class="lineno"> 2614</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__dims__visgen.html#ab1da381e42f08f05b968b62ff8ed8df0">generate_dims_array</a>(matrix_args,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l02615"></a><span class="lineno"> 2615</span>&#160;      }</div>
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+<div class="line"><a name="l02645"></a><span class="lineno"> 2645</span>&#160;        matrix_args.push_back(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>);</div>
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+<div class="line"><a name="l03333"></a><span class="lineno"> 3333</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">generate_initialize_array</a>(<span class="stringliteral">&quot;vector_d&quot;</span>,<span class="stringliteral">&quot;positive_ordered&quot;</span>,read_args,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
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+<div class="line"><a name="l03338"></a><span class="lineno"> 3338</span>&#160;        read_args.push_back(x.<a class="code" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html#ac4c2902b224d2808a2a879b85e555359">N_</a>);</div>
+<div class="line"><a name="l03339"></a><span class="lineno"> 3339</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">generate_initialize_array</a>(<span class="stringliteral">&quot;matrix_d&quot;</span>,<span class="stringliteral">&quot;cholesky_factor&quot;</span>,read_args,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
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+<div class="line"><a name="l03342"></a><span class="lineno"> 3342</span>&#160;        std::vector&lt;expression&gt; read_args;</div>
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+<div class="line"><a name="l03344"></a><span class="lineno"> 3344</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">generate_initialize_array</a>(<span class="stringliteral">&quot;matrix_d&quot;</span>,<span class="stringliteral">&quot;cov_matrix&quot;</span>,read_args,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
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+<div class="line"><a name="l03347"></a><span class="lineno"> 3347</span>&#160;        std::vector&lt;expression&gt; read_args;</div>
+<div class="line"><a name="l03348"></a><span class="lineno"> 3348</span>&#160;        read_args.push_back(x.<a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html#aed341a4b3496c14fe2e12ec4c4ae6389">K_</a>);</div>
+<div class="line"><a name="l03349"></a><span class="lineno"> 3349</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">generate_initialize_array</a>(<span class="stringliteral">&quot;matrix_d&quot;</span>,<span class="stringliteral">&quot;corr_matrix&quot;</span>,read_args,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l03350"></a><span class="lineno"> 3350</span>&#160;      }</div>
+<div class="line"><a name="l03351"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3"> 3351</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__csv__visgen.html#a2a171b9ce86cbc005df39f73a0914db3">generate_initialize_array</a>(<span class="keyword">const</span> std::string&amp; var_type,</div>
+<div class="line"><a name="l03352"></a><span class="lineno"> 3352</span>&#160;                                     <span class="keyword">const</span> std::string&amp; read_type,</div>
+<div class="line"><a name="l03353"></a><span class="lineno"> 3353</span>&#160;                                     <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; read_args,</div>
+<div class="line"><a name="l03354"></a><span class="lineno"> 3354</span>&#160;                                     <span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l03355"></a><span class="lineno"> 3355</span>&#160;                                     <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dims)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l03358"></a><span class="lineno"> 3358</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; var_type &lt;&lt; <span class="stringliteral">&quot; &quot;</span>;</div>
+<div class="line"><a name="l03359"></a><span class="lineno"> 3359</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot; = in__.&quot;</span> &lt;&lt; read_type  &lt;&lt; <span class="stringliteral">&quot;_constrain(&quot;</span>;</div>
+<div class="line"><a name="l03360"></a><span class="lineno"> 3360</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; read_args.size(); ++j) {</div>
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+<div class="line"><a name="l03362"></a><span class="lineno"> 3362</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(read_args[j],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l03363"></a><span class="lineno"> 3363</span>&#160;          }</div>
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+<div class="line"><a name="l03365"></a><span class="lineno"> 3365</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;writer__.write(&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03366"></a><span class="lineno"> 3366</span>&#160;          <span class="keywordflow">return</span>;</div>
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+<div class="line"><a name="l03376"></a><span class="lineno"> 3376</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;size_t dim_&quot;</span>  &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = &quot;</span>;</div>
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+<div class="line"><a name="l03388"></a><span class="lineno"> 3388</span>&#160;             &lt;&lt; <span class="stringliteral">&quot; ++k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
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+<div class="line"><a name="l03461"></a><span class="lineno"> 3461</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a981030df9dd0720a86077e98a3b7c2f0">write_array</a>(x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l03462"></a><span class="lineno"> 3462</span>&#160;      }</div>
+<div class="line"><a name="l03463"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a981030df9dd0720a86077e98a3b7c2f0"> 3463</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a981030df9dd0720a86077e98a3b7c2f0">write_array</a>(<span class="keyword">const</span> std::string&amp; name,</div>
+<div class="line"><a name="l03464"></a><span class="lineno"> 3464</span>&#160;                       <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dims)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l03466"></a><span class="lineno"> 3466</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;writer__.write(&quot;</span> &lt;&lt; name &lt;&lt; <span class="stringliteral">&quot;);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03467"></a><span class="lineno"> 3467</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l03468"></a><span class="lineno"> 3468</span>&#160;        }</div>
+<div class="line"><a name="l03469"></a><span class="lineno"> 3469</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dims.size(); ++i) {</div>
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+<div class="line"><a name="l03471"></a><span class="lineno"> 3471</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;for (int k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ = 0;&quot;</span></div>
+<div class="line"><a name="l03472"></a><span class="lineno"> 3472</span>&#160;             &lt;&lt; <span class="stringliteral">&quot; k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__ &lt; &quot;</span>;</div>
+<div class="line"><a name="l03473"></a><span class="lineno"> 3473</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(dims[i],<a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a>);</div>
+<div class="line"><a name="l03474"></a><span class="lineno"> 3474</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;; ++k_&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;__) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03475"></a><span class="lineno"> 3475</span>&#160;        }</div>
+<div class="line"><a name="l03476"></a><span class="lineno"> 3476</span>&#160;</div>
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+<div class="line"><a name="l03478"></a><span class="lineno"> 3478</span>&#160;        <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;writer__.write(&quot;</span> &lt;&lt; name;</div>
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+<div class="line"><a name="l03485"></a><span class="lineno"> 3485</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div>
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+<div class="line"><a name="l03488"></a><span class="lineno"> 3488</span>&#160;        </div>
+<div class="line"><a name="l03489"></a><span class="lineno"> 3489</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = dims.size(); i &gt; 0; --i) {</div>
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+<div class="line"><a name="l03491"></a><span class="lineno"> 3491</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03492"></a><span class="lineno"> 3492</span>&#160;        }</div>
+<div class="line"><a name="l03493"></a><span class="lineno"> 3493</span>&#160;      }</div>
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+<div class="line"><a name="l03496"></a><span class="lineno"> 3496</span>&#160;</div>
+<div class="line"><a name="l03497"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a8576715fcf1c68be750ae6f9b5928923"> 3497</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a8576715fcf1c68be750ae6f9b5928923">generate_write_csv_method</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1program.html">program</a>&amp; prog,</div>
+<div class="line"><a name="l03498"></a><span class="lineno"> 3498</span>&#160;                                   <span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l03499"></a><span class="lineno"> 3499</span>&#160;                                   std::ostream&amp; o) {</div>
+<div class="line"><a name="l03500"></a><span class="lineno"> 3500</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;typename RNG&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03501"></a><span class="lineno"> 3501</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void write_csv(RNG&amp; base_rng__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03502"></a><span class="lineno"> 3502</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::vector&lt;double&gt;&amp; params_r__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03503"></a><span class="lineno"> 3503</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::vector&lt;int&gt;&amp; params_i__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03504"></a><span class="lineno"> 3504</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::ostream&amp; o__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03505"></a><span class="lineno"> 3505</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::ostream* pstream__ = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03506"></a><span class="lineno"> 3506</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;stan::io::reader&lt;double&gt; in__(params_r__,params_i__);&quot;</span> </div>
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+<div class="line"><a name="l03518"></a><span class="lineno"> 3518</span>&#160;</div>
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+<div class="line"><a name="l03537"></a><span class="lineno"> 3537</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l03538"></a><span class="lineno"> 3538</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03539"></a><span class="lineno"> 3539</span>&#160;</div>
+<div class="line"><a name="l03540"></a><span class="lineno"> 3540</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;write transformed parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l03541"></a><span class="lineno"> 3541</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first.size(); ++i)</div>
+<div class="line"><a name="l03542"></a><span class="lineno"> 3542</span>&#160;        boost::apply_visitor(vis_writer, prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first[i].decl_);</div>
+<div class="line"><a name="l03543"></a><span class="lineno"> 3543</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03544"></a><span class="lineno"> 3544</span>&#160;</div>
+<div class="line"><a name="l03545"></a><span class="lineno"> 3545</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;declare and define generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03546"></a><span class="lineno"> 3546</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">generate_local_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first,2,o,is_var); </div>
+<div class="line"><a name="l03547"></a><span class="lineno"> 3547</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03548"></a><span class="lineno"> 3548</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">generate_statements</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.second,2,o,include_sampling,is_var); </div>
+<div class="line"><a name="l03549"></a><span class="lineno"> 3549</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03550"></a><span class="lineno"> 3550</span>&#160;</div>
+<div class="line"><a name="l03551"></a><span class="lineno"> 3551</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;validate generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03552"></a><span class="lineno"> 3552</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l03553"></a><span class="lineno"> 3553</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03554"></a><span class="lineno"> 3554</span>&#160;</div>
+<div class="line"><a name="l03555"></a><span class="lineno"> 3555</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;write generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03556"></a><span class="lineno"> 3556</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first.size(); ++i)</div>
+<div class="line"><a name="l03557"></a><span class="lineno"> 3557</span>&#160;        boost::apply_visitor(vis_writer, prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first[i].decl_);</div>
+<div class="line"><a name="l03558"></a><span class="lineno"> 3558</span>&#160;      <span class="keywordflow">if</span> (prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first.size() &gt; 0)</div>
+<div class="line"><a name="l03559"></a><span class="lineno"> 3559</span>&#160;        o &lt;&lt; EOL;</div>
+<div class="line"><a name="l03560"></a><span class="lineno"> 3560</span>&#160;</div>
+<div class="line"><a name="l03561"></a><span class="lineno"> 3561</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;writer__.newline();&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03562"></a><span class="lineno"> 3562</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03563"></a><span class="lineno"> 3563</span>&#160;</div>
+<div class="line"><a name="l03564"></a><span class="lineno"> 3564</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;typename RNG&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03565"></a><span class="lineno"> 3565</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void write_csv(RNG&amp; base_rng,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03566"></a><span class="lineno"> 3566</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; params_r,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03567"></a><span class="lineno"> 3567</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::ostream&amp; o,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03568"></a><span class="lineno"> 3568</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;               std::ostream* pstream = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03569"></a><span class="lineno"> 3569</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;double&gt; params_r_vec(params_r.size());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03570"></a><span class="lineno"> 3570</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  for (int i = 0; i &lt; params_r.size(); ++i)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03571"></a><span class="lineno"> 3571</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    params_r_vec[i] = params_r(i);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03572"></a><span class="lineno"> 3572</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;int&gt; params_i_vec;  // dummy&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03573"></a><span class="lineno"> 3573</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  write_csv(base_rng, params_r_vec, params_i_vec, o, pstream);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03574"></a><span class="lineno"> 3574</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03575"></a><span class="lineno"> 3575</span>&#160;    }</div>
+<div class="line"><a name="l03576"></a><span class="lineno"> 3576</span>&#160;</div>
+<div class="line"><a name="l03577"></a><span class="lineno"> 3577</span>&#160;</div>
+<div class="line"><a name="l03578"></a><span class="lineno"> 3578</span>&#160;    <span class="comment">// see init_member_var_visgen for cut &amp; paste</span></div>
+<div class="line"><a name="l03579"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html"> 3579</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html">write_array_visgen</a> : <span class="keyword">public</span> <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a> {</div>
+<div class="line"><a name="l03580"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#afeb5e731732edea5c690dc4b44503557"> 3580</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#afeb5e731732edea5c690dc4b44503557">write_array_visgen</a>(std::ostream&amp; o)</div>
+<div class="line"><a name="l03581"></a><span class="lineno"> 3581</span>&#160;        : <a class="code" href="structstan_1_1gm_1_1visgen.html" title="generic visitor with output for extension">visgen</a>(o) {</div>
+<div class="line"><a name="l03582"></a><span class="lineno"> 3582</span>&#160;      }</div>
+<div class="line"><a name="l03583"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a5e023f2fef25f89a84e7ef9cc3fffb28"> 3583</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a5e023f2fef25f89a84e7ef9cc3fffb28">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1nil.html" title="Placeholder struct for boost::variant default ctors.">nil</a>&amp; <span class="comment">/*x*/</span>)<span class="keyword"> const </span>{ }</div>
+<div class="line"><a name="l03584"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a76890f5af58b5249068657a2bd5b6efa"> 3584</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a76890f5af58b5249068657a2bd5b6efa">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l03585"></a><span class="lineno"> 3585</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a58d0d5f31f9a489b4cc23f5256f0b56f">generate_initialize_array</a>(<span class="stringliteral">&quot;int&quot;</span>,<span class="stringliteral">&quot;integer&quot;</span>,<a class="code" href="namespacestan_1_1gm.html#a7b75153f298993fbca07d0e128a75771">EMPTY_EXP_VECTOR</a>,</div>
+<div class="line"><a name="l03586"></a><span class="lineno"> 3586</span>&#160;                                  x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a>,x.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>);</div>
+<div class="line"><a name="l03587"></a><span class="lineno"> 3587</span>&#160;      }      </div>
+<div class="line"><a name="l03588"></a><span class="lineno"> 3588</span>&#160;      <span class="comment">// fixme -- reuse cut-and-pasted from other lub reader case</span></div>
+<div class="line"><a name="l03589"></a><span class="lineno"> 3589</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> D&gt;</div>
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+<div class="line"><a name="l03591"></a><span class="lineno"> 3591</span>&#160;                                             <span class="keyword">const</span> std::string&amp; read_fun_prefix,</div>
+<div class="line"><a name="l03592"></a><span class="lineno"> 3592</span>&#160;                                             <span class="keyword">const</span> std::vector&lt;expression&gt;&amp; dim_args)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l03593"></a><span class="lineno"> 3593</span>&#160;        std::vector&lt;expression&gt; read_args;</div>
+<div class="line"><a name="l03594"></a><span class="lineno"> 3594</span>&#160;        std::string read_fun(read_fun_prefix);</div>
+<div class="line"><a name="l03595"></a><span class="lineno"> 3595</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a354abd99f7fd052b3be9e590a90f51af">has_lub</a>(x)) {</div>
+<div class="line"><a name="l03596"></a><span class="lineno"> 3596</span>&#160;          read_fun += <span class="stringliteral">&quot;_lub&quot;</span>;</div>
+<div class="line"><a name="l03597"></a><span class="lineno"> 3597</span>&#160;          read_args.push_back(x.range_.low_);</div>
+<div class="line"><a name="l03598"></a><span class="lineno"> 3598</span>&#160;          read_args.push_back(x.range_.high_);</div>
+<div class="line"><a name="l03599"></a><span class="lineno"> 3599</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a5f8f794036a1282d39160c8005350fb6">has_lb</a>(x)) {</div>
+<div class="line"><a name="l03600"></a><span class="lineno"> 3600</span>&#160;          read_fun += <span class="stringliteral">&quot;_lb&quot;</span>;</div>
+<div class="line"><a name="l03601"></a><span class="lineno"> 3601</span>&#160;          read_args.push_back(x.range_.low_);</div>
+<div class="line"><a name="l03602"></a><span class="lineno"> 3602</span>&#160;        } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#af96a2f3903f1feab3fce868fefee250b">has_ub</a>(x)) {</div>
+<div class="line"><a name="l03603"></a><span class="lineno"> 3603</span>&#160;          read_fun += <span class="stringliteral">&quot;_ub&quot;</span>;</div>
+<div class="line"><a name="l03604"></a><span class="lineno"> 3604</span>&#160;          read_args.push_back(x.range_.high_);</div>
+<div class="line"><a name="l03605"></a><span class="lineno"> 3605</span>&#160;        }</div>
+<div class="line"><a name="l03606"></a><span class="lineno"> 3606</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dim_args.size(); ++i)</div>
+<div class="line"><a name="l03607"></a><span class="lineno"> 3607</span>&#160;          read_args.push_back(dim_args[i]);</div>
+<div class="line"><a name="l03608"></a><span class="lineno"> 3608</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a58d0d5f31f9a489b4cc23f5256f0b56f">generate_initialize_array</a>(base_type,read_fun,read_args,x.name_,x.dims_);</div>
+<div class="line"><a name="l03609"></a><span class="lineno"> 3609</span>&#160;      }</div>
+<div class="line"><a name="l03610"></a><span class="lineno"> 3610</span>&#160;</div>
+<div class="line"><a name="l03611"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a24364e34f4993b5b367c81ce3f2b659a"> 3611</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a24364e34f4993b5b367c81ce3f2b659a">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l03612"></a><span class="lineno"> 3612</span>&#160;        std::vector&lt;expression&gt; read_args;</div>
+<div class="line"><a name="l03613"></a><span class="lineno"> 3613</span>&#160;        <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#a149aa727af8bfdd53d2e494eb75c9201">generate_initialize_array_bounded</a>(x,<span class="stringliteral">&quot;double&quot;</span>,<span class="stringliteral">&quot;scalar&quot;</span>,read_args);</div>
+<div class="line"><a name="l03614"></a><span class="lineno"> 3614</span>&#160;      }</div>
+<div class="line"><a name="l03615"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#ac622e7cbe2c27da32f5be2d828b2e7e8"> 3615</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html#ac622e7cbe2c27da32f5be2d828b2e7e8">operator()</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a>&amp; x)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l03784"></a><span class="lineno"> 3784</span>&#160;        matdims.push_back(x.<a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html#a015b2522873880fbe7788f3b2627f6ac">K_</a>);</div>
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+<div class="line"><a name="l03833"></a><span class="lineno"> 3833</span>&#160;        </div>
+<div class="line"><a name="l03834"></a><span class="lineno"> 3834</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = dims.size(); i &gt; 0; --i) {</div>
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+<div class="line"><a name="l03836"></a><span class="lineno"> 3836</span>&#160;          <a class="code" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03837"></a><span class="lineno"> 3837</span>&#160;        }</div>
+<div class="line"><a name="l03838"></a><span class="lineno"> 3838</span>&#160;      }</div>
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+<div class="line"><a name="l03840"></a><span class="lineno"> 3840</span>&#160;</div>
+<div class="line"><a name="l03841"></a><span class="lineno"> 3841</span>&#160;</div>
+<div class="line"><a name="l03842"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a56f6bed9b4ff736ba8282d9cb81ff0c2"> 3842</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a56f6bed9b4ff736ba8282d9cb81ff0c2">generate_write_array_method</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1program.html">program</a>&amp; prog,</div>
+<div class="line"><a name="l03843"></a><span class="lineno"> 3843</span>&#160;                                     <span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l03844"></a><span class="lineno"> 3844</span>&#160;                                     std::ostream&amp; o) {</div>
+<div class="line"><a name="l03845"></a><span class="lineno"> 3845</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;typename RNG&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03846"></a><span class="lineno"> 3846</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void write_array(RNG&amp; base_rng__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03847"></a><span class="lineno"> 3847</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 std::vector&lt;double&gt;&amp; params_r__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03848"></a><span class="lineno"> 3848</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 std::vector&lt;int&gt;&amp; params_i__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03849"></a><span class="lineno"> 3849</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 std::vector&lt;double&gt;&amp; vars__,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03850"></a><span class="lineno"> 3850</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 bool include_tparams__ = true,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03851"></a><span class="lineno"> 3851</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 bool include_gqs__ = true,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03852"></a><span class="lineno"> 3852</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 std::ostream* pstream__ = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03853"></a><span class="lineno"> 3853</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;vars__.resize(0);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03854"></a><span class="lineno"> 3854</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;stan::io::reader&lt;double&gt; in__(params_r__,params_i__);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03855"></a><span class="lineno"> 3855</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;static const char* function__ = \&quot;&quot;</span></div>
+<div class="line"><a name="l03856"></a><span class="lineno"> 3856</span>&#160;        &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;_namespace::write_array(%1%)\&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03857"></a><span class="lineno"> 3857</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">suppress_warning</a>(<a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a>, <span class="stringliteral">&quot;function__&quot;</span>, o);</div>
+<div class="line"><a name="l03858"></a><span class="lineno"> 3858</span>&#160;</div>
+<div class="line"><a name="l03859"></a><span class="lineno"> 3859</span>&#160;      <span class="comment">// declares, reads, and sets parameters</span></div>
+<div class="line"><a name="l03860"></a><span class="lineno"> 3860</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;read-transform, write parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l03861"></a><span class="lineno"> 3861</span>&#160;      <a class="code" href="structstan_1_1gm_1_1write__array__visgen.html">write_array_visgen</a> vis(o);</div>
+<div class="line"><a name="l03862"></a><span class="lineno"> 3862</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">parameter_decl_</a>.size(); ++i)</div>
+<div class="line"><a name="l03863"></a><span class="lineno"> 3863</span>&#160;        boost::apply_visitor(vis,prog.<a class="code" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">parameter_decl_</a>[i].decl_);</div>
+<div class="line"><a name="l03864"></a><span class="lineno"> 3864</span>&#160;</div>
+<div class="line"><a name="l03865"></a><span class="lineno"> 3865</span>&#160;      <span class="comment">// this is for all other values</span></div>
+<div class="line"><a name="l03866"></a><span class="lineno"> 3866</span>&#160;      <a class="code" href="structstan_1_1gm_1_1write__array__vars__visgen.html">write_array_vars_visgen</a> vis_writer(o);</div>
+<div class="line"><a name="l03867"></a><span class="lineno"> 3867</span>&#160;</div>
+<div class="line"><a name="l03868"></a><span class="lineno"> 3868</span>&#160;      <span class="comment">// writes parameters</span></div>
+<div class="line"><a name="l03869"></a><span class="lineno"> 3869</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">parameter_decl_</a>.size(); ++i)</div>
+<div class="line"><a name="l03870"></a><span class="lineno"> 3870</span>&#160;        boost::apply_visitor(vis_writer,prog.<a class="code" href="structstan_1_1gm_1_1program.html#aa468fc1c6838a4a02031d41391d0feee">parameter_decl_</a>[i].decl_);</div>
+<div class="line"><a name="l03871"></a><span class="lineno"> 3871</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03872"></a><span class="lineno"> 3872</span>&#160;</div>
+<div class="line"><a name="l03873"></a><span class="lineno"> 3873</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;if (!include_tparams__) return;&quot;</span></div>
+<div class="line"><a name="l03874"></a><span class="lineno"> 3874</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03875"></a><span class="lineno"> 3875</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;declare and define transformed parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l03876"></a><span class="lineno"> 3876</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt;  <span class="stringliteral">&quot;double lp__ = 0.0;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03877"></a><span class="lineno"> 3877</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">suppress_warning</a>(<a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a>, <span class="stringliteral">&quot;lp__&quot;</span>, o);</div>
+<div class="line"><a name="l03878"></a><span class="lineno"> 3878</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;stan::math::accumulator&lt;double&gt; lp_accum__;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03879"></a><span class="lineno"> 3879</span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1is__var.html">is_var</a> = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l03880"></a><span class="lineno"> 3880</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">generate_local_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o,is_var); </div>
+<div class="line"><a name="l03881"></a><span class="lineno"> 3881</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03882"></a><span class="lineno"> 3882</span>&#160;      <span class="keywordtype">bool</span> include_sampling = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l03883"></a><span class="lineno"> 3883</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">generate_statements</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.second,2,o,include_sampling,is_var); </div>
+<div class="line"><a name="l03884"></a><span class="lineno"> 3884</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03885"></a><span class="lineno"> 3885</span>&#160;</div>
+<div class="line"><a name="l03886"></a><span class="lineno"> 3886</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;validate transformed parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l03887"></a><span class="lineno"> 3887</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l03888"></a><span class="lineno"> 3888</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03889"></a><span class="lineno"> 3889</span>&#160;</div>
+<div class="line"><a name="l03890"></a><span class="lineno"> 3890</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;write transformed parameters&quot;</span>,2,o);</div>
+<div class="line"><a name="l03891"></a><span class="lineno"> 3891</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first.size(); ++i)</div>
+<div class="line"><a name="l03892"></a><span class="lineno"> 3892</span>&#160;        boost::apply_visitor(vis_writer, prog.<a class="code" href="structstan_1_1gm_1_1program.html#a24e02f27c716fefbf3ec7c3a766778f5">derived_decl_</a>.first[i].decl_);</div>
+<div class="line"><a name="l03893"></a><span class="lineno"> 3893</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03894"></a><span class="lineno"> 3894</span>&#160;</div>
+<div class="line"><a name="l03895"></a><span class="lineno"> 3895</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;if (!include_gqs__) return;&quot;</span></div>
+<div class="line"><a name="l03896"></a><span class="lineno"> 3896</span>&#160;        &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03897"></a><span class="lineno"> 3897</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;declare and define generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03898"></a><span class="lineno"> 3898</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">generate_local_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first,2,o,is_var); </div>
+<div class="line"><a name="l03899"></a><span class="lineno"> 3899</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03900"></a><span class="lineno"> 3900</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">generate_statements</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.second,2,o,include_sampling,is_var); </div>
+<div class="line"><a name="l03901"></a><span class="lineno"> 3901</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03902"></a><span class="lineno"> 3902</span>&#160;</div>
+<div class="line"><a name="l03903"></a><span class="lineno"> 3903</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;validate generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03904"></a><span class="lineno"> 3904</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">generate_validate_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first,2,o);</div>
+<div class="line"><a name="l03905"></a><span class="lineno"> 3905</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03906"></a><span class="lineno"> 3906</span>&#160;</div>
+<div class="line"><a name="l03907"></a><span class="lineno"> 3907</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">generate_comment</a>(<span class="stringliteral">&quot;write generated quantities&quot;</span>,2,o);</div>
+<div class="line"><a name="l03908"></a><span class="lineno"> 3908</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first.size(); ++i)</div>
+<div class="line"><a name="l03909"></a><span class="lineno"> 3909</span>&#160;        boost::apply_visitor(vis_writer, prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first[i].decl_);</div>
+<div class="line"><a name="l03910"></a><span class="lineno"> 3910</span>&#160;      <span class="keywordflow">if</span> (prog.<a class="code" href="structstan_1_1gm_1_1program.html#a8317c188381639e8751e651c0cabccb3">generated_decl_</a>.first.size() &gt; 0)</div>
+<div class="line"><a name="l03911"></a><span class="lineno"> 3911</span>&#160;        o &lt;&lt; EOL;</div>
+<div class="line"><a name="l03912"></a><span class="lineno"> 3912</span>&#160;</div>
+<div class="line"><a name="l03913"></a><span class="lineno"> 3913</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03914"></a><span class="lineno"> 3914</span>&#160;</div>
+<div class="line"><a name="l03915"></a><span class="lineno"> 3915</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;template &lt;typename RNG&gt;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03916"></a><span class="lineno"> 3916</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;void write_array(RNG&amp; base_rng,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03917"></a><span class="lineno"> 3917</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; params_r,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03918"></a><span class="lineno"> 3918</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; vars,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03919"></a><span class="lineno"> 3919</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 bool include_tparams = true,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03920"></a><span class="lineno"> 3920</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 bool include_gqs = true,&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03921"></a><span class="lineno"> 3921</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;                 std::ostream* pstream = 0) const {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03922"></a><span class="lineno"> 3922</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;double&gt; params_r_vec(params_r.size());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03923"></a><span class="lineno"> 3923</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  for (int i = 0; i &lt; params_r.size(); ++i)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03924"></a><span class="lineno"> 3924</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    params_r_vec[i] = params_r(i);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03925"></a><span class="lineno"> 3925</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;double&gt; vars_vec;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03926"></a><span class="lineno"> 3926</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  std::vector&lt;int&gt; params_i_vec;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03927"></a><span class="lineno"> 3927</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  write_array(base_rng,params_r_vec,params_i_vec,vars_vec,include_tparams,include_gqs,pstream);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03928"></a><span class="lineno"> 3928</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  vars.resize(vars_vec.size());&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03929"></a><span class="lineno"> 3929</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;  for (int i = 0; i &lt; vars.size(); ++i)&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03930"></a><span class="lineno"> 3930</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;    vars(i) = vars_vec[i];&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03931"></a><span class="lineno"> 3931</span>&#160;      o &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03932"></a><span class="lineno"> 3932</span>&#160;</div>
+<div class="line"><a name="l03933"></a><span class="lineno"> 3933</span>&#160;    }</div>
+<div class="line"><a name="l03934"></a><span class="lineno"> 3934</span>&#160;</div>
+<div class="line"><a name="l03935"></a><span class="lineno"> 3935</span>&#160;    </div>
+<div class="line"><a name="l03936"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a425cf99f39ca9123446a5192eeee83e0"> 3936</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a425cf99f39ca9123446a5192eeee83e0">generate_main</a>(<span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l03937"></a><span class="lineno"> 3937</span>&#160;                       std::ostream&amp; out) {</div>
+<div class="line"><a name="l03938"></a><span class="lineno"> 3938</span>&#160;      out &lt;&lt; <span class="stringliteral">&quot;int main(int argc, const char* argv[]) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03939"></a><span class="lineno"> 3939</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;try {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03940"></a><span class="lineno"> 3940</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;return stan::gm::command&lt;&quot;</span> &lt;&lt; model_name </div>
+<div class="line"><a name="l03941"></a><span class="lineno"> 3941</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;_namespace::&quot;</span> &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;&gt;(argc,argv);&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03942"></a><span class="lineno"> 3942</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;} catch (std::exception&amp; e) {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03943"></a><span class="lineno"> 3943</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> </div>
+<div class="line"><a name="l03944"></a><span class="lineno"> 3944</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;std::cerr &lt;&lt; std::endl &lt;&lt; \&quot;Exception: \&quot; &lt;&lt; e.what() &lt;&lt; std::endl;&quot;</span> </div>
+<div class="line"><a name="l03945"></a><span class="lineno"> 3945</span>&#160;          &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03946"></a><span class="lineno"> 3946</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a></div>
+<div class="line"><a name="l03947"></a><span class="lineno"> 3947</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;std::cerr &lt;&lt; \&quot;Diagnostic information: \&quot; &lt;&lt; std::endl &lt;&lt; boost::diagnostic_information(e) &lt;&lt; std::endl;&quot;</span> </div>
+<div class="line"><a name="l03948"></a><span class="lineno"> 3948</span>&#160;          &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03949"></a><span class="lineno"> 3949</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;return -1;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03950"></a><span class="lineno"> 3950</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a>;</div>
+<div class="line"><a name="l03951"></a><span class="lineno"> 3951</span>&#160;</div>
+<div class="line"><a name="l03952"></a><span class="lineno"> 3952</span>&#160;      out &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03953"></a><span class="lineno"> 3953</span>&#160;    }</div>
+<div class="line"><a name="l03954"></a><span class="lineno"> 3954</span>&#160;</div>
+<div class="line"><a name="l03955"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a06761a1392734570a22e5a492141bce8"> 3955</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a06761a1392734570a22e5a492141bce8">generate_model_name_method</a>(<span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l03956"></a><span class="lineno"> 3956</span>&#160;                                    std::ostream&amp; out) {</div>
+<div class="line"><a name="l03957"></a><span class="lineno"> 3957</span>&#160;      out &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;static std::string model_name() {&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a></div>
+<div class="line"><a name="l03958"></a><span class="lineno"> 3958</span>&#160;          &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#ac233ed8139ded7c35ee0583d7840914a">INDENT2</a> &lt;&lt; <span class="stringliteral">&quot;return \&quot;&quot;</span> &lt;&lt; model_name &lt;&lt; <span class="stringliteral">&quot;\&quot;;&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">EOL</a></div>
+<div class="line"><a name="l03959"></a><span class="lineno"> 3959</span>&#160;          &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">INDENT</a> &lt;&lt; <span class="stringliteral">&quot;}&quot;</span> &lt;&lt; <a class="code" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">EOL2</a>;</div>
+<div class="line"><a name="l03960"></a><span class="lineno"> 3960</span>&#160;    }</div>
+<div class="line"><a name="l03961"></a><span class="lineno"> 3961</span>&#160;</div>
+<div class="line"><a name="l03962"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a668b578a61c97daacf978986469d1af1"> 3962</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1gm.html#a668b578a61c97daacf978986469d1af1">generate_cpp</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1program.html">program</a>&amp; prog, </div>
+<div class="line"><a name="l03963"></a><span class="lineno"> 3963</span>&#160;                      <span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l03964"></a><span class="lineno"> 3964</span>&#160;                      std::ostream&amp; out,</div>
+<div class="line"><a name="l03965"></a><span class="lineno"> 3965</span>&#160;                      <span class="keywordtype">bool</span> include_main = <span class="keyword">true</span>) {</div>
+<div class="line"><a name="l03966"></a><span class="lineno"> 3966</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#ad46a7bc5909963f3af53bb69c764c415">generate_version_comment</a>(out);</div>
+<div class="line"><a name="l03967"></a><span class="lineno"> 3967</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a6a9d6cf24f2051d0804f641525a36f8a">generate_includes</a>(out);</div>
+<div class="line"><a name="l03968"></a><span class="lineno"> 3968</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a297a49a54728e0866002eeb4350f46dd">generate_start_namespace</a>(model_name,out);</div>
+<div class="line"><a name="l03969"></a><span class="lineno"> 3969</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#aa985aaef054c7f1af4a9628ef6a9155d">generate_usings</a>(out);</div>
+<div class="line"><a name="l03970"></a><span class="lineno"> 3970</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a1515682780f226a7001d930fd2c1e1d0">generate_typedefs</a>(out);</div>
+<div class="line"><a name="l03971"></a><span class="lineno"> 3971</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#af08d462ee1f0e163d614e9ed03fe53c0">generate_class_decl</a>(model_name,out);</div>
+<div class="line"><a name="l03972"></a><span class="lineno"> 3972</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a8c0b83999d50ab15f1c8503f33a3d47c">generate_private_decl</a>(out);</div>
+<div class="line"><a name="l03973"></a><span class="lineno"> 3973</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a63d43e75db4c7e7ff2dda2d1036df363">generate_member_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#a6703cdf4c559cfdf4675c68eeff40fa5">data_decl_</a>,1,out);</div>
+<div class="line"><a name="l03974"></a><span class="lineno"> 3974</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a63d43e75db4c7e7ff2dda2d1036df363">generate_member_var_decls</a>(prog.<a class="code" href="structstan_1_1gm_1_1program.html#abb7b64b4d14faf7c161d6fc0c73a859d">derived_data_decl_</a>.first,1,out);</div>
+<div class="line"><a name="l03975"></a><span class="lineno"> 3975</span>&#160;      <a class="code" href="namespacestan_1_1gm.html#a30e9216cd9f5d025bcb3dde6aa0c86b0">generate_public_decl</a>(out);</div>
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+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__range_8hpp_source.html">stan/math/matrix/check_range.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="get__base1_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7535c86e2c9ee9d5391a8cc63187317e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memdesc:a7535c86e2c9ee9d5391a8cc63187317e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a reference to the value of the specified vector at the specified base-one index.  <a href="#a7535c86e2c9ee9d5391a8cc63187317e"></a><br/></td></tr>
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+<tr class="memitem:ab0dbeed50ff3f8630ea3cd54f9ecb804"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memdesc:ab0dbeed50ff3f8630ea3cd54f9ecb804"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a reference to the value of the specified column vector at the specified base-one index.  <a href="#ab0dbeed50ff3f8630ea3cd54f9ecb804"></a><br/></td></tr>
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+<tr class="memitem:abf9dcd5236495d3f581b31dd05b9a227"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:abf9dcd5236495d3f581b31dd05b9a227"><td class="memTemplItemLeft" align="right" valign="top">const T &amp;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#abf9dcd5236495d3f581b31dd05b9a227">stan::math::get_base1</a> (const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;x, size_t n, const char *error_msg, size_t idx)</td></tr>
+<tr class="memdesc:abf9dcd5236495d3f581b31dd05b9a227"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a reference to the value of the specified row vector at the specified base-one index.  <a href="#abf9dcd5236495d3f581b31dd05b9a227"></a><br/></td></tr>
+<tr class="separator:abf9dcd5236495d3f581b31dd05b9a227"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">get_base1.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="get__base1_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__GET_BASE1_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__range_8hpp_source.html">stan/math/matrix/check_range.hpp</a>&gt;</code><br/>
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+<p><a href="get__base1__lhs_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<div class="title">get_base1_lhs.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="get__base1__lhs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__GET_BASE1_LHS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__GET_BASE1_LHS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__range_8hpp.html">stan/math/matrix/check_range.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9">   27</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;T&gt;&amp; x, </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                 <span class="keywordtype">size_t</span> i, </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i,error_msg,idx);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">return</span> x[i - 1];</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a4d5711f99869d05a6263218f3256e582">   52</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;T&gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,error_msg,idx+1);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a37f3ceaa6197904ef662f1edc8245e1a">   79</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                 <span class="keywordtype">size_t</span> i3,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,i3,error_msg,idx+1);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00108"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3132eb36eaf861cfbd119b38e0a85a15">  108</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                 <span class="keywordtype">size_t</span> i3,</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;                 <span class="keywordtype">size_t</span> i4,</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,i3,i4,error_msg,idx+1);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    }</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#afbcc061003aabcaf675f4415adc80c0a">  139</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt; &gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;                 <span class="keywordtype">size_t</span> i3,</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;                 <span class="keywordtype">size_t</span> i4,</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                 <span class="keywordtype">size_t</span> i5,</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,i3,i4,i5,error_msg,idx+1);</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;    }</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00172"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1958245532761be08be7ac9bc781f3a7">  172</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt; &gt; &gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;                 <span class="keywordtype">size_t</span> i3,</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;                 <span class="keywordtype">size_t</span> i4,</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;                 <span class="keywordtype">size_t</span> i5,</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;                 <span class="keywordtype">size_t</span> i6,</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,i3,i4,i5,i6,error_msg,idx+1);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    }</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00208"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aedc7fc712ebe439bec1892c8f69447cd">  208</a></span>&#160;    T&amp; <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt; &gt; &gt; &gt; &gt;&amp; x, </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;                 <span class="keywordtype">size_t</span> i1, </div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;                 <span class="keywordtype">size_t</span> i2,</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;                 <span class="keywordtype">size_t</span> i3,</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;                 <span class="keywordtype">size_t</span> i4,</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                 <span class="keywordtype">size_t</span> i5,</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;                 <span class="keywordtype">size_t</span> i6,</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;                 <span class="keywordtype">size_t</span> i7,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">char</span>* error_msg,</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;                 <span class="keywordtype">size_t</span> idx) {</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">check_range</a>(x.size(),i1,error_msg,idx);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac54b1427fd9d0765f0200dc9caa830f9" title="Return a reference to the value of the specified vector at the specified base-one index...">get_base1_lhs</a>(x[i1 - 1],i2,i3,i4,i5,i6,i7,error_msg,idx+1);</div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+<div class="contents">
+<div class="textblock">Here is a list of all file members with links to the files they belong to:</div>
+
+<h3><a class="anchor" id="index__"></a>- _ -</h3><ul>
+<li>__STAN__AGRAD__REV__VAR_STACK_CPP__
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+<li>__STAN__GM__AST_DEF_HPP__
+: <a class="el" href="ast__def_8cpp.html#a8d8277f93d7f31b96e2609f6388d6409">ast_def.cpp</a>
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+: <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac62e1300d96ac0909e7fe11f8d8166ef">log_determinant_spd.hpp</a>
+</li>
+<li>_ldlt
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">ldlt.hpp</a>
+</li>
+<li>_ldltP
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">ldlt.hpp</a>
+</li>
+<li>_llt
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#a9443c5162b5e88a4425734a7c46ed32a">mdivide_left_spd.hpp</a>
+</li>
+<li>_rows
+: <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">log_determinant_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">log_determinant.hpp</a>
+</li>
+<li>_sym
+: <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a0f0c3a82aa9cb1ecd7d97fce67fea63d">quad_form.hpp</a>
+</li>
+<li>_value
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a3e78e92b9e102f837e1433ff78edd53c">ldlt.hpp</a>
+</li>
+<li>_variA
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">ldlt.hpp</a>
+</li>
+<li>_variB
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a6d2efaefd09e1eb3e1a9a28f2b3a509b">ldlt.hpp</a>
+</li>
+<li>_variD
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ad7f5a226630b241aa90441b387c06c41">ldlt.hpp</a>
+</li>
+<li>_variRefA
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#aea7df605462946b48f6c8200fe67a467">mdivide_left_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#aea7df605462946b48f6c8200fe67a467">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">mdivide_left.hpp</a>
+</li>
+<li>_variRefB
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">mdivide_left_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">mdivide_left.hpp</a>
+</li>
+<li>_variRefC
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">mdivide_left_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">ldlt.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>A_
+: <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">log_determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">trace_gen_quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">trace_quad_form.hpp</a>
+</li>
+<li>ad_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">agrad_thread_safe.hpp</a>
+</li>
+<li>AinvB_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab94d72eb089cbdafd7d658f9f21e2749">ldlt.hpp</a>
+</li>
+<li>alpha_
+: <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">log_softmax.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">Eigen_NumTraits.hpp</a>
+</li>
+<li>avi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_b"></a>- b -</h3><ul>
+<li>B_
+: <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">trace_gen_quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">trace_quad_form.hpp</a>
+</li>
+<li>base_param_name()
+: <a class="el" href="print_8hpp.html#a44680d963f2fac28eca89f94f3eb99dc">print.hpp</a>
+</li>
+<li>bd_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">agrad_thread_safe.hpp</a>
+</li>
+<li>BOOST_FUSION_ADAPT_STRUCT()
+: <a class="el" href="term__grammar__def_8hpp.html#a480456e9da4c14c5519988cdc778facc">term_grammar_def.hpp</a>
+, <a class="el" href="statement__grammar__def_8hpp.html#a2495608d80afb728361556d665a415c4">statement_grammar_def.hpp</a>
+, <a class="el" href="term__grammar__def_8hpp.html#a1e81a41b83af331d2ab9038c3ab22c8e">term_grammar_def.hpp</a>
+, <a class="el" href="statement__grammar__def_8hpp.html#a6961e24e92dd0d1f84976386c45cc1b6">statement_grammar_def.hpp</a>
+, <a class="el" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">program_grammar_def.hpp</a>
+, <a class="el" href="statement__grammar__def_8hpp.html#a1cae61dafe9d4dd9285b7b6f76d05f92">statement_grammar_def.hpp</a>
+, <a class="el" href="term__grammar__def_8hpp.html#a449100aff0b5136c9793061cb929bec8">term_grammar_def.hpp</a>
+, <a class="el" href="var__decls__grammar__def_8hpp.html#a1bf1e318d7e36dbd7a26eb65a05fcd13">var_decls_grammar_def.hpp</a>
+</li>
+<li>bvi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>C_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a03e9f8989e0f5a0117b426e2b204933a">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#a03e9f8989e0f5a0117b426e2b204933a">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a55687fe74d2b370950b50b750657c48e">quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#a71042c83f662a5f71b52b6e6c2ae4915">mdivide_left_spd.hpp</a>
+</li>
+<li>calculate_column_width()
+: <a class="el" href="print_8hpp.html#a5e7bd64dd538b38c24f0950e20336b9e">print.hpp</a>
+</li>
+<li>calculate_column_widths()
+: <a class="el" href="print_8hpp.html#aca6645f28f92ff465e290fef0fefa9bc">print.hpp</a>
+</li>
+<li>cd_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">agrad_thread_safe.hpp</a>
+</li>
+<li>compute_precision()
+: <a class="el" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">print.hpp</a>
+</li>
+<li>compute_width()
+: <a class="el" href="print_8hpp.html#a78042a12545744a3a7978b458faea92c">print.hpp</a>
+</li>
+<li>compute_width_and_precision()
+: <a class="el" href="print_8hpp.html#a16acdd9987d7a0e6d03b905f9c6cc65b">print.hpp</a>
+</li>
+<li>cvi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_d"></a>- d -</h3><ul>
+<li>D_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a924a423d56557fce1ab298532ab03bb8">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#ab8b790d54b5b04c9c5dd60e063ed40bc">trace_gen_quad_form.hpp</a>
+</li>
+<li>DEFAULT_INITIAL_NCHUNKS
+: <a class="el" href="chunk__alloc_8hpp.html#a5f845c774e340bc6030d5ce15487812a">chunk_alloc.hpp</a>
+</li>
+<li>delete_file()
+: <a class="el" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">stanc_helper.hpp</a>
+</li>
+<li>dimensions()
+: <a class="el" href="print_8hpp.html#aca9cbff882a3a995d9d4bc69d0f693da">print.hpp</a>
+</li>
+<li>dotval_
+: <a class="el" href="_eigen___num_traits_8hpp.html#a7616b0eef5b3dc26e5a5b62a3ead2035">Eigen_NumTraits.hpp</a>
+</li>
+<li>Dtype_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a7c830ea3da654e2c30a3e8d4c41610e8">ldlt.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_e"></a>- e -</h3><ul>
+<li>EIGEN_DENSEBASE_PLUGIN
+: <a class="el" href="_eigen_8hpp.html#a90ac195153d63737038c5b747962f4df">Eigen.hpp</a>
+</li>
+<li>exp_val_
+: <a class="el" href="rev_2functions_2log10_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">log10.hpp</a>
+, <a class="el" href="agrad__thread__safe_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>idx_
+: <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">softmax.hpp</a>
+</li>
+<li>is_matrix()
+: <a class="el" href="print_8hpp.html#a4405283b10c32553e10a7273d2a4f9d8">print.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
+<li>length_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">dot_product.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">Eigen_NumTraits.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2sum_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">sum.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">squared_dist.hpp</a>
+</li>
+<li>likely
+: <a class="el" href="stack__alloc_8hpp.html#a217a0bd562b98ae8c2ffce44935351e1">stack_alloc.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>M_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left_spd.hpp</a>
+</li>
+<li>main()
+: <a class="el" href="print_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">print.cpp</a>
+, <a class="el" href="stanc_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">stanc.cpp</a>
+</li>
+<li>matrix_index()
+: <a class="el" href="print_8hpp.html#abb3cd74cdc531aef4a85bed5fca26c26">print.hpp</a>
+</li>
+<li>memalloc_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a101adb62dfa9c36d8fe9d782b145b638">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>N_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left_spd.hpp</a>
+</li>
+<li>next_index()
+: <a class="el" href="print_8hpp.html#ab54368a8bca76f33372859602ca77797">print.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_p"></a>- p -</h3><ul>
+<li>print_stanc_help()
+: <a class="el" href="stanc__helper_8hpp.html#ab8ff534ebd7aa89be78b2b9e65f5f33a">stanc_helper.hpp</a>
+</li>
+<li>print_usage()
+: <a class="el" href="print_8hpp.html#ae5ad5cbeccaedc03a48d3c7eaa803e79">print.hpp</a>
+</li>
+<li>print_version()
+: <a class="el" href="stanc__helper_8hpp.html#a89aadce7a620baad44661f64650a2c57">stanc_helper.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>size_
+: <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">dot_self.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a50218915641ec8f39877c2565e95a604">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a50218915641ec8f39877c2565e95a604">softmax.hpp</a>
+</li>
+<li>softmax_alpha_
+: <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax.hpp</a>
+</li>
+<li>stanc_helper()
+: <a class="el" href="stanc__helper_8hpp.html#a6285d39574513b78cafc494a8f614852">stanc_helper.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>unlikely
+: <a class="el" href="stack__alloc_8hpp.html#ac6c45889010c1bd68631771b64f18101">stack_alloc.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>v1_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">dot_product.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a26e986ea55e50b52a5f24dc12146b280">Eigen_NumTraits.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#a83c5c6dc5ed503252611e6e50af3557a">squared_dist.hpp</a>
+</li>
+<li>v2_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">dot_product.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a07b9904c44113353bf64f61d7c1e5672">Eigen_NumTraits.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#a2157c9243530cdafcfb1665c9e682ed7">squared_dist.hpp</a>
+</li>
+<li>v_
+: <a class="el" href="agrad_2rev_2matrix_2sum_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">sum.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">dot_self.hpp</a>
+</li>
+<li>var_stack_
+: <a class="el" href="agrad__thread__safe_8hpp.html#ae14d7988968e318f7272640e9bd558aa">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<li>base_param_name()
+: <a class="el" href="print_8hpp.html#a44680d963f2fac28eca89f94f3eb99dc">print.hpp</a>
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+</ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
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+   &#160;<span id="projectnumber">1.3</span>
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+&#160;
+
+<h3><a class="anchor" id="index__"></a>- _ -</h3><ul>
+<li>_adjARef
+: <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#ac289fdc094f4376437157416320ac3bd">log_determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac289fdc094f4376437157416320ac3bd">log_determinant_spd.hpp</a>
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+<li>_alloc
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac8fd1d052b1749cdac48e692c69b01e4">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a6a66022aa2c567d6be6ecc6a4818e36d">log_determinant_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#af33a1ef9d6061ad644079483e4811d9c">mdivide_left_spd.hpp</a>
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+<li>_alloc_ldlt
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#acb7147b3011bb4bb4d08ed4da2dd9ed6">ldlt.hpp</a>
+</li>
+<li>_cols
+: <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">log_determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a9c07cb6acc3ea9dc957ef6874d075e7b">log_determinant_spd.hpp</a>
+</li>
+<li>_impl
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab89158b8e67137e7d7693f9d285e6a6b">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#aba5296c623c71f7372cb23517d7a9cfa">quad_form.hpp</a>
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+, <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a0b5bde925768070ceaa12322cd5da836">trace_quad_form.hpp</a>
+</li>
+<li>_invA
+: <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#ac62e1300d96ac0909e7fe11f8d8166ef">log_determinant_spd.hpp</a>
+</li>
+<li>_ldlt
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a8ff5c08d7409eec748e7d3c88ec37eda">ldlt.hpp</a>
+</li>
+<li>_ldltP
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">ldlt.hpp</a>
+</li>
+<li>_llt
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#a9443c5162b5e88a4425734a7c46ed32a">mdivide_left_spd.hpp</a>
+</li>
+<li>_rows
+: <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">log_determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp.html#a3e8959363f536b448785cdfdb1dd461a">log_determinant_spd.hpp</a>
+</li>
+<li>_sym
+: <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a0f0c3a82aa9cb1ecd7d97fce67fea63d">quad_form.hpp</a>
+</li>
+<li>_value
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a3e78e92b9e102f837e1433ff78edd53c">ldlt.hpp</a>
+</li>
+<li>_variA
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a67f87b0fba11a247523af8e89ea39331">ldlt.hpp</a>
+</li>
+<li>_variB
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a6d2efaefd09e1eb3e1a9a28f2b3a509b">ldlt.hpp</a>
+</li>
+<li>_variD
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ad7f5a226630b241aa90441b387c06c41">ldlt.hpp</a>
+</li>
+<li>_variRefA
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#aea7df605462946b48f6c8200fe67a467">mdivide_left_tri.hpp</a>
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+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aea7df605462946b48f6c8200fe67a467">mdivide_left.hpp</a>
+</li>
+<li>_variRefB
+: <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">mdivide_left_spd.hpp</a>
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+, <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aa2a293603982ac5da732ef1c85aabcd4">ldlt.hpp</a>
+</li>
+<li>_variRefC
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">mdivide_left_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ab81845acdc3a00d1a9358f95da0d560e">mdivide_left.hpp</a>
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+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>A_
+: <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">log_determinant.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a11b6b3ab6459db606ab7f4bfd4ad2823">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">trace_gen_quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a74fc8e511e9ed21b74f2b3e281ff4c72">trace_quad_form.hpp</a>
+</li>
+<li>ad_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">agrad_thread_safe.hpp</a>
+</li>
+<li>AinvB_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ab94d72eb089cbdafd7d658f9f21e2749">ldlt.hpp</a>
+</li>
+<li>alpha_
+: <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#acd28daa1fad3aaa17c91e2ca90526175">log_softmax.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a1b79ed4274c457ae581283a7fc8e51af">Eigen_NumTraits.hpp</a>
+</li>
+<li>avi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_b"></a>- b -</h3><ul>
+<li>B_
+: <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">trace_gen_quad_form.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp.html#a9e12a47e6a37454b96cc03670779ebf0">trace_quad_form.hpp</a>
+</li>
+<li>bd_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">agrad_thread_safe.hpp</a>
+</li>
+<li>bvi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>C_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#aaed1328a1a8dc253591d2941edfec676">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a03e9f8989e0f5a0117b426e2b204933a">mdivide_left.hpp</a>
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+, <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp.html#a55687fe74d2b370950b50b750657c48e">quad_form.hpp</a>
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+</li>
+<li>cd_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">agrad_thread_safe.hpp</a>
+</li>
+<li>cvi_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_d"></a>- d -</h3><ul>
+<li>D_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a924a423d56557fce1ab298532ab03bb8">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp.html#ab8b790d54b5b04c9c5dd60e063ed40bc">trace_gen_quad_form.hpp</a>
+</li>
+<li>dotval_
+: <a class="el" href="_eigen___num_traits_8hpp.html#a7616b0eef5b3dc26e5a5b62a3ead2035">Eigen_NumTraits.hpp</a>
+</li>
+<li>Dtype_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a7c830ea3da654e2c30a3e8d4c41610e8">ldlt.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_e"></a>- e -</h3><ul>
+<li>exp_val_
+: <a class="el" href="agrad__thread__safe_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">agrad_thread_safe.hpp</a>
+, <a class="el" href="rev_2functions_2log10_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">log10.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>idx_
+: <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a48e1ddf96b6a9b19ecead9aca544bb31">softmax.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
+<li>length_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">dot_product.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2sum_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">sum.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">squared_dist.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#af0c9b7dcc98dce1d0edf7cb6ce49103b">Eigen_NumTraits.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>M_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#ac7022caeebffc39337bdfd893db75983">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#ac7022caeebffc39337bdfd893db75983">mdivide_left_spd.hpp</a>
+</li>
+<li>memalloc_
+: <a class="el" href="agrad__thread__safe_8hpp.html#a101adb62dfa9c36d8fe9d782b145b638">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>N_
+: <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">ldlt.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left_tri.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left_spd.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp.html#a733553beee6dadc63ea8c537055a9e04">mdivide_left.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>size_
+: <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp.html#a5f31775800bbb46b35b5791def1f3acc">dot_self.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a50218915641ec8f39877c2565e95a604">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a50218915641ec8f39877c2565e95a604">softmax.hpp</a>
+</li>
+<li>softmax_alpha_
+: <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">log_softmax.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp.html#a1e7fc23c4da87820ad49b66444825c34">softmax.hpp</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>v1_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a8c886c0e0b0df10a90267645bac46674">dot_product.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a26e986ea55e50b52a5f24dc12146b280">Eigen_NumTraits.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#a83c5c6dc5ed503252611e6e50af3557a">squared_dist.hpp</a>
+</li>
+<li>v2_
+: <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp.html#a27e3d8b375e8f1fb1cb0078d150879ea">dot_product.hpp</a>
+, <a class="el" href="_eigen___num_traits_8hpp.html#a07b9904c44113353bf64f61d7c1e5672">Eigen_NumTraits.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp.html#a2157c9243530cdafcfb1665c9e682ed7">squared_dist.hpp</a>
+</li>
+<li>v_
+: <a class="el" href="agrad_2rev_2matrix_2sum_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">sum.hpp</a>
+, <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp.html#ad96f2a078f01703996f5677e20cc34cd">dot_self.hpp</a>
+</li>
+<li>var_stack_
+: <a class="el" href="agrad__thread__safe_8hpp.html#ae14d7988968e318f7272640e9bd558aa">agrad_thread_safe.hpp</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<title>Stan: src/stan/gm.hpp File Reference</title>
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+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<p><a href="grad_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memitem:aab9a3ff45fadad49e4797f3687ab7e8a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aab9a3ff45fadad49e4797f3687ab7e8a">stan::agrad::grad</a> (var &amp;v, Eigen::Matrix&lt; var, Eigen::Dynamic, 1 &gt; &amp;x, Eigen::VectorXd &amp;g)</td></tr>
+<tr class="separator:aab9a3ff45fadad49e4797f3687ab7e8a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="gumbel_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad56fe89a003692852a43ed83e9020ade"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+<tr class="memitem:a7031408cb549ef6e62d05a0e23050913"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a7031408cb549ef6e62d05a0e23050913"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7031408cb549ef6e62d05a0e23050913">stan::prob::gumbel_ccdf_log</a> (const T_y &amp;y, const T_loc &amp;mu, const T_scale &amp;beta)</td></tr>
+<tr class="separator:a7031408cb549ef6e62d05a0e23050913"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a717c41a1a31ff84f523df17a4e894c23"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a717c41a1a31ff84f523df17a4e894c23"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a717c41a1a31ff84f523df17a4e894c23">stan::prob::gumbel_rng</a> (const double mu, const double beta, RNG &amp;rng)</td></tr>
+<tr class="separator:a717c41a1a31ff84f523df17a4e894c23"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">gumbel.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="gumbel_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__GUMBEL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__GUMBEL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad56fe89a003692852a43ed83e9020ade">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad56fe89a003692852a43ed83e9020ade">gumbel_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gumbel_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                   y,mu,beta,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
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+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, beta);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); i++) {</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        inv_beta[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;          log_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      }</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_beta </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;          = (y_dbl - mu_dbl) * inv_beta[n];</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          logp -= log_beta[n];</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          logp += -y_minus_mu_over_beta - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-y_minus_mu_over_beta);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordtype">double</span> scaled_diff = inv_beta[n] * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-y_minus_mu_over_beta);</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= inv_beta[n] - scaled_diff;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += inv_beta[n] - scaled_diff;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;            += -inv_beta[n] + y_minus_mu_over_beta * inv_beta[n] </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;            - scaled_diff * y_minus_mu_over_beta;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      }</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00112"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a09ae16a393bdb54599b3e0794e626df0">  112</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad56fe89a003692852a43ed83e9020ade">gumbel_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keywordflow">return</span> gumbel_log&lt;false&gt;(y,mu,beta);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00118"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a51c9e75ef3d9f0aa113b1dff27bfd5f8">  118</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a51c9e75ef3d9f0aa113b1dff27bfd5f8">gumbel_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gumbel_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y,mu,beta,</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf)))</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        operands_and_partials(y, mu, beta);</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, beta);</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / beta_dbl;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff)) </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;          / beta_dbl;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-<a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff));</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        cdf *= cdf_;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv / cdf_;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv / cdf_;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff / cdf_;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      }</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      }</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      }</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++n) </div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      }</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    }</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00191"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af3a4abf9379ede54947a4a46c520a286">  191</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af3a4abf9379ede54947a4a46c520a286">gumbel_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gumbel_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y,mu,beta,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log)))</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        operands_and_partials(y, mu, beta);</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, beta);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / beta_dbl;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff) / beta_dbl;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        cdf_log -= <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      }</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    }</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div>
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+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00249"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7031408cb549ef6e62d05a0e23050913">  249</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7031408cb549ef6e62d05a0e23050913">gumbel_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gumbel_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y,mu,beta,</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log)))</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        operands_and_partials(y, mu, beta);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, beta);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / beta_dbl;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff)) </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;          / beta_dbl;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> ccdf_log_ = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-<a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff));</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ccdf_log_);</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv / ccdf_log_;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv / ccdf_log_;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * scaled_diff / ccdf_log_;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      }</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;    }</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00309"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a717c41a1a31ff84f523df17a4e894c23">  309</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a717c41a1a31ff84f523df17a4e894c23">gumbel_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;               <span class="keyword">const</span> <span class="keywordtype">double</span> beta,</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;               RNG&amp; rng) {</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keyword">using</span> boost::uniform_01;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::gumbel_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>)) </div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      variate_generator&lt;RNG&amp;, uniform_01&lt;&gt; &gt;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        uniform01_rng(rng, uniform_01&lt;&gt;());</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      <span class="keywordflow">return</span> mu - beta * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(-<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(uniform01_rng()));</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    }</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;  }</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;}</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/head_8hpp.html b/doc/api/html/head_8hpp.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: src/stan/math/matrix/head.hpp File Reference</title>
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+<script type="text/javascript" src="dynsections.js"></script>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__std__vector__index_8hpp_source.html">stan/math/matrix/validate_std_vector_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="head_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a140b54b11069aed039f67c6dd172256b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a140b54b11069aed039f67c6dd172256b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a140b54b11069aed039f67c6dd172256b">stan::math::head</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v, size_t n)</td></tr>
+<tr class="memdesc:a140b54b11069aed039f67c6dd172256b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified number of elements as a vector from the front of the specified vector.  <a href="#a140b54b11069aed039f67c6dd172256b"></a><br/></td></tr>
+<tr class="separator:a140b54b11069aed039f67c6dd172256b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4d7964d83597ea54cd7ba63bee50409f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4d7964d83597ea54cd7ba63bee50409f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a4d7964d83597ea54cd7ba63bee50409f">stan::math::head</a> (const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;rv, size_t n)</td></tr>
+<tr class="memdesc:a4d7964d83597ea54cd7ba63bee50409f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified number of elements as a row vector from the front of the specified row vector.  <a href="#a4d7964d83597ea54cd7ba63bee50409f"></a><br/></td></tr>
+<tr class="separator:a4d7964d83597ea54cd7ba63bee50409f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5e746ba14994b318a0a192a97a0a28db"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5e746ba14994b318a0a192a97a0a28db"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5e746ba14994b318a0a192a97a0a28db">stan::math::head</a> (const std::vector&lt; T &gt; &amp;sv, size_t n)</td></tr>
+<tr class="memdesc:a5e746ba14994b318a0a192a97a0a28db"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified number of elements as a standard vector from the front of the specified standard vector.  <a href="#a5e746ba14994b318a0a192a97a0a28db"></a><br/></td></tr>
+<tr class="separator:a5e746ba14994b318a0a192a97a0a28db"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="head_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__HEAD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__HEAD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__column__index_8hpp.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__row__index_8hpp.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__std__vector__index_8hpp.html">stan/math/matrix/validate_std_vector_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a140b54b11069aed039f67c6dd172256b">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a140b54b11069aed039f67c6dd172256b" title="Return the specified number of elements as a vector from the front of the specified vector...">head</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; v,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;         <span class="keywordtype">size_t</span> n) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">if</span> (n != 0)</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;         <span class="keywordtype">size_t</span> n) {</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                        <span class="keywordtype">size_t</span> n) {</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      std::vector&lt;T&gt; s;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; n; ++i)</div>
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+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
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+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;}</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fwd_8hpp_source.html">stan/agrad/fwd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="hessian_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7bb9b2db82474a079e4fe1cfe980f41b"><td class="memTemplParams" colspan="2">template&lt;class F &gt; </td></tr>
+<tr class="memitem:a7bb9b2db82474a079e4fe1cfe980f41b"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7bb9b2db82474a079e4fe1cfe980f41b">stan::agrad::hessian</a> (const F &amp;f, const std::vector&lt; double &gt; &amp;x, const std::vector&lt; double &gt; &amp;v, std::vector&lt; double &gt; &amp;Hv)</td></tr>
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+<a href="hessian_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__HESSIAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__HESSIAN_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fwd_8hpp.html">stan/agrad/fwd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// f: vector&lt;T&gt; -&gt; T</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="comment">// Hv = H(f(x)) * v;  return f(x)</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> F&gt;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;var&gt;</a> y = f(x_fvar);</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;            </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">Class Hierarchy</div>  </div>
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+<div class="contents">
+<div class="textblock">This inheritance list is sorted roughly, but not completely, alphabetically:</div><div class="directory">
+<div class="levels">[detail level <span onclick="javascript:toggleLevel(1);">1</span><span onclick="javascript:toggleLevel(2);">2</span><span onclick="javascript:toggleLevel(3);">3</span><span onclick="javascript:toggleLevel(4);">4</span><span onclick="javascript:toggleLevel(5);">5</span>]</div><table class="directory">
+<tr id="row_0_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1math_1_1accumulator.html" target="_self">stan::math::accumulator&lt; T &gt;</a></td><td class="desc">Class to accumulate values and eventually return their sum</td></tr>
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+<tr id="row_8_2_0_2_" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2blank.png" alt="&#160;" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1gm_1_1arg__metric.html" target="_self">stan::gm::arg_metric</a></td><td class="desc"></td></tr>
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+<tr id="row_63_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html" target="_self">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="desc">Override matrix-vector and matrix-matrix products to use more efficient implementation</td></tr>
+<tr id="row_64_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html" target="_self">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_65_"><td class="entry"><img id="arr_65_" src="ftv2pnode.png" alt="o" width="16" height="22" onclick="toggleFolder('65_')"/><img src="ftv2cl.png" alt="C" width="24" height="22" /><b>grammar</b></td><td class="desc"></td></tr>
+<tr id="row_65_0_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1expression__grammar.html" target="_self">stan::gm::expression_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_65_2_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html" target="_self">stan::gm::statement_2_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_65_3_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1statement__grammar.html" target="_self">stan::gm::statement_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_65_4_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1term__grammar.html" target="_self">stan::gm::term_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_65_5_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html" target="_self">stan::gm::var_decls_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_65_6_" class="even" style="display:none;"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html" target="_self">stan::gm::whitespace_grammar&lt; Iterator &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_66_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1prob_1_1include__summand.html" target="_self">stan::prob::include_summand&lt; propto, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10 &gt;</a></td><td class="desc">Template metaprogram to calculate whether a summand needs to be included in a proportional (log) probability calculation</td></tr>
+<tr id="row_67_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1increment__log__prob__statement.html" target="_self">stan::gm::increment_log_prob_statement</a></td><td class="desc"></td></tr>
+<tr id="row_68_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1index__op.html" target="_self">stan::gm::index_op</a></td><td class="desc"></td></tr>
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+<tr id="row_70_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant.html" target="_self">stan::is_constant&lt; T &gt;</a></td><td class="desc">Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the C++ <code>const</code> sense)</td></tr>
+<tr id="row_71_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct.html" target="_self">stan::is_constant_struct&lt; T &gt;</a></td><td class="desc">Metaprogram to determine if a type has a base scalar type that can be assigned to type double</td></tr>
+<tr id="row_72_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_block_3_01_t_01_4_01_4.html" target="_self">stan::is_constant_struct&lt; Eigen::Block&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_79_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__var__or__arithmetic.html" target="_self">stan::is_var_or_arithmetic&lt; T1, T2, T3, T4, T5, T6 &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_81_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html" target="_self">stan::is_vector&lt; const T &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_83_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html" target="_self">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_84_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html" target="_self">stan::is_vector&lt; std::vector&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_85_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like.html" target="_self">stan::is_vector_like&lt; T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_86_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01const_01_t_01_4.html" target="_self">stan::is_vector_like&lt; const T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_87_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html" target="_self">stan::is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_88_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html" target="_self">stan::is_vector_like&lt; T * &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_89_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="class_l_d_l_t__factor.html" target="_self">LDLT_factor&lt; T, R, C &gt;</a></td><td class="desc"></td></tr>
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+<tr id="row_94_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1io_1_1mcmc__writer.html" target="_self">stan::io::mcmc_writer&lt; M &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_95_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html" target="_self">stan::optimization::ModelAdaptor&lt; M &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_96_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1multiplication__expr.html" target="_self">stan::gm::multiplication_expr</a></td><td class="desc"></td></tr>
+<tr id="row_97_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1negate__expr.html" target="_self">stan::gm::negate_expr</a></td><td class="desc"></td></tr>
+<tr id="row_98_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html" target="_self">stan::optimization::NesterovGradient&lt; M &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_99_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1nil.html" target="_self">stan::gm::nil</a></td><td class="desc">Placeholder struct for boost::variant default ctors</td></tr>
+<tr id="row_100_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1no__op__statement.html" target="_self">stan::gm::no_op_statement</a></td><td class="desc"></td></tr>
+<tr id="row_101_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html" target="_self">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_102_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html" target="_self">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="desc">Specialization of numeric limits for var objects</td></tr>
+<tr id="row_103_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html" target="_self">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="desc">Numerical traits template override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables</td></tr>
+<tr id="row_104_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1mcmc_1_1nuts__util.html" target="_self">stan::mcmc::nuts_util</a></td><td class="desc"></td></tr>
+<tr id="row_105_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html" target="_self">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a></td><td class="desc">A variable implementation that stores operands and derivatives with respect to the variable</td></tr>
+<tr id="row_106_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type.html" target="_self">stan::math::pass_type&lt; T &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_107_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html" target="_self">stan::math::pass_type&lt; double &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_108_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html" target="_self">stan::math::pass_type&lt; int &gt;</a></td><td class="desc"></td></tr>
+<tr id="row_109_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html" target="_self">stan::agrad::precomp_v_vari</a></td><td class="desc"></td></tr>
+<tr id="row_110_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2cl.png" alt="C" width="24" height="22" /><a class="el" href="structstan_1_1gm_1_1print__statement.html" target="_self">stan::gm::print_statement</a></td><td class="desc"></td></tr>
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+<div class="textblock"><code>#include &lt;boost/math/distributions.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="uniform_8hpp_source.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+</div>
+<p><a href="hypergeometric_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a66e4f57cee9af34a961de0ff06cbd778"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_n , typename T_N , typename T_a , typename T_b &gt; </td></tr>
+<tr class="memitem:a66e4f57cee9af34a961de0ff06cbd778"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a66e4f57cee9af34a961de0ff06cbd778">stan::prob::hypergeometric_log</a> (const T_n &amp;n, const T_N &amp;N, const T_a &amp;a, const T_b &amp;b)</td></tr>
+<tr class="separator:a66e4f57cee9af34a961de0ff06cbd778"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa8045ba7d2d74aa5142128b020ef91f9"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_N , typename T_a , typename T_b &gt; </td></tr>
+<tr class="memitem:aa8045ba7d2d74aa5142128b020ef91f9"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#aa8045ba7d2d74aa5142128b020ef91f9">stan::prob::hypergeometric_log</a> (const T_n &amp;n, const T_N &amp;N, const T_a &amp;a, const T_b &amp;b)</td></tr>
+<tr class="separator:aa8045ba7d2d74aa5142128b020ef91f9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac1f5eb0ed8be3298f817d5f5b976144d"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ac1f5eb0ed8be3298f817d5f5b976144d"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac1f5eb0ed8be3298f817d5f5b976144d">stan::prob::hypergeometric_rng</a> (const int N, const int a, const int b, RNG &amp;rng)</td></tr>
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+<div class="title">hypergeometric.hpp</div>  </div>
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+<a href="hypergeometric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__HYPERGEOMETRIC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__HYPERGEOMETRIC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/distributions.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="uniform_8hpp.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_8hpp.html">stan/math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="comment">// Hypergeometric(n|N,a,b)  [0 &lt;= n &lt;= a;  0 &lt;= N-n &lt;= b;  0 &lt;= N &lt;= a+b]</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">// n: #white balls drawn;  N: #balls drawn;  </span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="comment">// a: #white balls;  b: #black balls</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;              <span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;              <span class="keyword">typename</span> T_a, <span class="keyword">typename</span> T_b&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a66e4f57cee9af34a961de0ff06cbd778">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a66e4f57cee9af34a961de0ff06cbd778">hypergeometric_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                       <span class="keyword">const</span> T_a&amp; a, <span class="keyword">const</span> T_b&amp; b) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::hypergeometric_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(a)</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(b)))</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_N&gt;</a> N_vec(N);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_a&gt;</a> a_vec(a);</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_b&gt;</a> b_vec(b);</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, N, a, b);</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, n, 0, a, <span class="stringliteral">&quot;Successes variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, N, n, <span class="stringliteral">&quot;Draws parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, N_vec[i]-n_vec[i], 0, b_vec[i], <span class="stringliteral">&quot;Draws parameter minus successes variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;          <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, N_vec[i], 0, a_vec[i]+b_vec[i], <span class="stringliteral">&quot;Draws parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                   n,N,a,b,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                   <span class="stringliteral">&quot;Successes variable&quot;</span>,<span class="stringliteral">&quot;Draws parameter&quot;</span>,<span class="stringliteral">&quot;Successes in population parameter&quot;</span>,<span class="stringliteral">&quot;Failures in population parameter&quot;</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        logp += <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">math::binomial_coefficient_log</a>(a_vec[i],n_vec[i])</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          + <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">math::binomial_coefficient_log</a>(b_vec[i],N_vec[i]-n_vec[i])</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          - <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">math::binomial_coefficient_log</a>(a_vec[i]+b_vec[i],N_vec[i]);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;              <span class="keyword">typename</span> T_N,</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;              <span class="keyword">typename</span> T_a,</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;              <span class="keyword">typename</span> T_b&gt;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa8045ba7d2d74aa5142128b020ef91f9">   84</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a66e4f57cee9af34a961de0ff06cbd778">hypergeometric_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                       <span class="keyword">const</span> T_N&amp; N, </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                       <span class="keyword">const</span> T_a&amp; a, </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                       <span class="keyword">const</span> T_b&amp; b) {</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">return</span> hypergeometric_log&lt;false&gt;(n,N,a,b);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    }</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00093"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac1f5eb0ed8be3298f817d5f5b976144d">   93</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac1f5eb0ed8be3298f817d5f5b976144d">hypergeometric_rng</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> N,</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;                       <span class="keyword">const</span> <span class="keywordtype">int</span> a,</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;                       <span class="keyword">const</span> <span class="keywordtype">int</span> b,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                       RNG&amp; rng) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      </div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::hypergeometric_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, N, 0, a+b, <span class="stringliteral">&quot;Draws parameter&quot;</span>))</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>,N,<span class="stringliteral">&quot;Draws parameter&quot;</span>))</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>,a,<span class="stringliteral">&quot;Successes in population parameter&quot;</span>))</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>,b,<span class="stringliteral">&quot;Failures in population parameter&quot;</span>))</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      boost::math::hypergeometric_distribution&lt;&gt;<a class="code" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">dist</a> (b, N, a + b);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      std::vector&lt;double&gt; index(a);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; a; i++)</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        index[i] = cdf(dist, i + 1);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keywordtype">double</span> c = <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>(0.0, 1.0, rng);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a> = 0;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a> = a - 1;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keywordtype">int</span> mid = 0;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="keywordflow">while</span>(min &lt; max) {</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        mid = (min + <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>) / 2;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span>(index[mid] &gt; c)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          max = mid;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          min = mid + 1;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      }</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">return</span> min + 1;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    }</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;  }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;}</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="initialize_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af81e05dfd6918524dafff10715f21a8d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:af81e05dfd6918524dafff10715f21a8d"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af81e05dfd6918524dafff10715f21a8d">stan::math::initialize</a> (T &amp;x, const T &amp;v)</td></tr>
+<tr class="separator:af81e05dfd6918524dafff10715f21a8d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a067af584ff2d244d2041c9b13f6d9247"><td class="memTemplParams" colspan="2">template&lt;typename T , typename V &gt; </td></tr>
+<tr class="memitem:a067af584ff2d244d2041c9b13f6d9247"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_arithmetic&lt; V &gt;<br class="typebreak"/>
+::value, void &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a067af584ff2d244d2041c9b13f6d9247">stan::math::initialize</a> (T &amp;x, V v)</td></tr>
+<tr class="separator:a067af584ff2d244d2041c9b13f6d9247"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa2d6d42a356af95988b3a7005b5cf408"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aa2d6d42a356af95988b3a7005b5cf408"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa2d6d42a356af95988b3a7005b5cf408">stan::math::initialize</a> (Eigen::Matrix&lt; T, R, C &gt; &amp;x, const T &amp;v)</td></tr>
+<tr class="separator:aa2d6d42a356af95988b3a7005b5cf408"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad27706378f77dc22746ad74721d495d4"><td class="memTemplParams" colspan="2">template&lt;typename T , typename V &gt; </td></tr>
+<tr class="memitem:ad27706378f77dc22746ad74721d495d4"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad27706378f77dc22746ad74721d495d4">stan::math::initialize</a> (std::vector&lt; T &gt; &amp;x, const V &amp;v)</td></tr>
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+<a href="initialize_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__INITIALIZE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</span> </div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// initializations called for local variables generate in Stan</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// code; fills in all cells in first arg with second arg</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="initialize__variable_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ae4df62fded6cf60ac4928f942190f39d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae4df62fded6cf60ac4928f942190f39d">stan::agrad::initialize_variable</a> (var &amp;variable, const var &amp;value)</td></tr>
+<tr class="memdesc:ae4df62fded6cf60ac4928f942190f39d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Initialize variable to value.  <a href="#ae4df62fded6cf60ac4928f942190f39d"></a><br/></td></tr>
+<tr class="separator:ae4df62fded6cf60ac4928f942190f39d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6de2168e9cf12f2dad32a9a823b385a6"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:a6de2168e9cf12f2dad32a9a823b385a6"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6de2168e9cf12f2dad32a9a823b385a6">stan::agrad::initialize_variable</a> (Eigen::Matrix&lt; var, R, C &gt; &amp;matrix, const var &amp;value)</td></tr>
+<tr class="memdesc:a6de2168e9cf12f2dad32a9a823b385a6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Initialize every cell in the matrix to the specified value.  <a href="#a6de2168e9cf12f2dad32a9a823b385a6"></a><br/></td></tr>
+<tr class="separator:a6de2168e9cf12f2dad32a9a823b385a6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a15a79398931d22105e55c92dc3b8c6be"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a15a79398931d22105e55c92dc3b8c6be"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a15a79398931d22105e55c92dc3b8c6be">stan::agrad::initialize_variable</a> (std::vector&lt; T &gt; &amp;variables, const var &amp;value)</td></tr>
+<tr class="memdesc:a15a79398931d22105e55c92dc3b8c6be"><td class="mdescLeft">&#160;</td><td class="mdescRight">Initialize the variables in the standard vector recursively.  <a href="#a15a79398931d22105e55c92dc3b8c6be"></a><br/></td></tr>
+<tr class="separator:a15a79398931d22105e55c92dc3b8c6be"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+</div>
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+<a href="initialize__variable_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__INITIALIZE_VARIABLE_HPP__</span></div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a8c507cff4b7b473cd86e1d428fb03136"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8c507cff4b7b473cd86e1d428fb03136"><td class="memTemplItemLeft" align="right" valign="top">unsigned int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8c507cff4b7b473cd86e1d428fb03136">stan::math::int_step</a> (const T y)</td></tr>
+<tr class="memdesc:a8c507cff4b7b473cd86e1d428fb03136"><td class="mdescLeft">&#160;</td><td class="mdescRight">The integer step, or Heaviside, function.  <a href="#a8c507cff4b7b473cd86e1d428fb03136"></a><br/></td></tr>
+<tr class="separator:a8c507cff4b7b473cd86e1d428fb03136"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="int__step_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INT_STEP_HPP__</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vdd__vari_8hpp_source.html">stan/agrad/rev/internal/vdd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vdv__vari_8hpp_source.html">stan/agrad/rev/internal/vdv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vector__vari_8hpp_source.html">stan/agrad/rev/internal/vector_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vvd__vari_8hpp_source.html">stan/agrad/rev/internal/vvd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vvv__vari_8hpp_source.html">stan/agrad/rev/internal/vvv_vari.hpp</a>&gt;</code><br/>
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+<div class="textblock"><code>#include &lt;math.h&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/beta.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+</div>
+<p><a href="internal__math_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a582d3c65ec66505882d2d1b740887ae8"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math::F32</a> (double a, double b, double c, double d, double e, double z, double precision=1e-6)</td></tr>
+<tr class="separator:a582d3c65ec66505882d2d1b740887ae8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8db199c237a3b502dccc197db9dfcd7d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">stan::math::gradF32</a> (double *g, double a, double b, double c, double d, double e, double z, double precision=1e-6)</td></tr>
+<tr class="separator:a8db199c237a3b502dccc197db9dfcd7d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a71aed6cfebd1e7a926130982018cfefe"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">stan::math::grad2F1</a> (double &amp;gradA, double &amp;gradC, double a, double b, double c, double z, double precision=1e-6)</td></tr>
+<tr class="separator:a71aed6cfebd1e7a926130982018cfefe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6e61bf2a2523eac620649be1b836f6af"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">stan::math::gradIncBeta</a> (double &amp;g1, double &amp;g2, double a, double b, double z)</td></tr>
+<tr class="separator:a6e61bf2a2523eac620649be1b836f6af"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a748e297c3c711bde9cd125cdc873dc8d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a> (double &amp;g1, double &amp;g2, double a, double b, double z, double digammaA, double digammaB, double digammaSum, double betaAB)</td></tr>
+<tr class="separator:a748e297c3c711bde9cd125cdc873dc8d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a55877c24977357ef441acc0b37f6b337"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a> (double a, double z, double g, double dig, double precision=1e-6)</td></tr>
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+<a href="internal__math_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__INTERNAL_MATH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__INTERNAL_MATH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;math.h&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/beta.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <span class="keywordtype">double</span> logZ = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(z);</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;              </div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      </div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">   50</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">gradF32</a>(<span class="keywordtype">double</span>* g, <span class="keywordtype">double</span> a, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> c, <span class="keywordtype">double</span> d, <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>, <span class="keywordtype">double</span> z, <span class="keywordtype">double</span> precision = 1e-6)</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keywordtype">double</span> gOld[6];</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          <span class="keywordflow">for</span>(<span class="keywordtype">double</span> *p = g; p != g + 6; ++p) *p = 0;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;          <span class="keywordflow">for</span>(<span class="keywordtype">double</span> *p = gOld; p != gOld + 6; ++p) *p = 0;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordtype">double</span> tOld = 1;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;          <span class="keywordtype">double</span> tNew = 0;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;          </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;          <span class="keywordtype">double</span> logT = 0;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;          <span class="keywordtype">double</span> logZ = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(z);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;          </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;          <span class="keywordtype">int</span> k = 0;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;          <span class="keywordflow">while</span>( (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(tNew) &gt; precision) || (k == 0) )</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;          {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;              </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;              <span class="keywordtype">double</span> C = (a + k) / (d + k);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;              C *= (b + k) / (e + k);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;              C *= (c + k) / (1 + k);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;              </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;              <span class="comment">// If a, b, or c is a negative integer then the series terminates</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;              <span class="comment">// after a finite number of interations</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;              <span class="keywordflow">if</span>(C == 0) <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;              </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;              logT += (C &gt; 0 ? 1 : -1) * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(C)) + logZ;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;              </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;              tNew = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(logT);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;              </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;              gOld[0] = tNew * (gOld[0] / tOld + 1.0 / (a + k) );</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;              gOld[1] = tNew * (gOld[1] / tOld + 1.0 / (b + k) );</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;              gOld[2] = tNew * (gOld[2] / tOld + 1.0 / (c + k) );</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;              </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;              gOld[3] = tNew * (gOld[3] / tOld - 1.0 / (d + k) );</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;              gOld[4] = tNew * (gOld[4] / tOld - 1.0 / (e + k) );</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;              </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;              gOld[5] = tNew * ( gOld[5] / tOld + 1.0 / z );</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;              </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;              <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; 6; ++i) g[i] += gOld[i];</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;              </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;              tOld = tNew;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;              ++k;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;              </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          </div>
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+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      </div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="comment">// Gradient of the hypergeometric function 2F1(a, b | c | z) with respect to a and c</span></div>
+<div class="line"><a name="l00102"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">  102</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">grad2F1</a>(<span class="keywordtype">double</span>&amp; gradA, <span class="keywordtype">double</span>&amp; gradC, <span class="keywordtype">double</span> a, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> c, <span class="keywordtype">double</span> z, <span class="keywordtype">double</span> precision = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-6)</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      {</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;          gradA = 0;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          gradC = 0;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keywordtype">double</span> gradAold = 0;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          <span class="keywordtype">double</span> gradCold = 0;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          <span class="keywordtype">int</span> k = 0;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          <span class="keywordtype">double</span> tDak = 1.0 / (a - 1);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          <span class="keywordflow">while</span>( (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(tDak * (a + (k - 1)) ) &gt; precision) || (k == 0) )</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          {</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;              </div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;              tDak = r * tDak * (a + (k - 1)) / (a + k);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;              <span class="keywordflow">if</span>(r == 0) <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;              </div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;              gradAold = r * gradAold + tDak;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;              gradCold = r * gradCold - tDak * ((a + k) / (c + k));</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;              </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;              gradA += gradAold;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;              gradC += gradCold;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;              </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;              ++k;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;              </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;              <span class="keywordflow">if</span>(k &gt; 200) <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          }</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="comment">// Gradient of the incomplete beta function beta(a, b, z)</span></div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="comment">// with respect to the first two arguments, using the</span></div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="comment">// equivalence to a hypergeometric function.</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="comment">// See http://dlmf.nist.gov/8.17#ii</span></div>
+<div class="line"><a name="l00140"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">  140</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">gradIncBeta</a>(<span class="keywordtype">double</span>&amp; g1, <span class="keywordtype">double</span>&amp; g2, <span class="keywordtype">double</span> a, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> z)</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      {</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;          </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          <span class="keywordtype">double</span> c1 = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(z);</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          <span class="keywordtype">double</span> c2 = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(1 - z);</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          <span class="keywordtype">double</span> c3 = boost::math::beta(a, b, z);</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          </div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;          <span class="keywordtype">double</span> C = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>( a * c1 + b * c2 ) / a;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          <span class="keywordtype">double</span> dF1 = 0;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          <span class="keywordtype">double</span> dF2 = 0;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;          <span class="keywordflow">if</span>(C) <a class="code" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">grad2F1</a>(dF1, dF2, a + b, 1, a + 1, z);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;          </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;          g1 = (c1 - 1.0 / a) * c3 + C * (dF1 + dF2);</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;          g2 = c2 * c3 + C * dF1;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      }</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="comment">// Gradient of the regularized incomplete beta function ibeta(a, b, z)</span></div>
+<div class="line"><a name="l00161"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">  161</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">gradRegIncBeta</a>(<span class="keywordtype">double</span>&amp; g1, <span class="keywordtype">double</span>&amp; g2, <span class="keywordtype">double</span> a, <span class="keywordtype">double</span> b, <span class="keywordtype">double</span> z, </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;                          <span class="keywordtype">double</span> digammaA, <span class="keywordtype">double</span> digammaB, <span class="keywordtype">double</span> digammaSum, <span class="keywordtype">double</span> betaAB)</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      {</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;          </div>
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+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;          <span class="keywordtype">double</span> dBdb = 0;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;          </div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          <a class="code" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">gradIncBeta</a>(dBda, dBdb, a, b, z);</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;          <span class="keywordtype">double</span> b1 = boost::math::beta(a, b, z);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;          </div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;          g1 = ( dBda - b1 * (digammaA - digammaSum) ) / betaAB;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;          g2 = ( dBdb - b1 * (digammaB - digammaSum) ) / betaAB;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;          </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      }</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;    <span class="comment">// Gradient of the regularized incomplete gamma functions igamma(a, g)</span></div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    <span class="comment">// Precomputed values</span></div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    <span class="comment">// g   = boost::math::tgamma(a)</span></div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    <span class="comment">// dig = boost::math::digamma(a)</span></div>
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+<hr/>
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+<div class="title">inv_chi_square.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/chi_squared_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="inv__chi__square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad6fd48ecb4e2a0cc22225cff5a7997e2"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof &gt; </td></tr>
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+<tr class="separator:ad6fd48ecb4e2a0cc22225cff5a7997e2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:ad68b6e115796a534a753491eae9744cb"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a624df4d53f7a8d24a4014e1e57ccaf3c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a51e89cc15295d67eba75dfb4ccdbe27c"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof &gt; </td></tr>
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+<tr class="separator:a51e89cc15295d67eba75dfb4ccdbe27c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad7d3c06abef9546ac2f0a9174f1446fa"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ad7d3c06abef9546ac2f0a9174f1446fa"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ad7d3c06abef9546ac2f0a9174f1446fa">stan::prob::inv_chi_square_rng</a> (const double nu, RNG &amp;rng)</td></tr>
+<tr class="separator:ad7d3c06abef9546ac2f0a9174f1446fa"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<hr/>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_2fa10d765296c30bb35aa6c0b0bc0528.html">univariate</a></li><li class="navelem"><a class="el" href="dir_adda0d2b1be4bc1eb47d3b2cf56797af.html">continuous</a></li>  </ul>
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+<div class="title">inv_chi_square.hpp</div>  </div>
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+<div class="contents">
+<a href="inv__chi__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DIST__UNI__CONTINUOUS__INV_CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DIST__UNI__CONTINUOUS__INV_CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/chi_squared_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_dof&gt;::type</div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad6fd48ecb4e2a0cc22225cff5a7997e2">   43</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad6fd48ecb4e2a0cc22225cff5a7997e2" title="The log of an inverse chi-squared density for y with the specified degrees of freedom parameter...">inv_chi_square_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_chi_square_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu)))</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                                   y,nu,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;       </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) &lt;= 0)</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          log_y[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y&gt;::value</a>,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; inv_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          inv_y[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; lgamma_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_half_nu_over_two(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) {</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordtype">double</span> half_nu = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          lgamma_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(half_nu);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;          digamma_half_nu_over_two[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu) * 0.5;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu = 0.5 * nu_dbl;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;  </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          logp += nu_dbl * NEG_LOG_TWO_OVER_TWO - lgamma_half_nu[n];</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          logp -= (half_nu+1.0) * log_y[n];</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          logp -= 0.5 * inv_y[n];</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;            += -(half_nu+1.0) * inv_y[n] + 0.5 * inv_y[n] * inv_y[n];</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        }</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n]</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            += NEG_LOG_TWO_OVER_TWO - digamma_half_nu_over_two[n]</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;            - 0.5*log_y[n];</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        }</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00136"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4c772dff5074551415e50920347b83cd">  136</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad6fd48ecb4e2a0cc22225cff5a7997e2" title="The log of an inverse chi-squared density for y with the specified degrees of freedom parameter...">inv_chi_square_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">return</span> inv_chi_square_log&lt;false&gt;(y,nu);</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    }</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad68b6e115796a534a753491eae9744cb">  142</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad68b6e115796a534a753491eae9744cb">inv_chi_square_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) ) ) <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          </div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_chi_square_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          </div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu,</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;          </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;          </div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++)</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        </div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>, </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;          </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)  {</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        }</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      }</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;              </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          <span class="keywordflow">continue</span>;</div>
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+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;                  </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(0.5 * nu_dbl, 0.5 * y_inv_dbl);</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;                  </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        P *= Pn;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                  </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;            += 0.5 * y_inv_dbl * y_inv_dbl</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;            * gamma_p_derivative(0.5 * nu_dbl, 0.5 * y_inv_dbl) / Pn;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;            += 0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(0.5 * nu_dbl, </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;                                                 0.5 * y_inv_dbl, </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;                                                 gamma_vec[n], </div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;              </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); ++n) </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;    }</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00251"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a624df4d53f7a8d24a4014e1e57ccaf3c">  251</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a624df4d53f7a8d24a4014e1e57ccaf3c">inv_chi_square_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) ) ) <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;          </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_chi_square_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;          </div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;          </div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;          </div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu,</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;          </div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;          </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;          </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++)</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        </div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="comment">// Compute cdf_log and its gradients</span></div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          </div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>, </div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;          </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)  {</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        }</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      }</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;          </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;              </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        }</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;                  </div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(0.5 * nu_dbl, 0.5 * y_inv_dbl);</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;                  </div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;                  </div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 0.5 * y_inv_dbl * y_inv_dbl</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;            * gamma_p_derivative(0.5 * nu_dbl, 0.5 * y_inv_dbl) / Pn;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;            += 0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(0.5 * nu_dbl, </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;                                                 0.5 * y_inv_dbl, </div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;                                                 gamma_vec[n], </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      }</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;              </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;    }</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof&gt;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof&gt;::type</a></div>
+<div class="line"><a name="l00351"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a51e89cc15295d67eba75dfb4ccdbe27c">  351</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a51e89cc15295d67eba75dfb4ccdbe27c">inv_chi_square_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu) {</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;          </div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) ) ) <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;          </div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_chi_square_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;          </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          </div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;          </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu,</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;          </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu);</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;          </div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof&gt;</a> operands_and_partials(y, nu);</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;          </div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++)</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        </div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="comment">// Compute ccdf_log and its gradients</span></div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;          </div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>, </div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;          </div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)  {</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        }</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;      }</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;          </div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;      <span class="comment">// Compute vectorized ccdf_log and gradient</span></div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;              </div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;        }</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;                  </div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(0.5 * nu_dbl, 0.5 * y_inv_dbl);</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;                  </div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;                  </div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= 0.5 * y_inv_dbl * y_inv_dbl</div>
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+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;            -= 0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(0.5 * nu_dbl, </div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;                                                 0.5 * y_inv_dbl, </div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;                                                 gamma_vec[n], </div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;                                                 digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      }</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;              </div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;    }</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00451"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad7d3c06abef9546ac2f0a9174f1446fa">  451</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad7d3c06abef9546ac2f0a9174f1446fa">inv_chi_square_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;                       RNG&amp; rng) {</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;      <span class="keyword">using</span> boost::random::chi_squared_distribution;</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_chi_square_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;      variate_generator&lt;RNG&amp;, chi_squared_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>(rng, chi_squared_distribution&lt;&gt;(nu));</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;      <span class="keywordflow">return</span> 1 / <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>();</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;    }</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;    </div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;  }</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;}</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<div class="title">inv_gamma.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/gamma_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="inv__gamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a94f9022a58b4d16ac6eac9edc8c1cecc"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
+<tr class="memitem:a94f9022a58b4d16ac6eac9edc8c1cecc"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a94f9022a58b4d16ac6eac9edc8c1cecc">stan::prob::inv_gamma_log</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_scale &amp;beta)</td></tr>
+<tr class="memdesc:a94f9022a58b4d16ac6eac9edc8c1cecc"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of an inverse gamma density for y with the specified shape and scale parameters.  <a href="#a94f9022a58b4d16ac6eac9edc8c1cecc"></a><br/></td></tr>
+<tr class="separator:a94f9022a58b4d16ac6eac9edc8c1cecc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5aada55fa2a26ebfc6d38a1c5a2dc956"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
+<tr class="memitem:a5aada55fa2a26ebfc6d38a1c5a2dc956"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
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+<tr class="memitem:a9295ef95ac9022168eff6748495294bf"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
+<tr class="memitem:a9295ef95ac9022168eff6748495294bf"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a9295ef95ac9022168eff6748495294bf">stan::prob::inv_gamma_cdf</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_scale &amp;beta)</td></tr>
+<tr class="memdesc:a9295ef95ac9022168eff6748495294bf"><td class="mdescLeft">&#160;</td><td class="mdescRight">The CDF of an inverse gamma density for y with the specified shape and scale parameters.  <a href="#a9295ef95ac9022168eff6748495294bf"></a><br/></td></tr>
+<tr class="separator:a9295ef95ac9022168eff6748495294bf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af5bc8f367605c27867cc93ec4f7b19d9"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
+<tr class="memitem:af5bc8f367605c27867cc93ec4f7b19d9"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af5bc8f367605c27867cc93ec4f7b19d9">stan::prob::inv_gamma_cdf_log</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_scale &amp;beta)</td></tr>
+<tr class="separator:af5bc8f367605c27867cc93ec4f7b19d9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac95b1a5f812a121f1fce3120f54caabc"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
+<tr class="memitem:ac95b1a5f812a121f1fce3120f54caabc"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac95b1a5f812a121f1fce3120f54caabc">stan::prob::inv_gamma_ccdf_log</a> (const T_y &amp;y, const T_shape &amp;alpha, const T_scale &amp;beta)</td></tr>
+<tr class="separator:ac95b1a5f812a121f1fce3120f54caabc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af588e525e8543ac66f21b5273196deaf"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:af588e525e8543ac66f21b5273196deaf"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af588e525e8543ac66f21b5273196deaf">stan::prob::inv_gamma_rng</a> (const double alpha, const double beta, RNG &amp;rng)</td></tr>
+<tr class="separator:af588e525e8543ac66f21b5273196deaf"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">inv_gamma.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="inv__gamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__INV_GAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__INV_GAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/gamma_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_shape,T_scale&gt;::type</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> logp;</div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                          &amp;logp)) </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt;= 0)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      }</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        inv_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++) {</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) &gt; 0)</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;            log_y[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          inv_y[n] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        lgamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        digamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); n++) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;          lgamma_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          digamma_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        log_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); n++)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          log_beta[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]));</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          logp -= lgamma_alpha[n];</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          logp += alpha_dbl * log_beta[n];</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          logp -= (alpha_dbl+1.0) * log_y[n];</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          logp -= beta_dbl * inv_y[n];</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;  </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1is__vector.html#a5384dc7751d6efdfd7b7bd9ccc442ca2">is_vector&lt;T_y&gt;::type</a>&gt;::value)</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;            += -(alpha_dbl+1) * inv_y[n] + beta_dbl * inv_y[n] * inv_y[n];</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1is__vector.html#a5384dc7751d6efdfd7b7bd9ccc442ca2">is_vector&lt;T_shape&gt;::type</a>&gt;::value)</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;            += -digamma_alpha[n] + log_beta[n] - log_y[n];</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1is__vector.html#a5384dc7751d6efdfd7b7bd9ccc442ca2">is_vector&lt;T_scale&gt;::type</a>&gt;::value)</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += alpha_dbl / beta_dbl - inv_y[n];</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      }</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    }</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00168"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5aada55fa2a26ebfc6d38a1c5a2dc956">  168</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a94f9022a58b4d16ac6eac9edc8c1cecc" title="The log of an inverse gamma density for y with the specified shape and scale parameters.">inv_gamma_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; beta) {</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">return</span> inv_gamma_log&lt;false&gt;(y,alpha,beta);</div>
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+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div>
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+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00190"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9295ef95ac9022168eff6748495294bf">  190</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a9295ef95ac9022168eff6748495294bf" title="The CDF of an inverse gamma density for y with the specified shape and scale parameters.">inv_gamma_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; beta) { </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          </div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta))) </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_gamma_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;          </div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;          </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;          </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          </div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;          </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      }</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;          </div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;          </div>
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+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
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+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      }</div>
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+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;              </div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;              </div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(alpha_dbl, beta_dbl * y_inv_dbl);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;              </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        P *= Pn;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;              </div>
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+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;                                           digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
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+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;                                                beta_dbl * y_inv_dbl) / Pn;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      }</div>
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+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++n) </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
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+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00317"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af5bc8f367605c27867cc93ec4f7b19d9">  317</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af5bc8f367605c27867cc93ec4f7b19d9">inv_gamma_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; beta) { </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta))) </div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;          </div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_gamma_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;          </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;          </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;                                   &amp;P)))</div>
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+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          </div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;          </div>
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+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;          </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      }</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;          </div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="comment">// Compute cdf_log and its gradients</span></div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;          </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;          </div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;        }</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      }</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          </div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;              </div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;              </div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(alpha_dbl, beta_dbl * y_inv_dbl);</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;              </div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;              </div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;            += beta_dbl * y_inv_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;            * gamma_p_derivative(alpha_dbl, beta_dbl * y_inv_dbl) </div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;            += <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(alpha_dbl, beta_dbl</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;                                           * y_inv_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;                                           digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;            += - y_inv_dbl * gamma_p_derivative(alpha_dbl, </div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;                                                beta_dbl * y_inv_dbl) / Pn;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;      }</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;          </div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;    }</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      </div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00434"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac95b1a5f812a121f1fce3120f54caabc">  434</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac95b1a5f812a121f1fce3120f54caabc">inv_gamma_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; beta) { </div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;          </div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta))) </div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;          </div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_gamma_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;          </div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;          </div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;          </div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P)) </div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, alpha, beta,</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;                                   <span class="stringliteral">&quot;Scale Parameter&quot;</span>,</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;          </div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;          </div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        operands_and_partials(y, alpha, beta);</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;          </div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;          </div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;      }</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;          </div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;      <span class="comment">// Compute ccdf_log and its gradients</span></div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;          </div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;        gamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;        digamma_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;          </div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;        }</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;      }</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;          </div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      <span class="comment">// Compute vectorized ccdf_log and gradient</span></div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;              </div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;              </div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(alpha_dbl, beta_dbl * y_inv_dbl);</div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;              </div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;              </div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;            -= beta_dbl * y_inv_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;            * gamma_p_derivative(alpha_dbl, beta_dbl * y_inv_dbl) </div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;            -= <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(alpha_dbl, beta_dbl</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;                                           * y_inv_dbl, gamma_vec[n],</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;                                           digamma_vec[n]) / Pn;</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;            -= - y_inv_dbl * gamma_p_derivative(alpha_dbl, </div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;                                                beta_dbl * y_inv_dbl) / Pn;</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;      }</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;          </div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;    }</div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00551"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af588e525e8543ac66f21b5273196deaf">  551</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af588e525e8543ac66f21b5273196deaf">inv_gamma_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;                  <span class="keyword">const</span> <span class="keywordtype">double</span> beta,</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;                  RNG&amp; rng) {</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;      <span class="keyword">using</span> boost::random::gamma_distribution;</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_gamma_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160; </div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>)) </div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>))</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Scale parameter&quot;</span>)) </div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;      variate_generator&lt;RNG&amp;, gamma_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">gamma_rng</a>(rng, gamma_distribution&lt;&gt;(alpha, 1 / beta));</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;      <span class="keywordflow">return</span> 1 / <a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">gamma_rng</a>();</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;    }          </div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;  }</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;}</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: src/stan/prob/distributions/multivariate/continuous/inv_wishart.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &quot;<a class="el" href="wishart_8hpp_source.html">stan/prob/distributions/multivariate/continuous/wishart.hpp</a>&quot;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="inv__wishart_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3052d1f67722328b643b7adb1fbae485"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof , typename T_scale &gt; </td></tr>
+<tr class="memitem:a3052d1f67722328b643b7adb1fbae485"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a3052d1f67722328b643b7adb1fbae485">stan::prob::inv_wishart_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const T_dof &amp;nu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S)</td></tr>
+<tr class="memdesc:a3052d1f67722328b643b7adb1fbae485"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Inverse-Wishart density for the given W, degrees of freedom, and scale matrix.  <a href="#a3052d1f67722328b643b7adb1fbae485"></a><br/></td></tr>
+<tr class="separator:a3052d1f67722328b643b7adb1fbae485"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad6efba06df0f3ccf2455b60bc7bbbdef"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_scale &gt; </td></tr>
+<tr class="memitem:ad6efba06df0f3ccf2455b60bc7bbbdef"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ad6efba06df0f3ccf2455b60bc7bbbdef">stan::prob::inv_wishart_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const T_dof &amp;nu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S)</td></tr>
+<tr class="separator:ad6efba06df0f3ccf2455b60bc7bbbdef"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6c0745153ef776d59ddac99f480972e5"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a6c0745153ef776d59ddac99f480972e5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a6c0745153ef776d59ddac99f480972e5">stan::prob::inv_wishart_rng</a> (const double nu, const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S, RNG &amp;rng)</td></tr>
+<tr class="separator:a6c0745153ef776d59ddac99f480972e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">inv_wishart.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="inv__wishart_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__INV_WISHART_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__INV_WISHART_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="wishart_8hpp.html">stan/prob/distributions/multivariate/continuous/wishart.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="comment">// InvWishart(Sigma|n,Omega)  [W, S symmetric, non-neg, definite; </span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="comment">//                             W.dims() = S.dims();</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="comment">//                             n &gt; S.rows() - 1]</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3052d1f67722328b643b7adb1fbae485">   49</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3052d1f67722328b643b7adb1fbae485" title="The log of the Inverse-Wishart density for the given W, degrees of freedom, and scale matrix...">inv_wishart_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; W,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                    <span class="keyword">const</span> T_dof&amp; nu,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S) {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_wishart_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;::size_type</a> k = S.rows();</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_dof,T_scale&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, nu, k-1, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                        &amp;lp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                            W.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                            W.cols(), <span class="stringliteral">&quot;columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                            S.rows(), <span class="stringliteral">&quot;Rows of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                            S.cols(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                            W.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                            S.rows(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="comment">// FIXME: domain checks</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0ee0706b2cb6d2e1da2c3b6041c06a56" title="Return the natural logarithm of the multivariate gamma function with the speciifed dimensions and arg...">stan::math::lmgamma</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a978022fb9cb20fd35f6e9e89ab3bc871">stan::math::mdivide_left_ldlt</a>;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">stan::math::trace</a>;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_W(W);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">if</span> (!ldlt_W.success()) {</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;W is not positive definite (%1%).&quot;</span>;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,W(0,0),<span class="stringliteral">&quot;W&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      }</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_S(S);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <span class="keywordflow">if</span> (!ldlt_S.success()) {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;S is not positive definite (%1%).&quot;</span>;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,S(0,0),<span class="stringliteral">&quot;S&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">lmgamma</a>(k, 0.5 * nu);</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        lp += 0.5 * nu * <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_S);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        lp -= 0.5 * (nu + k + 1.0) * <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_W);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      }</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;<span class="comment">//        L = crossprod(mdivide_left_tri_low(L));</span></div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;<span class="comment">//        Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt; W_inv_vec = Eigen::Map&lt;</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;<span class="comment">//          const Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt; &gt;(</span></div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;<span class="comment">//                                                                   &amp;L(0), L.size(), 1);</span></div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;<span class="comment">//        Eigen::Matrix&lt;T_scale,Eigen::Dynamic,1&gt; S_vec = Eigen::Map&lt;</span></div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;<span class="comment">//          const Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt; &gt;(</span></div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="comment">//                                                                       &amp;S(0), S.size(), 1);</span></div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;<span class="comment">//        lp -= 0.5 * dot_product(S_vec, W_inv_vec); // trace(S * W^-1)</span></div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        Eigen::Matrix&lt;typename promote_args&lt;T_y,T_scale&gt;::type,Eigen::Dynamic,Eigen::Dynamic&gt; Winv_S(<a class="code" href="namespacestan_1_1agrad.html#a73fe08a0aed98a06f69afd7efdcf7e91">mdivide_left_ldlt</a>(ldlt_W,S));</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        lp -= 0.5*<a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">trace</a>(Winv_S);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        lp += nu * k * NEG_LOG_TWO_OVER_TWO;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    }</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type</div>
+<div class="line"><a name="l00131"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad6efba06df0f3ccf2455b60bc7bbbdef">  131</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3052d1f67722328b643b7adb1fbae485" title="The log of the Inverse-Wishart density for the given W, degrees of freedom, and scale matrix...">inv_wishart_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; W,</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;                    <span class="keyword">const</span> T_dof&amp; nu,</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S) {</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">return</span> inv_wishart_log&lt;false&gt;(W,nu,S);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00139"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6c0745153ef776d59ddac99f480972e5">  139</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6c0745153ef776d59ddac99f480972e5">inv_wishart_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                    RNG&amp; rng) {</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::inv_wishart_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;::size_type</a> k = S.rows();</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, nu, k-1, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                       S.rows(), <span class="stringliteral">&quot;Rows of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;                       S.cols(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt; S_inv(S.rows(), S.cols());</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      S_inv = Eigen::MatrixXd::Identity(S.cols(),S.cols());</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      S_inv = S.ldlt().solve(S_inv);</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">wishart_rng</a>(nu, S_inv, rng).inverse();</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    }</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;  }</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;}</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/inverse__softmax_8hpp.html b/doc/api/html/inverse__softmax_8hpp.html
new file mode 100644
index 00000000000..c022de1e769
--- /dev/null
+++ b/doc/api/html/inverse__softmax_8hpp.html
@@ -0,0 +1,132 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<title>Stan: src/stan/math/functions/inverse_softmax.hpp File Reference</title>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+</div>
+<p><a href="inverse__softmax_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a1edc35cc581dda178263f6a4a4fd1158"><td class="memTemplParams" colspan="2">template&lt;typename Vector &gt; </td></tr>
+<tr class="memitem:a1edc35cc581dda178263f6a4a4fd1158"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1edc35cc581dda178263f6a4a4fd1158">stan::math::inverse_softmax</a> (const Vector &amp;simplex, Vector &amp;y)</td></tr>
+<tr class="memdesc:a1edc35cc581dda178263f6a4a4fd1158"><td class="mdescLeft">&#160;</td><td class="mdescRight">Writes the inverse softmax of the simplex argument into the second argument.  <a href="#a1edc35cc581dda178263f6a4a4fd1158"></a><br/></td></tr>
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+<a href="inverse__softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INVERSE_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__INVERSE_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/throw_exception.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Vector&gt;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1edc35cc581dda178263f6a4a4fd1158">   34</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a1edc35cc581dda178263f6a4a4fd1158" title="Writes the inverse softmax of the simplex argument into the second argument.">inverse_softmax</a>(<span class="keyword">const</span> Vector&amp; simplex, Vector&amp; y) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">if</span>(simplex.size() != y.size())</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        BOOST_THROW_EXCEPTION(std::invalid_argument (<span class="stringliteral">&quot;simplex.size() != y.size()&quot;</span>));</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; simplex.size(); ++i)</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        y[i] = <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(simplex[i]);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;    }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;  }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;}</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/inverse__spd_8hpp.html b/doc/api/html/inverse__spd_8hpp.html
new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="inverse__spd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a989989548db02c34cd6134790bd93478"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a989989548db02c34cd6134790bd93478"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a989989548db02c34cd6134790bd93478">stan::math::inverse_spd</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:a989989548db02c34cd6134790bd93478"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the inverse of the specified symmetric, pos/neg-definite matrix.  <a href="#a989989548db02c34cd6134790bd93478"></a><br/></td></tr>
+<tr class="separator:a989989548db02c34cd6134790bd93478"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="inverse__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__INVERSE_SPD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__INVERSE_SPD_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__symmetric_8hpp.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a989989548db02c34cd6134790bd93478">   19</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a989989548db02c34cd6134790bd93478" title="Returns the inverse of the specified symmetric, pos/neg-definite matrix.">inverse_spd</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; m) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">validate_square</a>(m,<span class="stringliteral">&quot;inverse_spd&quot;</span>);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">validate_symmetric</a>(m,<span class="stringliteral">&quot;inverse_spd&quot;</span>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      Eigen::LDLT&lt; Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; &gt; ldlt(0.5*(m+m.transpose()));</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">if</span> (ldlt.info() != Eigen::Success)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;Error in inverse_spd, LDLT factorization failed&quot;</span>);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">if</span> (!ldlt.isPositive() || (ldlt.vectorD().array() &lt;= 0).any())</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;Error in inverse_spd, matrix not positive definite&quot;</span>);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> ldlt.solve(Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;::Identity(m.rows(),m.cols()));</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a56441daea55f49d4bcb168b30d7313f0"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0">stan::io::utc_time_string</a> ()</td></tr>
+<tr class="memdesc:a56441daea55f49d4bcb168b30d7313f0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the current coordinated universal time (UTC) as a string.  <a href="#a56441daea55f49d4bcb168b30d7313f0"></a><br/></td></tr>
+<tr class="separator:a56441daea55f49d4bcb168b30d7313f0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="io_2util_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__UTIL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__UTIL_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;ctime&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0">   18</a></span>&#160;    std::string <a class="code" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0" title="Return the current coordinated universal time (UTC) as a string.">utc_time_string</a>() {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="comment">// FIXME:  use std::strftime</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="comment">// original with asctime</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="comment">// std::time_t rawtime = time(0);</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="comment">// std::tm *time = gmtime(&amp;rawtime);</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="comment">// return std::string(asctime(time));</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="comment">// new with strfitime</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      time_t rawtime;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      std::time(&amp;rawtime);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordtype">char</span> cbuf[80];</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      std::strftime(cbuf,80,<span class="stringliteral">&quot;%a %b %d %Y %H:%M:%S&quot;</span>,</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                    std::localtime(&amp;rawtime));</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> std::string(cbuf);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<code>#include &quot;<a class="el" href="csv__writer_8hpp_source.html">stan/io/csv_writer.hpp</a>&quot;</code><br/>
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+<code>#include &quot;<a class="el" href="writer_8hpp_source.html">stan/io/writer.hpp</a>&quot;</code><br/>
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+<div class="textblock"><code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;iterator&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<tr class="memitem:a48761b304b8039f53b3a6fc76e4efc87"><td class="memItemLeft" align="right" valign="top">typedef <br class="typebreak"/>
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+<tr class="separator:a48761b304b8039f53b3a6fc76e4efc87"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa1c432dd6520c6f137b092953345f7d5"><td class="memItemLeft" align="right" valign="top">typedef <br class="typebreak"/>
+boost::spirit::multi_pass<br class="typebreak"/>
+&lt; base_iterator_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#aa1c432dd6520c6f137b092953345f7d5">stan::gm::forward_iterator_t</a></td></tr>
+<tr class="separator:aa1c432dd6520c6f137b092953345f7d5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa941962f9fda48879b4d84fd518852c9"><td class="memItemLeft" align="right" valign="top">typedef <br class="typebreak"/>
+boost::spirit::classic::position_iterator2<br class="typebreak"/>
+&lt; forward_iterator_t &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#aa941962f9fda48879b4d84fd518852c9">stan::gm::pos_iterator_t</a></td></tr>
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+<a href="iterator__typedefs_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__PARSER__ITERATOR_TYPEDEFS__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__PARSER__ITERATOR_TYPEDEFS__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iterator&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="jacobian_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a4121d2877f4a3569f878b8e9207af3c1"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4121d2877f4a3569f878b8e9207af3c1">stan::agrad::jacobian</a> (std::vector&lt; var &gt; &amp;dependents, std::vector&lt; var &gt; &amp;independents, std::vector&lt; std::vector&lt; double &gt; &gt; &amp;jacobian)</td></tr>
+<tr class="memdesc:a4121d2877f4a3569f878b8e9207af3c1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the Jacobian of the function producing the specified dependent variables with respect to the specified independent variables.  <a href="#a4121d2877f4a3569f878b8e9207af3c1"></a><br/></td></tr>
+<tr class="separator:a4121d2877f4a3569f878b8e9207af3c1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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new file mode 100644
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+<a href="jacobian_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__JACOBIAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__JACOBIAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4121d2877f4a3569f878b8e9207af3c1">   36</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">jacobian</a>(std::vector&lt;var&gt;&amp; dependents,</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                         std::vector&lt;var&gt;&amp; independents,</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;                         std::vector&lt;std::vector&lt;double&gt; &gt;&amp; <a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">jacobian</a>) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">jacobian</a>.resize(dependents.size());</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; dependents.size(); ++i) {</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">if</span> (i &gt; 0) </div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">jacobian</a>.push_back(std::vector&lt;double&gt;(0));</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(dependents[i].vi_);</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; independents.size(); ++j)</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    }</div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#endif</span></div>
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+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/jquery.js b/doc/api/html/jquery.js
new file mode 100644
index 00000000000..63939e76dd2
--- /dev/null
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+<div class="title">list_argument.hpp</div>  </div>
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+<a href="list__argument_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__LIST__ARGUMENT__BETA__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="valued__argument_8hpp.html">stan/gm/arguments/valued_argument.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;  </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">lkj_corr.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="beta_8hpp_source.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transform_8hpp_source.html">stan/prob/transform.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="lkj__corr_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
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+<tr class="memitem:a3e884a06b4337008b72a3e75c1aee386"><td class="memTemplParams" colspan="2">template&lt;typename T_shape &gt; </td></tr>
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+<tr class="memitem:a89375117dd56efcdf32c2e8d7bb593a9"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_shape &gt; </td></tr>
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+<tr class="memitem:a35b120723f2e595892c2d86d00a9cf3e"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape &gt; </td></tr>
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+&lt; T_y, T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a35b120723f2e595892c2d86d00a9cf3e">stan::prob::lkj_corr_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const T_shape &amp;eta)</td></tr>
+<tr class="separator:a35b120723f2e595892c2d86d00a9cf3e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab6923f0ee88a517f5be6ac8780e5842c"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ab6923f0ee88a517f5be6ac8780e5842c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::MatrixXd&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab6923f0ee88a517f5be6ac8780e5842c">stan::prob::lkj_corr_cholesky_rng</a> (const size_t K, const double eta, RNG &amp;rng)</td></tr>
+<tr class="separator:ab6923f0ee88a517f5be6ac8780e5842c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a54800d037a32da9ecfb59c87152bfbcc"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
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+<tr class="separator:a54800d037a32da9ecfb59c87152bfbcc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_7edb90b8895d3ae5eaffb58e5bac252e.html">multivariate</a></li><li class="navelem"><a class="el" href="dir_3bf5ecbbc2acdb8067d845784c2d4c37.html">continuous</a></li>  </ul>
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+<div class="title">lkj_corr.hpp</div>  </div>
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+<a href="lkj__corr_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__LKJ_CORR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__LKJ_CORR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="beta_8hpp.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transform_8hpp.html">stan/prob/transform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3e884a06b4337008b72a3e75c1aee386">   15</a></span>&#160;    T_shape <a class="code" href="namespacestan_1_1prob.html#a3e884a06b4337008b72a3e75c1aee386">do_lkj_constant</a>(<span class="keyword">const</span> T_shape&amp; eta, <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span>&amp; K) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="comment">// Lewandowski, Kurowicka, and Joe (2009) equations 15 and 16</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">stan::is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1scalar__type.html" title="Metaprogram structure to determine the base scalar type of a template argument.">stan::scalar_type&lt;T_shape&gt;</a> &gt;::value</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          &amp;&amp; eta == 1.0) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordtype">double</span> constant = 0.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordtype">double</span> beta_arg = 0.0;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 1; k &lt; K; k++) { <span class="comment">// yes, go from 1 to K - 1</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          beta_arg = 0.5 * (k + 1.0);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          constant += k * (2.0 * <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(beta_arg) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(2.0 * beta_arg));</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          sum += <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(static_cast&lt;double&gt;(k),2.0);</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        constant += sum * LOG_TWO;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">return</span> constant;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      T_shape <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 0.0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      T_shape constant = 0.0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      T_shape beta_arg;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 1; k &lt; K; k++) { <span class="comment">// yes, go from 1 to K - 1</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> diff = K - k;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        beta_arg = eta + 0.5 * (diff - 1);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        constant += diff * (2.0 * <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(beta_arg) - <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(2.0 * beta_arg));</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        sum += (2.0 * eta - 2.0 + diff) * diff;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      constant += sum * LOG_TWO;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">return</span> constant;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="comment">// LKJ_Corr(L|eta) [ L Cholesky factor of correlation matrix</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="comment">//                  eta &gt; 0; eta == 1 &lt;-&gt; uniform]</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;              <span class="keyword">typename</span> T_covar, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_covar, T_shape&gt;::type</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a547d5d6ea7f2a985488c75eb2788d7c4">   50</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a547d5d6ea7f2a985488c75eb2788d7c4">lkj_corr_cholesky_log</a>(</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; L, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;             <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        = <span class="stringliteral">&quot;stan::prob::lkj_corr_cholesky_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_covar,T_shape&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> lp;      </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> K = L.rows();</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span> (K == 0)</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>) </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        lp += <a class="code" href="namespacestan_1_1prob.html#a3e884a06b4337008b72a3e75c1aee386">do_lkj_constant</a>(eta, K);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar,T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">if</span> ( (eta == 1.0) &amp;&amp;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;            <a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">stan::is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1scalar__type.html" title="Metaprogram structure to determine the base scalar type of a template argument.">stan::scalar_type&lt;T_shape&gt;</a> &gt;::value)</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        lp += (eta - 1.0) * 2.0 * L.diagonal().array().log().sum();</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      }</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    }</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_covar, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_covar, T_shape&gt;::type</div>
+<div class="line"><a name="l00083"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#afa5ff4715e294327b88666b1f9639e55">   83</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a547d5d6ea7f2a985488c75eb2788d7c4">lkj_corr_cholesky_log</a>(</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; L, </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;             <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">return</span> lkj_corr_cholesky_log&lt;false&gt;(L,eta);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    <span class="comment">// LKJ_Corr(y|eta) [ y correlation matrix (not covariance matrix)</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <span class="comment">//                  eta &gt; 0; eta == 1 &lt;-&gt; uniform]</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y, T_shape&gt;::type</div>
+<div class="line"><a name="l00094"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a89375117dd56efcdf32c2e8d7bb593a9">   94</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a89375117dd56efcdf32c2e8d7bb593a9">lkj_corr_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y, </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;                 <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lkj_corr_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012" title="Return true if the specified matrix is a valid correlation matrix.">stan::math::check_corr_matrix</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_shape&gt;::type lp;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">return</span> lp;      </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          y.rows(), <span class="stringliteral">&quot;Rows of correlation matrix&quot;</span>,</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          y.cols(), <span class="stringliteral">&quot;columns of correlation matrix&quot;</span>,</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Correlation matrix&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012" title="Return true if the specified matrix is a valid correlation matrix.">check_corr_matrix</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Correlation matrix&quot;</span>, &amp;lp)) {</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> K = y.rows();</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keywordflow">if</span> (K == 0)</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      Eigen::LLT&lt; Eigen::Matrix&lt;T_y, Eigen::Dynamic, Eigen::Dynamic&gt; &gt; Cholesky = y.llt();</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="comment">// FIXME: check_numerical_issue function?</span></div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">if</span> (Cholesky.info() == Eigen::NumericalIssue)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt; L = Cholesky.matrixL();</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <span class="keywordflow">return</span> lkj_corr_cholesky_log&lt;propto&gt;(L, eta);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y, T_shape&gt;::type</div>
+<div class="line"><a name="l00134"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a35b120723f2e595892c2d86d00a9cf3e">  134</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a89375117dd56efcdf32c2e8d7bb593a9">lkj_corr_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y, </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                 <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keywordflow">return</span> lkj_corr_log&lt;false&gt;(y,eta);</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keyword">inline</span> Eigen::MatrixXd</div>
+<div class="line"><a name="l00141"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab6923f0ee88a517f5be6ac8780e5842c">  141</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab6923f0ee88a517f5be6ac8780e5842c">lkj_corr_cholesky_rng</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> K,</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;                          <span class="keyword">const</span> <span class="keywordtype">double</span> eta,</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;                          RNG&amp; rng) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        = <span class="stringliteral">&quot;stan::prob::lkj_corr_cholesky_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      Eigen::ArrayXd CPCs( (K * (K - 1)) / 2 );</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keywordtype">double</span> alpha = eta + 0.5 * (K - 1);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> count = 0;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; (K - 1); i++) {</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;        alpha -= 0.5;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = i + 1; j &lt; K; j++) {</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          CPCs(count) = 2.0 * <a class="code" href="namespacestan_1_1prob.html#af9ffa205c1948b93323a12b13954558b">stan::prob::beta_rng</a>(alpha,alpha,rng) - 1.0;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;          count++;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        }</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      }</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">stan::prob::read_corr_L</a>(CPCs, K);</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    }</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    <span class="keyword">inline</span> Eigen::MatrixXd</div>
+<div class="line"><a name="l00166"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a54800d037a32da9ecfb59c87152bfbcc">  166</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a54800d037a32da9ecfb59c87152bfbcc">lkj_corr_rng</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> K,</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;                 <span class="keyword">const</span> <span class="keywordtype">double</span> eta,</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;                 RNG&amp; rng) {</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> </div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        = <span class="stringliteral">&quot;stan::prob::lkj_corr_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;                  <a class="code" href="namespacestan_1_1prob.html#ab6923f0ee88a517f5be6ac8780e5842c">lkj_corr_cholesky_rng</a>(K, eta, rng) );</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    }</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;  }</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;}</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/lkj__cov_8hpp.html b/doc/api/html/lkj__cov_8hpp.html
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+<div class="title">lkj_cov.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="lognormal_8hpp_source.html">stan/prob/distributions/univariate/continuous/lognormal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="lkj__corr_8hpp_source.html">stan/prob/distributions/multivariate/continuous/lkj_corr.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="lkj__cov_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a96a69b926127ce2349d86bcbedac81d7"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a96a69b926127ce2349d86bcbedac81d7"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_scale, T_shape &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">stan::prob::lkj_cov_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, 1 &gt; &amp;sigma, const T_shape &amp;eta)</td></tr>
+<tr class="separator:a96a69b926127ce2349d86bcbedac81d7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a60be4ec8b4e9dd29b73d49139c489e51"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a60be4ec8b4e9dd29b73d49139c489e51"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_scale, T_shape &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a60be4ec8b4e9dd29b73d49139c489e51">stan::prob::lkj_cov_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, 1 &gt; &amp;sigma, const T_shape &amp;eta)</td></tr>
+<tr class="separator:a60be4ec8b4e9dd29b73d49139c489e51"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8d134366536efce845a8f64527e86ff9"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a8d134366536efce845a8f64527e86ff9"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_scale, T_shape &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a8d134366536efce845a8f64527e86ff9">stan::prob::lkj_cov_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma, const T_shape &amp;eta)</td></tr>
+<tr class="separator:a8d134366536efce845a8f64527e86ff9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a78c42178310c4085d186abfb85c97db1"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a78c42178310c4085d186abfb85c97db1"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_scale, T_shape &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a78c42178310c4085d186abfb85c97db1">stan::prob::lkj_cov_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const T_loc &amp;mu, const T_scale &amp;sigma, const T_shape &amp;eta)</td></tr>
+<tr class="separator:a78c42178310c4085d186abfb85c97db1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">lkj_cov.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="lkj__cov_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__LKJ_COV_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__LKJ_COV_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="lognormal_8hpp.html">stan/prob/distributions/univariate/continuous/lognormal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="lkj__corr_8hpp.html">stan/prob/distributions/multivariate/continuous/lkj_corr.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="comment">// LKJ_cov(y|mu,sigma,eta) [ y covariance matrix (not correlation matrix)</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">//                         mu vector, sigma &gt; 0 vector, eta &gt; 0 ]</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">lkj_cov_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_scale,Eigen::Dynamic,1&gt;&amp; sigma,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lkj_cov_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          mu.rows(), <span class="stringliteral">&quot;Rows of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          sigma.rows(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          y.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          y.cols(), <span class="stringliteral">&quot;columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          y.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;          mu.rows(), <span class="stringliteral">&quot;rows of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="comment">// FIXME: build vectorized versions</span></div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; y.rows(); ++m)</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n &lt; y.cols(); ++n)</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y(m,n), <span class="stringliteral">&quot;Covariance matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;            <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> K = y.rows();</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">const</span> Eigen::Array&lt;T_y,Eigen::Dynamic,1&gt; sds</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        = y.diagonal().array().sqrt();</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 0; k &lt; K; k++) {</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        lp += lognormal_log&lt;propto&gt;(sds(k), mu(k), sigma(k));</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      }</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">stan::is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1scalar__type.html" title="Metaprogram structure to determine the base scalar type of a template argument.">stan::scalar_type&lt;T_shape&gt;</a> &gt;::value</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;          &amp;&amp; eta == 1.0) {</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="comment">// no need to rescale y into a correlation matrix</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        lp += lkj_corr_log&lt;propto,T_y,T_shape&gt;(y, eta); </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      Eigen::DiagonalMatrix&lt;T_y,Eigen::Dynamic&gt; D(K);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      D.diagonal() = sds.inverse();</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      lp += lkj_corr_log&lt;propto,T_y,T_shape&gt;(D * y * D, eta);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    }</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt; </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00083"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a60be4ec8b4e9dd29b73d49139c489e51">   83</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">lkj_cov_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_scale,Eigen::Dynamic,1&gt;&amp; sigma,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">return</span> lkj_cov_log&lt;false&gt;(y,mu,sigma,eta);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <span class="comment">// LKJ_Cov(y|mu,sigma,eta) [ y covariance matrix (not correlation matrix)</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <span class="comment">//                         mu scalar, sigma &gt; 0 scalar, eta &gt; 0 ]</span></div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00095"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a8d134366536efce845a8f64527e86ff9">   95</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">lkj_cov_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lkj_cov_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, eta, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                        &amp;lp))</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> K = y.rows();</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keyword">const</span> Eigen::Array&lt;T_y,Eigen::Dynamic,1&gt; sds</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        = y.diagonal().array().sqrt();</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 0; k &lt; K; k++) {</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        lp += lognormal_log&lt;propto&gt;(sds(k), mu, sigma);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">stan::is_constant</a>&lt;<span class="keyword">typename</span> <a class="code" href="structstan_1_1scalar__type.html" title="Metaprogram structure to determine the base scalar type of a template argument.">stan::scalar_type&lt;T_shape&gt;</a> &gt;::value</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          &amp;&amp; eta == 1.0) {</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="comment">// no need to rescale y into a correlation matrix</span></div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        lp += lkj_corr_log&lt;propto&gt;(y,eta); </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      }</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      Eigen::DiagonalMatrix&lt;T_y,Eigen::Dynamic&gt; D(K);</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      D.diagonal() = sds.inverse();</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      lp += lkj_corr_log&lt;propto,T_y,T_shape&gt;(D * y * D, eta);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    }</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00135"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a78c42178310c4085d186abfb85c97db1">  135</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">lkj_cov_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;                <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;                <span class="keyword">const</span> T_shape&amp; eta) {</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keywordflow">return</span> lkj_cov_log&lt;false&gt;(y,mu,sigma,eta);</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    }</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  }</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;}</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/logical__and_8hpp.html b/doc/api/html/logical__and_8hpp.html
new file mode 100644
index 00000000000..6efbf446436
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:adc35bab2db89b3ceda66f11e1fa53ec8"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:adc35bab2db89b3ceda66f11e1fa53ec8"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#adc35bab2db89b3ceda66f11e1fa53ec8">stan::math::logical_and</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:adc35bab2db89b3ceda66f11e1fa53ec8"><td class="mdescLeft">&#160;</td><td class="mdescRight">The logical and function which returns 1 if both arguments are unequal to zero and 0 otherwise.  <a href="#adc35bab2db89b3ceda66f11e1fa53ec8"></a><br/></td></tr>
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+<a href="logical__and_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_AND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGICAL_AND_HPP__</span></div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab2213736b55fd6696fa0120fd3fe72e4"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:ab2213736b55fd6696fa0120fd3fe72e4"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab2213736b55fd6696fa0120fd3fe72e4">stan::math::logical_eq</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:ab2213736b55fd6696fa0120fd3fe72e4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is equal to the second.  <a href="#ab2213736b55fd6696fa0120fd3fe72e4"></a><br/></td></tr>
+<tr class="separator:ab2213736b55fd6696fa0120fd3fe72e4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="logical__eq_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_EQ_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGICAL_EQ_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+
+<p><a href="logical__gt_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aba86bfd994302061a0260e1202fca777"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:aba86bfd994302061a0260e1202fca777"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aba86bfd994302061a0260e1202fca777">stan::math::logical_gt</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:aba86bfd994302061a0260e1202fca777"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is strictly greater than the second.  <a href="#aba86bfd994302061a0260e1202fca777"></a><br/></td></tr>
+<tr class="separator:aba86bfd994302061a0260e1202fca777"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGICAL_GT_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac6bb0b8623192207d35e207ea312d8be"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:ac6bb0b8623192207d35e207ea312d8be"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac6bb0b8623192207d35e207ea312d8be">stan::math::logical_gte</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:ac6bb0b8623192207d35e207ea312d8be"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is greater than or equal to the second.  <a href="#ac6bb0b8623192207d35e207ea312d8be"></a><br/></td></tr>
+<tr class="separator:ac6bb0b8623192207d35e207ea312d8be"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="logical__gte_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_GTE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac6bb0b8623192207d35e207ea312d8be">   19</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ac6bb0b8623192207d35e207ea312d8be" title="Return 1 if the first argument is greater than or equal to the second.">logical_gte</a>(<span class="keyword">const</span> T1 x1, <span class="keyword">const</span> T2 x2) {</div>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a0b5bd91412749e10933f304b54aef88f"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a0b5bd91412749e10933f304b54aef88f"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0b5bd91412749e10933f304b54aef88f">stan::math::logical_lt</a> (T1 x1, T2 x2)</td></tr>
+<tr class="memdesc:a0b5bd91412749e10933f304b54aef88f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is strictly less than the second.  <a href="#a0b5bd91412749e10933f304b54aef88f"></a><br/></td></tr>
+<tr class="separator:a0b5bd91412749e10933f304b54aef88f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="logical__lt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_LT_HPP__</span></div>
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+Functions</h2></td></tr>
+<tr class="memitem:af3649d4c704962c4502cd6220a5e2230"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:af3649d4c704962c4502cd6220a5e2230"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af3649d4c704962c4502cd6220a5e2230">stan::math::logical_lte</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:af3649d4c704962c4502cd6220a5e2230"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is less than or equal to the second.  <a href="#af3649d4c704962c4502cd6220a5e2230"></a><br/></td></tr>
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+<a href="logical__lte_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_LTE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGICAL_LTE_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<p><a href="logical__negation_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aad2fc9ce55dfac079d930335beb7e4a8"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aad2fc9ce55dfac079d930335beb7e4a8"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aad2fc9ce55dfac079d930335beb7e4a8">stan::math::logical_negation</a> (const T x)</td></tr>
+<tr class="memdesc:aad2fc9ce55dfac079d930335beb7e4a8"><td class="mdescLeft">&#160;</td><td class="mdescRight">The logical negation function which returns 1 if the input is equal to zero and 0 otherwise.  <a href="#aad2fc9ce55dfac079d930335beb7e4a8"></a><br/></td></tr>
+<tr class="separator:aad2fc9ce55dfac079d930335beb7e4a8"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="logical__negation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_NEGATION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGICAL_NEGATION_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aad2fc9ce55dfac079d930335beb7e4a8">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aad2fc9ce55dfac079d930335beb7e4a8" title="The logical negation function which returns 1 if the input is equal to zero and 0 otherwise...">logical_negation</a>(<span class="keyword">const</span> T x) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> (x == 0);</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
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+<p><a href="logical__neq_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a206eb210d8e7e2c718af25c40de8f9d1"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a206eb210d8e7e2c718af25c40de8f9d1"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a206eb210d8e7e2c718af25c40de8f9d1">stan::math::logical_neq</a> (const T1 x1, const T2 x2)</td></tr>
+<tr class="memdesc:a206eb210d8e7e2c718af25c40de8f9d1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the first argument is unequal to the second.  <a href="#a206eb210d8e7e2c718af25c40de8f9d1"></a><br/></td></tr>
+<tr class="separator:a206eb210d8e7e2c718af25c40de8f9d1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="logical__neq_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_NEQ_HPP__</span></div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
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+<div class="contents">
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+<p><a href="logical__or_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac74007e2d5f55d5ae4a308f535869aee"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:ac74007e2d5f55d5ae4a308f535869aee"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac74007e2d5f55d5ae4a308f535869aee">stan::math::logical_or</a> (T1 x1, T2 x2)</td></tr>
+<tr class="memdesc:ac74007e2d5f55d5ae4a308f535869aee"><td class="mdescLeft">&#160;</td><td class="mdescRight">The logical or function which returns 1 if either argument is unequal to zero and 0 otherwise.  <a href="#ac74007e2d5f55d5ae4a308f535869aee"></a><br/></td></tr>
+<tr class="separator:ac74007e2d5f55d5ae4a308f535869aee"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="logical__or_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOGICAL_OR_HPP__</span></div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
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+<div class="textblock"><code>#include &lt;boost/random/exponential_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
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+<p><a href="logistic_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:aca4c773da2a18fac3e13b91e51e9e18d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aeff91e2efd57e631955cb7ebde45a1c7"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+<tr class="memitem:a664843596a52a9bc23dc5f2073f9806b"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a664843596a52a9bc23dc5f2073f9806b">stan::prob::logistic_rng</a> (const double mu, const double sigma, RNG &amp;rng)</td></tr>
+<tr class="separator:a664843596a52a9bc23dc5f2073f9806b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="logistic_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__LOGISTIC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/exponential_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="comment">// Logistic(y|mu,sigma)    [sigma &gt; 0]</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">// FIXME: document</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale&gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::logistic_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)      </span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      }</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_loc&gt;::value</a>, </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_loc&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        exp_mu_div_sigma(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(mu,sigma));</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_loc&gt;::value</a>, </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a> || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        exp_y_div_sigma(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y,sigma));</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(mu,sigma); n++) </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;          exp_mu_div_sigma[n] = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]) </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;                                    / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]));</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y,sigma); n++) </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          exp_y_div_sigma[n] = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n])</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;                                   / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">stan::math::log1p</a>;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;  </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu = y_dbl - mu_dbl;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_div_sigma = y_minus_mu * inv_sigma[n];</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordtype">double</span> exp_m_y_minus_mu_div_sigma(0);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          exp_m_y_minus_mu_div_sigma = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-y_minus_mu_div_sigma);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keywordtype">double</span> inv_1p_exp_y_minus_mu_div_sigma(0);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a> </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;            || !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          inv_1p_exp_y_minus_mu_div_sigma = 1 / (1 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(y_minus_mu_div_sigma));</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          logp -= y_minus_mu_div_sigma;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          logp -= 2.0 * <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(exp_m_y_minus_mu_div_sigma);</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;            += (2 * inv_1p_exp_y_minus_mu_div_sigma - 1) * inv_sigma[n];</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] +=</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            (1 - 2 * exp_mu_div_sigma[n] / (exp_mu_div_sigma[n] </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;                                            + exp_y_div_sigma[n]))</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;            * inv_sigma[n];</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;            ((1 - 2 * inv_1p_exp_y_minus_mu_div_sigma)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;             *y_minus_mu*inv_sigma[n] - 1) * inv_sigma[n];</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      }</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00140"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#abfa731b9fd1d7ba996e1e5f9eb6e847f">  140</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keywordflow">return</span> logistic_log&lt;false&gt;(y,mu,sigma);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    }</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    <span class="comment">// Logistic(y|mu,sigma) [sigma &gt; 0]</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_loc, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00147"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac2a1d5c2316209f3a4d6cc90f3f3b6cf">  147</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac2a1d5c2316209f3a4d6cc90f3f3b6cf">logistic_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;              &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          </div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::logistic_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;          </div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;          </div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;          </div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a></div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          </div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;          </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      }</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="comment">// Compute vectorized CDF and its gradients</span></div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;              </div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;        }</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;              </div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv_vec = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;              </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="comment">// Compute</span></div>
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+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                                             * sigma_inv_vec ) );</div>
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+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;            += <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;            += - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += - (y_dbl - mu_dbl) * sigma_inv_vec </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;            * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      }</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      }</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      }</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      }</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;          </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    }</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_loc, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00247"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aca4c773da2a18fac3e13b91e51e9e18d">  247</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aca4c773da2a18fac3e13b91e51e9e18d">logistic_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) )</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::logistic_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;          </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;          </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;          </div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          </div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;          </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;          </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;          </div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(-std::numeric_limits&lt;double&gt;::infinity());</div>
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+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          </div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="comment">// Compute vectorized cdf_log and its gradients</span></div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          <span class="keywordflow">continue</span>;</div>
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+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv_vec = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;              </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 / ( 1.0 + <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>( - (y_dbl - mu_dbl) </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;                                             * sigma_inv_vec ) );</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;              </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;            += <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;            += - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n]  += - (y_dbl - mu_dbl) * sigma_inv_vec </div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;            * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      }</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;    }</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_loc, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00331"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aeff91e2efd57e631955cb7ebde45a1c7">  331</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aeff91e2efd57e631955cb7ebde45a1c7">logistic_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;          </div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma) ) ) </div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;          </div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="comment">// Error checks</span></div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::logistic_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;          </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;          </div>
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+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;          </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, sigma,</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          </div>
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+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;          </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;          </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;          </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
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+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;          </div>
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+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        }</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;              </div>
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+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
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+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;                                             * sigma_inv_vec ) );</div>
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+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;            -= <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">logistic_log</a>(y_dbl, mu_dbl, sigma_dbl)) / Pn;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      variate_generator&lt;RNG&amp;, exponential_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        exp_rng(rng, exponential_distribution&lt;&gt;(1));</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;      <span class="keywordflow">return</span> mu - sigma * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(exp_rng() / exp_rng());</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;    }</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;  }</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;}</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">lognormal.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/lognormal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="lognormal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a72c3cfe83f1bfa2a71d146dde0cc865e"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a72c3cfe83f1bfa2a71d146dde0cc865e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
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+<tr class="memitem:a47dbe7f1b8096c72c8dc40496b9f082d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
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+<tr class="separator:a47dbe7f1b8096c72c8dc40496b9f082d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:af50822e781206859400fb659831eb000"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa7a25fc347587649f2ca55656fb23950"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+<tr class="separator:aa7a25fc347587649f2ca55656fb23950"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a576b250e68b4cc83d9df5d697eb57fa2"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a576b250e68b4cc83d9df5d697eb57fa2"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
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+<tr class="separator:a576b250e68b4cc83d9df5d697eb57fa2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9dbaae05c716d93b29dfc3f00f26d4ed"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a9dbaae05c716d93b29dfc3f00f26d4ed"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a9dbaae05c716d93b29dfc3f00f26d4ed">stan::prob::lognormal_rng</a> (const double mu, const double sigma, RNG &amp;rng)</td></tr>
+<tr class="separator:a9dbaae05c716d93b29dfc3f00f26d4ed"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  Stan Development Team.
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+</div>
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+<div class="title">lognormal.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="lognormal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__LOGNORMAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__LOGNORMAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/lognormal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">// LogNormal(y|mu,sigma)  [y &gt;= 0;  sigma &gt; 0]</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="comment">// FIXME: document</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale&gt;::type</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a72c3cfe83f1bfa2a71d146dde0cc865e">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a72c3cfe83f1bfa2a71d146dde0cc865e">lognormal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lognormal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;      </div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++)</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) &lt;= 0)</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160; </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keyword">using</span> stan::prob::NEG_LOG_SQRT_TWO_PI;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto, T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); n++)</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          log_sigma[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma_sq(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); n++)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          inv_sigma[n] = 1 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); n++)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          inv_sigma_sq[n] = inv_sigma[n] * inv_sigma[n];</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          log_y[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_y&gt;::value</a>,</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; inv_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++)</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          inv_y[n] = 1 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        logp += N * NEG_LOG_SQRT_TWO_PI;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordtype">double</span> logy_m_mu(0);</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a> ||</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;            !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          logy_m_mu = log_y[n] - mu_dbl;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordtype">double</span> logy_m_mu_sq = logy_m_mu * logy_m_mu;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordtype">double</span> logy_m_mu_div_sigma(0);</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a> ||</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;            !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a> ||</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            !<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          logy_m_mu_div_sigma = logy_m_mu * inv_sigma_sq[n];</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;  </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          logp -= log_y[n];</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          logp -= 0.5 * logy_m_mu_sq * inv_sigma_sq[n];</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= (1 + logy_m_mu_div_sigma) * inv_y[n];</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += logy_m_mu_div_sigma;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;            += (logy_m_mu_div_sigma * logy_m_mu - 1) * inv_sigma[n];</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      }</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    }</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00153"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a47dbe7f1b8096c72c8dc40496b9f082d">  153</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a72c3cfe83f1bfa2a71d146dde0cc865e">lognormal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keywordflow">return</span> lognormal_log&lt;false&gt;(y,mu,sigma);</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    }</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00160"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af50822e781206859400fb659831eb000">  160</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af50822e781206859400fb659831eb000">lognormal_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lognormal_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      </div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keywordtype">double</span> cdf = 1.0;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      </div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> sqrt_pi = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0.0) </div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      }</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl) - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = SQRT_2 * 0.5 / sqrt_pi </div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / sigma_dbl;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <span class="comment">//cdf</span></div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(-scaled_diff);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        cdf *= cdf_;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;       <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv / cdf_ / y_dbl ;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv / cdf_ ;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff * SQRT_2 </div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;            / cdf_;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      }</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;    }</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00241"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa7a25fc347587649f2ca55656fb23950">  241</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa7a25fc347587649f2ca55656fb23950">lognormal_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lognormal_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordtype">double</span> cdf_log = 0.0;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> sqrt_pi = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0.0) </div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      }</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl) - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = SQRT_2 / sqrt_pi </div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / sigma_dbl;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        <span class="comment">//cdf_log</span></div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> erfc_calc = <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(-scaled_diff);</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        cdf_log += log_half + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(erfc_calc);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;       <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv / erfc_calc / y_dbl ;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv / erfc_calc;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff * SQRT_2 </div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;            / erfc_calc;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      }</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;    }</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00314"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a576b250e68b4cc83d9df5d697eb57fa2">  314</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a576b250e68b4cc83d9df5d697eb57fa2">lognormal_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lognormal_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      </div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keywordtype">double</span> ccdf_log = 0.0;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> sqrt_pi = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0.0) </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      }</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl) - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = SQRT_2 / sqrt_pi </div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / sigma_dbl;</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        <span class="comment">//ccdf_log</span></div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> erfc_calc = <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(scaled_diff);</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        ccdf_log += log_half + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(erfc_calc);</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;       <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv / erfc_calc / y_dbl ;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv / erfc_calc;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * scaled_diff * SQRT_2 </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;            / erfc_calc;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      }</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;    }</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00388"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9dbaae05c716d93b29dfc3f00f26d4ed">  388</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a9dbaae05c716d93b29dfc3f00f26d4ed">lognormal_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;                  <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;                  RNG&amp; rng) {</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      <span class="keyword">using</span> boost::random::lognormal_distribution;</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::lognormal_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      variate_generator&lt;RNG&amp;, lognormal_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        lognorm_rng(rng, lognormal_distribution&lt;&gt;(mu, sigma));</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      <span class="keywordflow">return</span> lognorm_rng();</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;    }</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;  }</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;}</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<tr class="memitem:aa2ffd66726e0532160e16e6b48d6f428"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428">stan::math::pi</a> ()</td></tr>
+<tr class="memdesc:aa2ffd66726e0532160e16e6b48d6f428"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of pi.  <a href="#aa2ffd66726e0532160e16e6b48d6f428"></a><br/></td></tr>
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+<tr class="memdesc:a21f4f7c092e2bc9a089885628b86c004"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return natural logarithm of ten.  <a href="#a21f4f7c092e2bc9a089885628b86c004"></a><br/></td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li>  </ul>
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+<div class="title">constants.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2constants_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__CONSTANTS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__CONSTANTS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/constants/constants.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe">   14</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe" title="The base of the natural logarithm, .">E</a> = boost::math::constants::e&lt;double&gt;();</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd">   20</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5491e346d5a812af988f8de4a5948c88">   26</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a5491e346d5a812af988f8de4a5948c88" title="The value of 1 over the square root of 2, .">INV_SQRT_2</a> = 1.0 / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149">   32</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149" title="The natural logarithm of 2, .">LOG_2</a> = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(2.0);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5">   38</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5" title="The natural logarithm of 10, .">LOG_10</a> = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(10.0);</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a7f2ac8ebf3095e9934715bb34f0669b3">   43</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a7f2ac8ebf3095e9934715bb34f0669b3" title="Positive infinity.">INFTY</a> = std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb">   48</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb" title="Negative infinity.">NEGATIVE_INFTY</a> = - std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a">   53</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a> = std::numeric_limits&lt;double&gt;::quiet_NaN();</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    </div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0">   58</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0" title="Smallest positive value.">EPSILON</a> = std::numeric_limits&lt;double&gt;::epsilon();</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1dcea3a9752d079c9f972040b873b704">   63</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a1dcea3a9752d079c9f972040b873b704" title="Largest negative value (i.e., smallest absolute value).">NEGATIVE_EPSILON</a> = - std::numeric_limits&lt;double&gt;::epsilon();</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    <span class="comment">/*</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="comment">     * Log pi divided by 4</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="comment">     * \f$ \log \pi / 4 \f$</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="comment">     */</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a177764626d2378e0d7bdfb26aac187b6">   70</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a177764626d2378e0d7bdfb26aac187b6">LOG_PI_OVER_FOUR</a> = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(boost::math::constants::pi&lt;double&gt;()) / 4.0;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428">   77</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() {</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">return</span> boost::math::constants::pi&lt;double&gt;();</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    }</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5">   86</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>() {</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe" title="The base of the natural logarithm, .">E</a>;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1369f60a09e3af4933096de3a54ac28c">   95</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a1369f60a09e3af4933096de3a54ac28c" title="Return the square root of two.">sqrt2</a>() {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;    }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00105"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a21f4f7c092e2bc9a089885628b86c004">  105</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a21f4f7c092e2bc9a089885628b86c004" title="Return natural logarithm of ten.">log10</a>() {</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5" title="The natural logarithm of 10, .">LOG_10</a>;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div>
+<div class="line"><a name="l00114"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a34675a70d3df614d88d33ddbdd49b49a">  114</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a34675a70d3df614d88d33ddbdd49b49a" title="Return positive infinity.">positive_infinity</a>() {</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a7f2ac8ebf3095e9934715bb34f0669b3" title="Positive infinity.">INFTY</a>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e">  123</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">negative_infinity</a>() {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb" title="Negative infinity.">NEGATIVE_INFTY</a>;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    }</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a381493bccc58bd993d797a2a5458c486">  132</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a381493bccc58bd993d797a2a5458c486" title="Return (quiet) not-a-number.">not_a_number</a>() {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a" title="(Quiet) not-a-number value.">NOT_A_NUMBER</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a173839dddd0a8ac8afa710b9e3d5008a">  142</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a173839dddd0a8ac8afa710b9e3d5008a" title="Returns the difference between 1.0 and the next value representable.">machine_precision</a>() {</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0" title="Smallest positive value.">EPSILON</a>;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    }</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">  146</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">TWO_OVER_SQRT_PI</a> = 2.0 / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(boost::math::constants::pi&lt;double&gt;());</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    </div>
+<div class="line"><a name="l00148"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a344504ea0c1f4f956c85ea8027a07ba9">  148</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a344504ea0c1f4f956c85ea8027a07ba9">NEG_TWO_OVER_SQRT_PI</a> = -<a class="code" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">TWO_OVER_SQRT_PI</a>;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;    </div>
+<div class="line"><a name="l00150"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">  150</a></span>&#160;    <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">INV_SQRT_TWO_PI</a> = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 * boost::math::constants::pi&lt;double&gt;());</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;  }</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;}</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+</div>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aa543443cb0c96a44613255c83d593a86"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_result &gt; </td></tr>
+<tr class="memitem:aa543443cb0c96a44613255c83d593a86"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa543443cb0c96a44613255c83d593a86">stan::math::check_pos_definite</a> (const char *function, const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T_result *result)</td></tr>
+<tr class="memdesc:aa543443cb0c96a44613255c83d593a86"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified matrix is positive definite.  <a href="#aa543443cb0c96a44613255c83d593a86"></a><br/></td></tr>
+<tr class="separator:aa543443cb0c96a44613255c83d593a86"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa38f7f1aacfd755763e5b00af14ff9b6"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa38f7f1aacfd755763e5b00af14ff9b6"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa38f7f1aacfd755763e5b00af14ff9b6">stan::math::check_pos_definite</a> (const char *function, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const char *name, T *result=0)</td></tr>
+<tr class="separator:aa38f7f1aacfd755763e5b00af14ff9b6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html b/doc/api/html/math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html
new file mode 100644
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+++ b/doc/api/html/math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html
@@ -0,0 +1,159 @@
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+<a href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__CHECK_POS_DEFINITE_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="comment">// FIXME: update warnings (message has (0,0) item)</span></div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                   <span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">error_handling.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;boost/type_traits/is_unsigned.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="raise__domain__error_8hpp_source.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err__vec_8hpp_source.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__not__nan_8hpp_source.html">stan/math/error_handling/check_not_nan.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__finite_8hpp_source.html">stan/math/error_handling/check_finite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__greater_8hpp_source.html">stan/math/error_handling/check_greater.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__greater__or__equal_8hpp_source.html">stan/math/error_handling/check_greater_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__less_8hpp_source.html">stan/math/error_handling/check_less.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__less__or__equal_8hpp_source.html">stan/math/error_handling/check_less_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__bounded_8hpp_source.html">stan/math/error_handling/check_bounded.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__nonnegative_8hpp_source.html">stan/math/error_handling/check_nonnegative.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive_8hpp_source.html">stan/math/error_handling/check_positive.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__consistent__size_8hpp_source.html">stan/math/error_handling/check_consistent_size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__consistent__sizes_8hpp_source.html">stan/math/error_handling/check_consistent_sizes.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2error__handling_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
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+<a href="math_2error__handling_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_unsigned.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="raise__domain__error_8hpp.html">stan/math/error_handling/raise_domain_error.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err__vec_8hpp.html">stan/math/error_handling/dom_err_vec.hpp</a>&gt;</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/erf.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2_phi_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ac85644bbd92359d699f374adea62c643"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac85644bbd92359d699f374adea62c643"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac85644bbd92359d699f374adea62c643">stan::math::Phi</a> (const T x)</td></tr>
+<tr class="memdesc:ac85644bbd92359d699f374adea62c643"><td class="mdescLeft">&#160;</td><td class="mdescRight">The unit normal cumulative distribution function.  <a href="#ac85644bbd92359d699f374adea62c643"></a><br/></td></tr>
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+<a href="math_2functions_2_phi_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__PHI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__PHI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/erf.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac85644bbd92359d699f374adea62c643">   30</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ac85644bbd92359d699f374adea62c643" title="The unit normal cumulative distribution function.">Phi</a>(<span class="keyword">const</span> T x) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="comment">// overridden in fvar and var, so can hard-code boost versions</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="comment">// here for scalars only</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">if</span> (x &lt; -37.5)</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span> (x &lt; -5.0)</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">boost::math::erfc</a>(-<a class="code" href="namespacestan_1_1math.html#a5491e346d5a812af988f8de4a5948c88" title="The value of 1 over the square root of 2, .">INV_SQRT_2</a> * x);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span> (x &gt; 8.25)</div>
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+<div class="title">Phi_approx.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2_phi__approx_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6cf4bf2074175fd7bcde43f9f94e4d16"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a6cf4bf2074175fd7bcde43f9f94e4d16"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6cf4bf2074175fd7bcde43f9f94e4d16">stan::math::Phi_approx</a> (T x)</td></tr>
+<tr class="memdesc:a6cf4bf2074175fd7bcde43f9f94e4d16"><td class="mdescLeft">&#160;</td><td class="mdescRight">Approximation of the unit normal CDF.  <a href="#a6cf4bf2074175fd7bcde43f9f94e4d16"></a><br/></td></tr>
+<tr class="separator:a6cf4bf2074175fd7bcde43f9f94e4d16"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div><!--header-->
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+<a href="math_2functions_2_phi__approx_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__PHI_APPROX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__PHI_APPROX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">inv_logit</a>(0.07056 * <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>(x,3.0) + 1.5976 * x);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aeb4764556637084eee528b45d8eaa767"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aeb4764556637084eee528b45d8eaa767">stan::math::abs</a> (double x)</td></tr>
+<tr class="memdesc:aeb4764556637084eee528b45d8eaa767"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return floating-point absolute value.  <a href="#aeb4764556637084eee528b45d8eaa767"></a><br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__ABS_HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aeb4764556637084eee528b45d8eaa767">   19</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aeb4764556637084eee528b45d8eaa767" title="Return floating-point absolute value.">abs</a>(<span class="keywordtype">double</span> x) {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<tr class="memitem:a6ad1c484220022b3abfb79c16d1d7f72"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memdesc:a6ad1c484220022b3abfb79c16d1d7f72"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return 1 if the argument is unequal to zero and 0 otherwise.  <a href="#a6ad1c484220022b3abfb79c16d1d7f72"></a><br/></td></tr>
+<tr class="separator:a6ad1c484220022b3abfb79c16d1d7f72"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a86b5156aa25d21592dbd3624aae1ea39"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return an integer with an equivalent boolean value to specified input.  <a href="#a86b5156aa25d21592dbd3624aae1ea39"></a><br/></td></tr>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/bessel.hpp&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aebfb3835848bd8550192cd5e090d3b5a"><td class="memTemplParams" colspan="2">template&lt;typename T2 &gt; </td></tr>
+<tr class="memitem:aebfb3835848bd8550192cd5e090d3b5a"><td class="memTemplItemLeft" align="right" valign="top">T2&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aebfb3835848bd8550192cd5e090d3b5a">stan::math::bessel_first_kind</a> (const int v, const T2 z)</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_d06f81619dd9bcc28d70dd2c97937727.html">functions</a></li>  </ul>
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+<div class="title">bessel_first_kind.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/bessel.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> T2 </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aebfb3835848bd8550192cd5e090d3b5a">   11</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aebfb3835848bd8550192cd5e090d3b5a">bessel_first_kind</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> v, <span class="keyword">const</span> T2 z) { </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> boost::math::cyl_bessel_j(v,z); </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/bessel.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2bessel__second__kind_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a645ce13c6454913ec39be807751604dc"><td class="memTemplParams" colspan="2">template&lt;typename T2 &gt; </td></tr>
+<tr class="memitem:a645ce13c6454913ec39be807751604dc"><td class="memTemplItemLeft" align="right" valign="top">T2&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a645ce13c6454913ec39be807751604dc">stan::math::bessel_second_kind</a> (const int v, const T2 z)</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_d06f81619dd9bcc28d70dd2c97937727.html">functions</a></li>  </ul>
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+<div class="title">bessel_second_kind.hpp</div>  </div>
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+<a href="math_2functions_2bessel__second__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/bessel.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> T2</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a645ce13c6454913ec39be807751604dc">   11</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a645ce13c6454913ec39be807751604dc">bessel_second_kind</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> v, <span class="keyword">const</span> T2 z) { </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> boost::math::cyl_neumann(v,z); </div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">binary_log_loss.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2binary__log__loss_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:add2a043f562537b8cc57bb35780ac5b5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:add2a043f562537b8cc57bb35780ac5b5"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5">stan::math::binary_log_loss</a> (const int y, const T y_hat)</td></tr>
+<tr class="memdesc:add2a043f562537b8cc57bb35780ac5b5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log loss function for binary classification with specified reference and response values.  <a href="#add2a043f562537b8cc57bb35780ac5b5"></a><br/></td></tr>
+<tr class="separator:add2a043f562537b8cc57bb35780ac5b5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">binary_log_loss.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2binary__log__loss_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__BINARY_LOG_LOSS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__BINARY_LOG_LOSS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5">   26</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5" title="Returns the log loss function for binary classification with specified reference and response values...">binary_log_loss</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> y, <span class="keyword">const</span> T y_hat) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keywordflow">return</span> -<a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(y ? y_hat : (1.0 - y_hat));</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2binomial__coefficient__log_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a27dad23d38c6d5e74c65e7571c70272e"><td class="memTemplParams" colspan="2">template&lt;typename T_N , typename T_n &gt; </td></tr>
+<tr class="memitem:a27dad23d38c6d5e74c65e7571c70272e"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_N, T_n &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e">stan::math::binomial_coefficient_log</a> (const T_N N, const T_n n)</td></tr>
+<tr class="memdesc:a27dad23d38c6d5e74c65e7571c70272e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of the binomial coefficient for the specified arguments.  <a href="#a27dad23d38c6d5e74c65e7571c70272e"></a><br/></td></tr>
+<tr class="separator:a27dad23d38c6d5e74c65e7571c70272e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">binomial_coefficient_log.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2binomial__coefficient__log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__BINOMIAL_COEFFICIENT_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__BINOMIAL_COEFFICIENT_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_N, <span class="keyword">typename</span> T_n&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_N, T_n&gt;::type</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e">   31</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">binomial_coefficient_log</a>(<span class="keyword">const</span> T_N N, <span class="keyword">const</span> T_n n) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> cutoff = 1000;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">if</span> ((N &lt; cutoff) || (N - n &lt; cutoff)) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(N + 1.0) - <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(n + 1.0) - <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(N - n + 1.0);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> n * <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(N - n) + (N + 0.5) * <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(N/(N-n))</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          + 1/(12*N) - n - 1/(12*(N-n)) - <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(n + 1.0);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
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+<a href="math_2functions_2dot__self_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__DOT_SELF_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2exp2_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a0ef734d7c3b8ebd689012295bf826e94"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a0ef734d7c3b8ebd689012295bf826e94"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0ef734d7c3b8ebd689012295bf826e94">stan::math::exp2</a> (const T y)</td></tr>
+<tr class="memdesc:a0ef734d7c3b8ebd689012295bf826e94"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the exponent base 2 of the specified argument (C99).  <a href="#a0ef734d7c3b8ebd689012295bf826e94"></a><br/></td></tr>
+<tr class="separator:a0ef734d7c3b8ebd689012295bf826e94"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__EXP2_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+</div>
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+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ac2df2a7019f7f68a915b3edab21921a1"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:ac2df2a7019f7f68a915b3edab21921a1"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math::falling_factorial</a> (const T1 x, const T2 n)</td></tr>
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+<a href="math_2functions_2falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__FALLING_FACTORIAL_HPP__</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2fdim_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7d2db622c0f83134b7f3ebd1eec3c1d6"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a7d2db622c0f83134b7f3ebd1eec3c1d6"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6">stan::math::fdim</a> (T1 a, T2 b)</td></tr>
+<tr class="memdesc:a7d2db622c0f83134b7f3ebd1eec3c1d6"><td class="mdescLeft">&#160;</td><td class="mdescRight">The positive difference function (C99).  <a href="#a7d2db622c0f83134b7f3ebd1eec3c1d6"></a><br/></td></tr>
+<tr class="separator:a7d2db622c0f83134b7f3ebd1eec3c1d6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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@@ -0,0 +1,123 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">fdim.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2fdim_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__FDIM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1, T2&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6" title="The positive difference function (C99).">fdim</a>(T1 a, T2 b) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">return</span> (a &gt; b) ? (a - b) : 0.0;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    } </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2fma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad8ac3f1f4f177645d84a1d6480f70d96"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , typename T3 &gt; </td></tr>
+<tr class="memitem:ad8ac3f1f4f177645d84a1d6480f70d96"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2, T3 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96">stan::math::fma</a> (const T1 a, const T2 b, const T3 c)</td></tr>
+<tr class="memdesc:ad8ac3f1f4f177645d84a1d6480f70d96"><td class="mdescLeft">&#160;</td><td class="mdescRight">The fused multiply-add operation (C99).  <a href="#ad8ac3f1f4f177645d84a1d6480f70d96"></a><br/></td></tr>
+<tr class="separator:ad8ac3f1f4f177645d84a1d6480f70d96"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2fma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__FMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__FMA_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T2,T3&gt;::type</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> (a * b) + c;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<tr class="memitem:aed411d626d4ae01a76584c454a83673f"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math::gamma_p</a> (double x, double a)</td></tr>
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+<a href="math_2functions_2gamma__p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__GAMMA_P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__GAMMA_P_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// throws domain_error if x is at pole</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">   11</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">gamma_p</a>(<span class="keywordtype">double</span> x, <span class="keywordtype">double</span> a) {</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0830ba049b81bc98ea9fbcf1eb7b4bd6"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0830ba049b81bc98ea9fbcf1eb7b4bd6">stan::math::gamma_q</a> (double x, double a)</td></tr>
+<tr class="separator:a0830ba049b81bc98ea9fbcf1eb7b4bd6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">gamma_q.hpp</div>  </div>
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+<a href="math_2functions_2gamma__q_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__GAMMA_Q_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// throws domain_error if x is at pole</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a0830ba049b81bc98ea9fbcf1eb7b4bd6">   11</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a0830ba049b81bc98ea9fbcf1eb7b4bd6">gamma_q</a>(<span class="keywordtype">double</span> x, <span class="keywordtype">double</span> a) {</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
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+<div class="title">ibeta.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/beta.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2ibeta_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af7b430ac57e75ba2d55843cd868506e1"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af7b430ac57e75ba2d55843cd868506e1">stan::math::ibeta</a> (const double a, const double b, const double x)</td></tr>
+<tr class="memdesc:af7b430ac57e75ba2d55843cd868506e1"><td class="mdescLeft">&#160;</td><td class="mdescRight">The normalized incomplete beta function of a, b, and x.  <a href="#af7b430ac57e75ba2d55843cd868506e1"></a><br/></td></tr>
+<tr class="separator:af7b430ac57e75ba2d55843cd868506e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#af7b430ac57e75ba2d55843cd868506e1">   21</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#af7b430ac57e75ba2d55843cd868506e1" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a,</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2if__else_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aa732732442d65936275d718b7286cb51"><td class="memTemplParams" colspan="2">template&lt;typename T_true , typename T_false &gt; </td></tr>
+<tr class="memitem:aa732732442d65936275d718b7286cb51"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_true, T_false &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa732732442d65936275d718b7286cb51">stan::math::if_else</a> (const bool c, const T_true y_true, const T_false y_false)</td></tr>
+<tr class="memdesc:aa732732442d65936275d718b7286cb51"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the second argument if the first argument is true and otherwise return the second argument.  <a href="#aa732732442d65936275d718b7286cb51"></a><br/></td></tr>
+<tr class="separator:aa732732442d65936275d718b7286cb51"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">if_else.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2if__else_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__IF_ELSE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__IF_ELSE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_true, <span class="keyword">typename</span> T_false&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_true,T_false&gt;::type</div>
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+<div class="title">inv.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ab64935e0bdac8227bfd9608285d4e699"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab64935e0bdac8227bfd9608285d4e699"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab64935e0bdac8227bfd9608285d4e699">stan::math::inv</a> (const T x)</td></tr>
+<tr class="separator:ab64935e0bdac8227bfd9608285d4e699"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="math_2functions_2inv_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INV_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memitem:a008bf0b6c2ab38d088b0aba5d7b10c8d"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a008bf0b6c2ab38d088b0aba5d7b10c8d">stan::math::inv_cloglog</a> (T x)</td></tr>
+<tr class="memdesc:a008bf0b6c2ab38d088b0aba5d7b10c8d"><td class="mdescLeft">&#160;</td><td class="mdescRight">The inverse complementary log-log function.  <a href="#a008bf0b6c2ab38d088b0aba5d7b10c8d"></a><br/></td></tr>
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+<a href="math_2functions_2inv__cloglog_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__INV_CLOGLOG_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;}</div>
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+Functions</h2></td></tr>
+<tr class="memitem:ad2c4834fc581f55acf8491ec3f80ecb7"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad2c4834fc581f55acf8491ec3f80ecb7"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7">stan::math::inv_logit</a> (const T a)</td></tr>
+<tr class="memdesc:ad2c4834fc581f55acf8491ec3f80ecb7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the inverse logit function applied to the argument.  <a href="#ad2c4834fc581f55acf8491ec3f80ecb7"></a><br/></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a4b4db5e98585c71cc7c14319f96e0c04"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4b4db5e98585c71cc7c14319f96e0c04"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a4b4db5e98585c71cc7c14319f96e0c04">stan::math::inv_sqrt</a> (const T x)</td></tr>
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+<div class="title">inv_sqrt.hpp</div>  </div>
+</div><!--header-->
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+<a href="math_2functions_2inv__sqrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INV_SQRT_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
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+<p><a href="math_2functions_2inv__square_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a3d2e922aa13e2dfae510fc13d86eaea3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3d2e922aa13e2dfae510fc13d86eaea3"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3d2e922aa13e2dfae510fc13d86eaea3">stan::math::inv_square</a> (const T x)</td></tr>
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+<a href="math_2functions_2inv__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__INV_SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="contents">
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+<p><a href="math_2functions_2is__uninitialized_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a40c14c26dc55a985e05695b3ff1eeef2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a40c14c26dc55a985e05695b3ff1eeef2"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a40c14c26dc55a985e05695b3ff1eeef2">stan::math::is_uninitialized</a> (T x)</td></tr>
+<tr class="memdesc:a40c14c26dc55a985e05695b3ff1eeef2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns <code>true</code> if the specified variable is uninitialized.  <a href="#a40c14c26dc55a985e05695b3ff1eeef2"></a><br/></td></tr>
+<tr class="separator:a40c14c26dc55a985e05695b3ff1eeef2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2is__uninitialized_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__IS_UNINITIALIZED_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__IS_UNINITIALIZED_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a40c14c26dc55a985e05695b3ff1eeef2">   18</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1math.html#a40c14c26dc55a985e05695b3ff1eeef2" title="Returns true if the specified variable is uninitialized.">is_uninitialized</a>(T x) {</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2lbeta_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3ccdb3f505b7db61c510e59e97b947b6"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a3ccdb3f505b7db61c510e59e97b947b6"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6">stan::math::lbeta</a> (const T1 a, const T2 b)</td></tr>
+<tr class="memdesc:a3ccdb3f505b7db61c510e59e97b947b6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of the beta function applied to the specified arguments.  <a href="#a3ccdb3f505b7db61c510e59e97b947b6"></a><br/></td></tr>
+<tr class="separator:a3ccdb3f505b7db61c510e59e97b947b6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2lbeta_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LBETA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LBETA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T2&gt;::type</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(a)</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<a href="math_2functions_2lgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// throws domain_error if x is at pole</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">   11</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">lgamma</a>(<span class="keywordtype">double</span> x) {</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
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+<p><a href="math_2functions_2lmgamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0ee0706b2cb6d2e1da2c3b6041c06a56"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a0ee0706b2cb6d2e1da2c3b6041c06a56"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0ee0706b2cb6d2e1da2c3b6041c06a56">stan::math::lmgamma</a> (const int k, T x)</td></tr>
+<tr class="memdesc:a0ee0706b2cb6d2e1da2c3b6041c06a56"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the natural logarithm of the multivariate gamma function with the speciifed dimensions and argument.  <a href="#a0ee0706b2cb6d2e1da2c3b6041c06a56"></a><br/></td></tr>
+<tr class="separator:a0ee0706b2cb6d2e1da2c3b6041c06a56"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2lmgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LMGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LMGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type result </div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;}</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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+<div class="title">log1m.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log1m_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4f92092fb8a70b31d00898bbbe769612"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a4f92092fb8a70b31d00898bbbe769612"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612">stan::math::log1m</a> (T x)</td></tr>
+<tr class="memdesc:a4f92092fb8a70b31d00898bbbe769612"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the natural logarithm of one minus the specified value.  <a href="#a4f92092fb8a70b31d00898bbbe769612"></a><br/></td></tr>
+<tr class="separator:a4f92092fb8a70b31d00898bbbe769612"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<div class="title">log1m.hpp</div>  </div>
+</div><!--header-->
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+<a href="math_2functions_2log1m_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG1M_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG1M_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">log1m</a>(T x) {</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  }</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/expm1.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log1m__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a3ce261caf05bd371c430e82a0e6389a5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3ce261caf05bd371c430e82a0e6389a5"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5">stan::math::log1m_exp</a> (const T a)</td></tr>
+<tr class="memdesc:a3ce261caf05bd371c430e82a0e6389a5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the log of 1 minus the exponential of the specified value without overflow log1m_exp(x) = log(1-exp(x)).  <a href="#a3ce261caf05bd371c430e82a0e6389a5"></a><br/></td></tr>
+<tr class="separator:a3ce261caf05bd371c430e82a0e6389a5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_d06f81619dd9bcc28d70dd2c97937727.html">functions</a></li>  </ul>
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+<div class="title">log1m_exp.hpp</div>  </div>
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+<a href="math_2functions_2log1m__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG1M_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/throw_exception.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/expm1.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5">   22</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5" title="Calculates the log of 1 minus the exponential of the specified value without overflow log1m_exp(x) = ...">log1m_exp</a>(<span class="keyword">const</span> T a) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">if</span> (a &gt;= 0)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> std::numeric_limits&lt;double&gt;::quiet_NaN();</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span> (a &gt; -0.693147)</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(-<a class="code" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">boost::math::expm1</a>(a)); <span class="comment">//0.693147 is approximatelly equal to log(2)</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">log1m</a>(<a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(a));</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log1m__inv__logit_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac7f71c696a5e0da4daab30e5f3704842"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac7f71c696a5e0da4daab30e5f3704842"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac7f71c696a5e0da4daab30e5f3704842">stan::math::log1m_inv_logit</a> (const T u)</td></tr>
+<tr class="memdesc:ac7f71c696a5e0da4daab30e5f3704842"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the natural logarithm of 1 minus the inverse logit of the specified argument.  <a href="#ac7f71c696a5e0da4daab30e5f3704842"></a><br/></td></tr>
+<tr class="separator:ac7f71c696a5e0da4daab30e5f3704842"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2log1m__inv__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG1M_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG1M_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac7f71c696a5e0da4daab30e5f3704842">   19</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ac7f71c696a5e0da4daab30e5f3704842" title="Returns the natural logarithm of 1 minus the inverse logit of the specified argument.">log1m_inv_logit</a>(<span class="keyword">const</span> T u) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span> (u &gt; 0.0)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> -u - <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<a class="code" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749" title="Return the element-wise exponentiation of the matrix or vector.">exp</a>(-u));  <span class="comment">// prevent underflow</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">return</span> -<a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<a class="code" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749" title="Return the element-wise exponentiation of the matrix or vector.">exp</a>(u));</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">log1p.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log1p_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5166d3c58ad8ce0aedbf104179888b69"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a5166d3c58ad8ce0aedbf104179888b69"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69">stan::math::log1p</a> (const T x)</td></tr>
+<tr class="memdesc:a5166d3c58ad8ce0aedbf104179888b69"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the natural logarithm of one plus the specified value.  <a href="#a5166d3c58ad8ce0aedbf104179888b69"></a><br/></td></tr>
+<tr class="separator:a5166d3c58ad8ce0aedbf104179888b69"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<div class="title">log1p.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2log1p_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG1P_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<span class="keyword">const</span> T x) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordflow">if</span> (!(x &gt;= -1.0))</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> std::numeric_limits&lt;double&gt;::quiet_NaN();</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">if</span> (x &gt; 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-9 || x &lt; -1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-9)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(1.0 + x);     <span class="comment">// direct, if distant from 1</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keywordflow">else</span> <span class="keywordflow">if</span> (x &gt; 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-16 || x &lt; -1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-16)</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">return</span> x - 0.5 * x * x;  <span class="comment">// 2nd order Taylor, if close to 1</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">else</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordflow">return</span> x;                <span class="comment">// 1st order Taylor, if very close to 1</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;}</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">log1p_exp.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log1p__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a88151def26813dec3e04c4a8b9674091"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a88151def26813dec3e04c4a8b9674091"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091">stan::math::log1p_exp</a> (const T a)</td></tr>
+<tr class="memdesc:a88151def26813dec3e04c4a8b9674091"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the log of 1 plus the exponential of the specified value without overflow.  <a href="#a88151def26813dec3e04c4a8b9674091"></a><br/></td></tr>
+<tr class="separator:a88151def26813dec3e04c4a8b9674091"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">log1p_exp.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2log1p__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG1P_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091">   26</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091" title="Calculates the log of 1 plus the exponential of the specified value without overflow.">log1p_exp</a>(<span class="keyword">const</span> T a) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="comment">// like log_sum_exp below with b=0.0; prevents underflow</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">if</span> (a &gt; 0.0)</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordflow">return</span> a + <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<a class="code" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749" title="Return the element-wise exponentiation of the matrix or vector.">exp</a>(-a)); </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<a class="code" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749" title="Return the element-wise exponentiation of the matrix or vector.">exp</a>(a));</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;}</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa25e1572bf46e3a6b9ee270f0c7e2c4d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa25e1572bf46e3a6b9ee270f0c7e2c4d"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d">stan::math::log2</a> (const T a)</td></tr>
+<tr class="memdesc:aa25e1572bf46e3a6b9ee270f0c7e2c4d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the base 2 logarithm of the argument (C99).  <a href="#aa25e1572bf46e3a6b9ee270f0c7e2c4d"></a><br/></td></tr>
+<tr class="separator:aa25e1572bf46e3a6b9ee270f0c7e2c4d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a947ba3fe3c87293f7c57395007100c79"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a947ba3fe3c87293f7c57395007100c79">stan::math::log2</a> ()</td></tr>
+<tr class="memdesc:a947ba3fe3c87293f7c57395007100c79"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return natural logarithm of two.  <a href="#a947ba3fe3c87293f7c57395007100c79"></a><br/></td></tr>
+<tr class="separator:a947ba3fe3c87293f7c57395007100c79"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="math_2functions_2log2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG2_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d" title="Returns the base 2 logarithm of the argument (C99).">log2</a>(<span class="keyword">const</span> T a) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(a) / <a class="code" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149" title="The natural logarithm of 2, .">LOG_2</a>;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a947ba3fe3c87293f7c57395007100c79">   35</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d" title="Returns the base 2 logarithm of the argument (C99).">log2</a>() {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149" title="The natural logarithm of 2, .">LOG_2</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;}</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">log_diff_exp.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">stan/math/functions/log1m_exp.hpp</a>&gt;</code><br/>
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+<p><a href="math_2functions_2log__diff__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aac1dbafd4c2a129415e86f868fc0979a"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:aac1dbafd4c2a129415e86f868fc0979a"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aac1dbafd4c2a129415e86f868fc0979a">stan::math::log_diff_exp</a> (const T1 x, const T2 y)</td></tr>
+<tr class="memdesc:aac1dbafd4c2a129415e86f868fc0979a"><td class="mdescLeft">&#160;</td><td class="mdescRight">The natural logarithm of the difference of the natural exponentiation of x1 and the natural exponentiation of x2.  <a href="#aac1dbafd4c2a129415e86f868fc0979a"></a><br/></td></tr>
+<tr class="separator:aac1dbafd4c2a129415e86f868fc0979a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2log__diff__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG_DIFF_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/throw_exception.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m__exp_8hpp.html">stan/math/functions/log1m_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T2&gt;::type</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">if</span> (x &lt;= y)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        <span class="keywordflow">return</span> std::numeric_limits&lt;double&gt;::quiet_NaN();</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
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+Functions</h2></td></tr>
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+<tr class="memitem:aa9cb2f3f6c73b2005d9e9fadbad415bf"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa9cb2f3f6c73b2005d9e9fadbad415bf">stan::math::log_falling_factorial</a> (const T1 x, const T2 n)</td></tr>
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+<a href="math_2functions_2log__falling__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG_FALLING_FACTORIAL_HPP__</span></div>
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+<tr class="memitem:ad5be889d1ef4284654a04e400f5371a7"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad5be889d1ef4284654a04e400f5371a7"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad5be889d1ef4284654a04e400f5371a7">stan::math::log_inv_logit</a> (const T &amp;u)</td></tr>
+<tr class="memdesc:ad5be889d1ef4284654a04e400f5371a7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the natural logarithm of the inverse logit of the specified argument.  <a href="#ad5be889d1ef4284654a04e400f5371a7"></a><br/></td></tr>
+<tr class="separator:ad5be889d1ef4284654a04e400f5371a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2functions_2log__inv__logit_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG_INV_LOGIT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span> (u &lt; 0.0)</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">return</span> u - <a class="code" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69" title="Return the natural logarithm of one plus the specified value.">log1p</a>(<a class="code" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749" title="Return the element-wise exponentiation of the matrix or vector.">exp</a>(u));  <span class="comment">// prevent underflow</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#endif</span></div>
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new file mode 100644
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aaf23285d755661c14ca29c3ba935b77d"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:aaf23285d755661c14ca29c3ba935b77d"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aaf23285d755661c14ca29c3ba935b77d">stan::math::log_rising_factorial</a> (const T1 x, const T2 n)</td></tr>
+<tr class="separator:aaf23285d755661c14ca29c3ba935b77d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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new file mode 100644
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+<div class="title">log_rising_factorial.hpp</div>  </div>
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+<a href="math_2functions_2log__rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG_RISING_FACTORIAL_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2log__sum__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3c5f32f7cd1a5690a697f4031df569c4"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a3c5f32f7cd1a5690a697f4031df569c4"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4">stan::math::log_sum_exp</a> (const T2 &amp;a, const T1 &amp;b)</td></tr>
+<tr class="memdesc:a3c5f32f7cd1a5690a697f4031df569c4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the log sum of exponetials without overflow.  <a href="#a3c5f32f7cd1a5690a697f4031df569c4"></a><br/></td></tr>
+<tr class="separator:a3c5f32f7cd1a5690a697f4031df569c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae5513861b48f8649938d82883b58170c"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ae5513861b48f8649938d82883b58170c"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae5513861b48f8649938d82883b58170c">stan::math::log_sum_exp</a> (const std::vector&lt; T &gt; &amp;x)</td></tr>
+<tr class="memdesc:ae5513861b48f8649938d82883b58170c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of the sum of the exponentiated values of the specified sequence of values.  <a href="#ae5513861b48f8649938d82883b58170c"></a><br/></td></tr>
+<tr class="separator:ae5513861b48f8649938d82883b58170c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<div class="title">log_sum_exp.hpp</div>  </div>
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+<a href="math_2functions_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOG_SUM_EXP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p_8hpp.html">stan/math/functions/log1p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T2&gt;::type</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> std::numeric_limits;</div>
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+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> ii = 0; ii &lt; x.size(); ii++) </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">if</span> (x[ii] != -numeric_limits&lt;double&gt;::infinity()) </div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;}</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
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+<p><a href="math_2functions_2logit_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a53342d0c2cd3a6e440c533070054aca3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a53342d0c2cd3a6e440c533070054aca3"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3">stan::math::logit</a> (const T a)</td></tr>
+<tr class="memdesc:a53342d0c2cd3a6e440c533070054aca3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the logit function applied to the argument.  <a href="#a53342d0c2cd3a6e440c533070054aca3"></a><br/></td></tr>
+<tr class="separator:a53342d0c2cd3a6e440c533070054aca3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__LOGIT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/bessel.hpp&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
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+<tr class="memitem:acafecf14b103c7c17da33368d07b1565"><td class="memTemplItemLeft" align="right" valign="top">T2&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#acafecf14b103c7c17da33368d07b1565">stan::math::modified_bessel_first_kind</a> (const int v, const T2 z)</td></tr>
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+<a href="math_2functions_2modified__bessel__first__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__MODIFIED_BESSEL_FIRST_KIND_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/bessel.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> T2 </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#acafecf14b103c7c17da33368d07b1565">   11</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#acafecf14b103c7c17da33368d07b1565">modified_bessel_first_kind</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> v, <span class="keyword">const</span> T2 z) { </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> boost::math::cyl_bessel_i(v,z); </div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">modified_bessel_second_kind.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/bessel.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2modified__bessel__second__kind_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a72ce86f3db5478cad4666c9cf1d05a6e"><td class="memTemplParams" colspan="2">template&lt;typename T2 &gt; </td></tr>
+<tr class="memitem:a72ce86f3db5478cad4666c9cf1d05a6e"><td class="memTemplItemLeft" align="right" valign="top">T2&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a72ce86f3db5478cad4666c9cf1d05a6e">stan::math::modified_bessel_second_kind</a> (const int v, const T2 z)</td></tr>
+<tr class="separator:a72ce86f3db5478cad4666c9cf1d05a6e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/math_2functions_2modified__bessel__second__kind_8hpp_source.html b/doc/api/html/math_2functions_2modified__bessel__second__kind_8hpp_source.html
new file mode 100644
index 00000000000..4d569ec27f0
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+++ b/doc/api/html/math_2functions_2modified__bessel__second__kind_8hpp_source.html
@@ -0,0 +1,125 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">modified_bessel_second_kind.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2functions_2modified__bessel__second__kind_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__MODIFIED_BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__MODIFIED_BESSEL_SECOND_KIND_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/bessel.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> T2 </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a72ce86f3db5478cad4666c9cf1d05a6e">   11</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a72ce86f3db5478cad4666c9cf1d05a6e">modified_bessel_second_kind</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> v, <span class="keyword">const</span> T2 z) { </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> boost::math::cyl_bessel_k(v,z); </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;}</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">multiply_log.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="math_2functions_2multiply__log_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab530a1792bc901bb6ade34ef3d9ef8b3"><td class="memTemplParams" colspan="2">template&lt;typename T_a , typename T_b &gt; </td></tr>
+<tr class="memitem:ab530a1792bc901bb6ade34ef3d9ef8b3"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_a, T_b &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3">stan::math::multiply_log</a> (const T_a a, const T_b b)</td></tr>
+<tr class="memdesc:ab530a1792bc901bb6ade34ef3d9ef8b3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculated the value of the first argument times log of the second argument while behaving properly with 0 inputs.  <a href="#ab530a1792bc901bb6ade34ef3d9ef8b3"></a><br/></td></tr>
+<tr class="separator:ab530a1792bc901bb6ade34ef3d9ef8b3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!--header-->
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+<a href="math_2functions_2multiply__log_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__MULTIPLY_LOG_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_a, <span class="keyword">typename</span> T_b&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_a,T_b&gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">multiply_log</a>(<span class="keyword">const</span> T_a a, <span class="keyword">const</span> T_b b) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">if</span> (b == 0.0 &amp;&amp; a == 0.0)</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keywordflow">return</span> a * <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">log</a>(b);</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;boost/math/special_functions/owens_t.hpp&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a66a7e8ebefd11e5801aab51d6ed9c9d8"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a66a7e8ebefd11e5801aab51d6ed9c9d8"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8">stan::math::owens_t</a> (const T1 &amp;h, const T2 &amp;a)</td></tr>
+<tr class="memdesc:a66a7e8ebefd11e5801aab51d6ed9c9d8"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Owen's T function of h and a.  <a href="#a66a7e8ebefd11e5801aab51d6ed9c9d8"></a><br/></td></tr>
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+<a href="math_2functions_2owens__t_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__OWENS__T_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__OWENS__T_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/owens_t.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160; </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T2&gt;::type</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
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+Functions</h2></td></tr>
+<tr class="memitem:a3c25994a9886374662f280ecba376a42"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a3c25994a9886374662f280ecba376a42"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math::rising_factorial</a> (const T1 x, const T2 n)</td></tr>
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+<a href="math_2functions_2rising__factorial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__RISING_FACTORIAL_HPP__</span></div>
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+<p><a href="math_2functions_2square_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a056b82f11f784f321bce2c5677089e24"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a056b82f11f784f321bce2c5677089e24"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24">stan::math::square</a> (const T x)</td></tr>
+<tr class="memdesc:a056b82f11f784f321bce2c5677089e24"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the square of the specified argument.  <a href="#a056b82f11f784f321bce2c5677089e24"></a><br/></td></tr>
+<tr class="separator:a056b82f11f784f321bce2c5677089e24"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>math {</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24">   22</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">square</a>(<span class="keyword">const</span> T x) {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a8fdc5e5ba8e306c2a594e928bfd62ea2"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8fdc5e5ba8e306c2a594e928bfd62ea2"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8fdc5e5ba8e306c2a594e928bfd62ea2">stan::math::step</a> (const T y)</td></tr>
+<tr class="memdesc:a8fdc5e5ba8e306c2a594e928bfd62ea2"><td class="mdescLeft">&#160;</td><td class="mdescRight">The step, or Heaviside, function.  <a href="#a8fdc5e5ba8e306c2a594e928bfd62ea2"></a><br/></td></tr>
+<tr class="separator:a8fdc5e5ba8e306c2a594e928bfd62ea2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="math_2functions_2step_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__STEP_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<a href="math_2functions_2sum_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__SUM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__SUM_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a73087d72fd937f4be66684bd2613ae6e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a73087d72fd937f4be66684bd2613ae6e"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e">stan::math::value_of</a> (const T x)</td></tr>
+<tr class="memdesc:a73087d72fd937f4be66684bd2613ae6e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of the specified scalar argument converted to a double value.  <a href="#a73087d72fd937f4be66684bd2613ae6e"></a><br/></td></tr>
+<tr class="separator:a73087d72fd937f4be66684bd2613ae6e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2d7774df98215b7d113075019d74ebbf"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:a2d7774df98215b7d113075019d74ebbf"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2d7774df98215b7d113075019d74ebbf">stan::math::value_of&lt; double &gt;</a> (const double x)</td></tr>
+<tr class="memdesc:a2d7774df98215b7d113075019d74ebbf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified argument.  <a href="#a2d7774df98215b7d113075019d74ebbf"></a><br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__VALUE_OF_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2functions_2_phi_8hpp_source.html">stan/math/functions/Phi.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2_phi__approx_8hpp_source.html">stan/math/functions/Phi_approx.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2abs_8hpp_source.html">stan/math/functions/abs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2as__bool_8hpp_source.html">stan/math/functions/as_bool.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__first__kind_8hpp_source.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2bessel__second__kind_8hpp_source.html">stan/math/functions/bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binary__log__loss_8hpp_source.html">stan/math/functions/binary_log_loss.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2digamma_8hpp_source.html">stan/math/functions/digamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="functions_2dist_8hpp_source.html">stan/math/functions/dist.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dot_8hpp_source.html">stan/math/functions/dot.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2dot__self_8hpp_source.html">stan/math/functions/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2exp2_8hpp_source.html">stan/math/functions/exp2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2falling__factorial_8hpp_source.html">stan/math/functions/falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2fdim_8hpp_source.html">stan/math/functions/fdim.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2fma_8hpp_source.html">stan/math/functions/fma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__p_8hpp_source.html">stan/math/functions/gamma_p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2gamma__q_8hpp_source.html">stan/math/functions/gamma_q.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2ibeta_8hpp_source.html">stan/math/functions/ibeta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2if__else_8hpp_source.html">stan/math/functions/if_else.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="int__step_8hpp_source.html">stan/math/functions/int_step.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv_8hpp_source.html">stan/math/functions/inv.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__cloglog_8hpp_source.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__sqrt_8hpp_source.html">stan/math/functions/inv_sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__square_8hpp_source.html">stan/math/functions/inv_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inverse__softmax_8hpp_source.html">stan/math/functions/inverse_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2is__uninitialized_8hpp_source.html">stan/math/functions/is_uninitialized.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lbeta_8hpp_source.html">stan/math/functions/lbeta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lgamma_8hpp_source.html">stan/math/functions/lgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lmgamma_8hpp_source.html">stan/math/functions/lmgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">stan/math/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__inv__logit_8hpp_source.html">stan/math/functions/log1m_inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p__exp_8hpp_source.html">stan/math/functions/log1p_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log2_8hpp_source.html">stan/math/functions/log2.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__diff__exp_8hpp_source.html">stan/math/functions/log_diff_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html">stan/math/functions/log_falling_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__inv__logit_8hpp_source.html">stan/math/functions/log_inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__rising__factorial_8hpp_source.html">stan/math/functions/log_rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">stan/math/functions/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__and_8hpp_source.html">stan/math/functions/logical_and.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__eq_8hpp_source.html">stan/math/functions/logical_eq.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__gt_8hpp_source.html">stan/math/functions/logical_gt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__gte_8hpp_source.html">stan/math/functions/logical_gte.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__lt_8hpp_source.html">stan/math/functions/logical_lt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__lte_8hpp_source.html">stan/math/functions/logical_lte.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__negation_8hpp_source.html">stan/math/functions/logical_negation.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__neq_8hpp_source.html">stan/math/functions/logical_neq.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logical__or_8hpp_source.html">stan/math/functions/logical_or.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2logit_8hpp_source.html">stan/math/functions/logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="functions_2max_8hpp_source.html">stan/math/functions/max.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="functions_2min_8hpp_source.html">stan/math/functions/min.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__first__kind_8hpp_source.html">stan/math/functions/modified_bessel_first_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2modified__bessel__second__kind_8hpp_source.html">stan/math/functions/modified_bessel_second_kind.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2owens__t_8hpp_source.html">stan/math/functions/owens_t.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2rising__factorial_8hpp_source.html">stan/math/functions/rising_factorial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="scaled__add_8hpp_source.html">stan/math/functions/scaled_add.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2step_8hpp_source.html">stan/math/functions/step.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="sub_8hpp_source.html">stan/math/functions/sub.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2sum_8hpp_source.html">stan/math/functions/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="trigamma_8hpp_source.html">stan/math/functions/trigamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2functions_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
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+<div class="title">functions.hpp</div>  </div>
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+<a href="math_2functions_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2_phi_8hpp.html">stan/math/functions/Phi.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2_phi__approx_8hpp.html">stan/math/functions/Phi_approx.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2abs_8hpp.html">stan/math/functions/abs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2as__bool_8hpp.html">stan/math/functions/as_bool.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2bessel__first__kind_8hpp.html">stan/math/functions/bessel_first_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2bessel__second__kind_8hpp.html">stan/math/functions/bessel_second_kind.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binary__log__loss_8hpp.html">stan/math/functions/binary_log_loss.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binomial__coefficient__log_8hpp.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2digamma_8hpp.html">stan/math/functions/digamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="functions_2dist_8hpp.html">stan/math/functions/dist.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dot_8hpp.html">stan/math/functions/dot.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2dot__self_8hpp.html">stan/math/functions/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2exp2_8hpp.html">stan/math/functions/exp2.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2falling__factorial_8hpp.html">stan/math/functions/falling_factorial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2fdim_8hpp.html">stan/math/functions/fdim.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2fma_8hpp.html">stan/math/functions/fma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__p_8hpp.html">stan/math/functions/gamma_p.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2gamma__q_8hpp.html">stan/math/functions/gamma_q.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2ibeta_8hpp.html">stan/math/functions/ibeta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2if__else_8hpp.html">stan/math/functions/if_else.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="int__step_8hpp.html">stan/math/functions/int_step.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv_8hpp.html">stan/math/functions/inv.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__cloglog_8hpp.html">stan/math/functions/inv_cloglog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/math_2matrix_2columns__dot__product_8hpp.html b/doc/api/html/math_2matrix_2columns__dot__product_8hpp.html
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2columns__dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6d03b34aa7329a68f31d1c7bc500c5c8"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a6d03b34aa7329a68f31d1c7bc500c5c8"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, 1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6d03b34aa7329a68f31d1c7bc500c5c8">stan::math::columns_dot_product</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="memdesc:a6d03b34aa7329a68f31d1c7bc500c5c8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified vectors.  <a href="#a6d03b34aa7329a68f31d1c7bc500c5c8"></a><br/></td></tr>
+<tr class="separator:a6d03b34aa7329a68f31d1c7bc500c5c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/math_2matrix_2columns__dot__product_8hpp_source.html b/doc/api/html/math_2matrix_2columns__dot__product_8hpp_source.html
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+<div class="title">columns_dot_product.hpp</div>  </div>
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+<a href="math_2matrix_2columns__dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__COLUMNS_DOT_PRODUCT_HPP__</span></div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;double, R2, C2&gt;&amp; v2) {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      Eigen::Matrix&lt;double, 1, C1&gt; ret(1,v1.cols());</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    </div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;}</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2columns__dot__self_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af03701ff6420231890468e9881eb9245"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:af03701ff6420231890468e9881eb9245"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, 1, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245">stan::math::columns_dot_self</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x)</td></tr>
+<tr class="memdesc:af03701ff6420231890468e9881eb9245"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of each column of a matrix with itself.  <a href="#af03701ff6420231890468e9881eb9245"></a><br/></td></tr>
+<tr class="separator:af03701ff6420231890468e9881eb9245"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">columns_dot_self.hpp</div>  </div>
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+<a href="math_2matrix_2columns__dot__self_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__COLUMNS_DOT_SELF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__COLUMNS_DOT_SELF_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;T,1,C&gt; </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245" title="Returns the dot product of each column of a matrix with itself.">columns_dot_self</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; x) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> x.colwise().squaredNorm();</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">crossprod.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2tcrossprod_8hpp_source.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2crossprod_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a62cc3a137ff3220bdd0137a52a4b9714"><td class="memItemLeft" align="right" valign="top">matrix_d&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a62cc3a137ff3220bdd0137a52a4b9714">stan::math::crossprod</a> (const matrix_d &amp;M)</td></tr>
+<tr class="memdesc:a62cc3a137ff3220bdd0137a52a4b9714"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the result of pre-multiplying a matrix by its own transpose.  <a href="#a62cc3a137ff3220bdd0137a52a4b9714"></a><br/></td></tr>
+<tr class="separator:a62cc3a137ff3220bdd0137a52a4b9714"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
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+<div class="title">crossprod.hpp</div>  </div>
+</div><!--header-->
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+<a href="math_2matrix_2crossprod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__CROSSPROD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__CROSSPROD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2tcrossprod_8hpp.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a></div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a62cc3a137ff3220bdd0137a52a4b9714">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a62cc3a137ff3220bdd0137a52a4b9714" title="Returns the result of pre-multiplying a matrix by its own transpose.">crossprod</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a>&amp; M) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a16b07b3f7d18cdb710806c5793a83d31" title="Returns the result of post-multiplying a matrix by its own transpose.">tcrossprod</a>(M.transpose());</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ab65e9ab0e6f725c7e11068b0be2af84f"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:ab65e9ab0e6f725c7e11068b0be2af84f"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab65e9ab0e6f725c7e11068b0be2af84f">stan::math::determinant</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ab65e9ab0e6f725c7e11068b0be2af84f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the determinant of the specified square matrix.  <a href="#ab65e9ab0e6f725c7e11068b0be2af84f"></a><br/></td></tr>
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+<a href="math_2matrix_2determinant_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__DETERMINANT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab65e9ab0e6f725c7e11068b0be2af84f">   18</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1math.html#ab65e9ab0e6f725c7e11068b0be2af84f" title="Returns the determinant of the specified square matrix.">determinant</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(m,<span class="stringliteral">&quot;determinant&quot;</span>);</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">return</span> m.determinant();</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
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+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a082ee76b34a2ea656d2c8ab9186c1a2b"><td class="memTemplParams" colspan="2">template&lt;int R, int C, typename T &gt; </td></tr>
+<tr class="memitem:a082ee76b34a2ea656d2c8ab9186c1a2b"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_arithmetic&lt; T &gt;<br class="typebreak"/>
+::value, Eigen::Matrix&lt; double, <br class="typebreak"/>
+R, C &gt; &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a082ee76b34a2ea656d2c8ab9186c1a2b">stan::math::divide</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;m, T c)</td></tr>
+<tr class="memdesc:a082ee76b34a2ea656d2c8ab9186c1a2b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return specified matrix divided by specified scalar.  <a href="#a082ee76b34a2ea656d2c8ab9186c1a2b"></a><br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__DIVIDE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</span> </div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C, <span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">typename</span> boost::enable_if_c&lt;boost::is_arithmetic&lt;T&gt;::value, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                Eigen::Matrix&lt;double, R, C&gt; &gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a082ee76b34a2ea656d2c8ab9186c1a2b">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a082ee76b34a2ea656d2c8ab9186c1a2b" title="Return specified matrix divided by specified scalar.">divide</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt;&amp; m,</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:af8d73851895fb151fdf79e55bf33e98e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified vectors.  <a href="#af8d73851895fb151fdf79e55bf33e98e"></a><br/></td></tr>
+<tr class="separator:af8d73851895fb151fdf79e55bf33e98e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a58da447df259e9e092e8fd910b338e1f"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a58da447df259e9e092e8fd910b338e1f">stan::math::dot_product</a> (const double *v1, const double *v2, size_t length)</td></tr>
+<tr class="memdesc:a58da447df259e9e092e8fd910b338e1f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified arrays of doubles.  <a href="#a58da447df259e9e092e8fd910b338e1f"></a><br/></td></tr>
+<tr class="separator:a58da447df259e9e092e8fd910b338e1f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab7cd93708bf432b3bd3d284958972ede"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab7cd93708bf432b3bd3d284958972ede">stan::math::dot_product</a> (const std::vector&lt; double &gt; &amp;v1, const std::vector&lt; double &gt; &amp;v2)</td></tr>
+<tr class="memdesc:ab7cd93708bf432b3bd3d284958972ede"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified arrays of doubles.  <a href="#ab7cd93708bf432b3bd3d284958972ede"></a><br/></td></tr>
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+<div class="title">dot_product.hpp</div>  </div>
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+<a href="math_2matrix_2dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__DOT_PRODUCT_HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                              <span class="keyword">const</span> std::vector&lt;double&gt;&amp; v2) {</div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memitem:ac81ab85d390fcb594884773a85fac657"><td class="memTemplParams" colspan="2">template&lt;int R, int C&gt; </td></tr>
+<tr class="memitem:ac81ab85d390fcb594884773a85fac657"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac81ab85d390fcb594884773a85fac657">stan::math::dot_self</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;v)</td></tr>
+<tr class="memdesc:ac81ab85d390fcb594884773a85fac657"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified vector with itself.  <a href="#ac81ab85d390fcb594884773a85fac657"></a><br/></td></tr>
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+<tr class="memitem:ac38f1fab5fe3e9b45c8c6e78ac3cc749"><td class="memTemplParams" colspan="2">template&lt;typename T , int Rows, int Cols&gt; </td></tr>
+<tr class="memitem:ac38f1fab5fe3e9b45c8c6e78ac3cc749"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, Rows, Cols &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749">stan::math::exp</a> (const Eigen::Matrix&lt; T, Rows, Cols &gt; &amp;m)</td></tr>
+<tr class="memdesc:ac38f1fab5fe3e9b45c8c6e78ac3cc749"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the element-wise exponentiation of the matrix or vector.  <a href="#ac38f1fab5fe3e9b45c8c6e78ac3cc749"></a><br/></td></tr>
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+<a href="math_2matrix_2exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__EXP_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2inverse_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a461598c914f5634fa5057da7a817803d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a461598c914f5634fa5057da7a817803d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a461598c914f5634fa5057da7a817803d">stan::math::inverse</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:a461598c914f5634fa5057da7a817803d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the inverse of the specified matrix.  <a href="#a461598c914f5634fa5057da7a817803d"></a><br/></td></tr>
+<tr class="separator:a461598c914f5634fa5057da7a817803d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a461598c914f5634fa5057da7a817803d">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a461598c914f5634fa5057da7a817803d" title="Returns the inverse of the specified matrix.">inverse</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; m) {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/shared_ptr.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
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+<p><a href="math_2matrix_2ldlt_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_l_d_l_t__factor.html">LDLT_factor&lt; T, R, C &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt; double, R, C &gt;</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
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+<tr class="memitem:a978022fb9cb20fd35f6e9e89ab3bc871"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
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+<tr class="separator:a306d737ee042b8f40e93713cd87fe48b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aa0261f49dc318d8ee553e378325ee3db"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">ldlt.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2matrix_2ldlt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__LDLT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__LDLT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/shared_ptr.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="class_l_d_l_t__factor.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="class_l_d_l_t__factor.html">LDLT_factor</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">   19</a></span>&#160;    <span class="keyword">class </span><a class="code" href="class_l_d_l_t__factor.html">LDLT_factor</a>&lt;double,R,C&gt; {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ab710d201cf60112e05283a2b57c3547c">   21</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ab710d201cf60112e05283a2b57c3547c">LDLT_factor</a>() : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(0) {}</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a88d83ef1c8b2536fc47c2e822aabaee2">   22</a></span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt; &amp;A)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      : <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>(0), <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>(new Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt;())</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        compute(A);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">   28</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#add76e21a65bdd840ca67d24531612573">compute</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R,C&gt; &amp;A) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(A,<span class="stringliteral">&quot;LDLT_factor&lt;double&gt;::compute&quot;</span>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a> = A.rows();</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;compute(A);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      </div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">   34</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a98215f2467d234354d398ec3e415dfce">success</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordtype">bool</span> ret;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        ret = <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;info() == Eigen::Success;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        ret = ret &amp;&amp; <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;isPositive();</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        ret = ret &amp;&amp; (<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;vectorD().array() &gt; 0).all();</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">return</span> ret;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">   42</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">log_abs_det</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;vectorD().array().log().sum();</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">   46</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#ac4f64ce4ad745b09bbb59113697760f4">inverse</a>(Eigen::Matrix&lt;double,R,C&gt; &amp;invA)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        invA.setIdentity(<a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a733553beee6dadc63ea8c537055a9e04">N_</a>);</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <a class="code" href="agrad_2rev_2matrix_2ldlt_8hpp.html#a65ac506e2dfa234b42d90ed38b481b50">_ldltP</a>-&gt;solveInPlace(invA);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      }</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Rhs&gt;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">inline</span> <span class="keyword">const</span> Eigen::internal::solve_retval&lt;Eigen::LDLT&lt; Eigen::Matrix&lt;double,R,C&gt; &gt;, Rhs&gt;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">   53</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a1974a3e67f6d9aa1d1cdfe803a7aaaef">solve</a>(<span class="keyword">const</span> Eigen::MatrixBase&lt;Rhs&gt;&amp; b)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
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+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                       <span class="keyword">const</span> stan::math::LDLT_factor&lt;T2,R2,C2&gt; &amp;A) {</div>
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+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(<a class="code" href="namespacestan_1_1math.html#a978022fb9cb20fd35f6e9e89ab3bc871">mdivide_left_ldlt</a>(A,<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(b)));</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    </div>
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+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;double,R1,C2&gt;</div>
+<div class="line"><a name="l00091"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a01d77bf4121d56b8491092164d1523ce">   91</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a68c862e90d97ea5d5552101b65978813">mdivide_right_ldlt</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,R1,C1&gt; &amp;b,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                       <span class="keyword">const</span> stan::math::LDLT_factor&lt;double,R2,C2&gt; &amp;A) {</div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <span class="keywordflow">return</span> A.solveRight(b);</div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;    </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00100"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">  100</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">log_determinant_ldlt</a>(<a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html">stan::math::LDLT_factor&lt;double,R,C&gt;</a> &amp;A) {</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">return</span> A.<a class="code" href="classstan_1_1math_1_1_l_d_l_t__factor_3_01double_00_01_r_00_01_c_01_4.html#a8c2f622cdd10422db6d9470c7799a189">log_abs_det</a>();</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    </div>
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+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;<span class="comment">     *       trace(D B^T A^-1 B)</span></div>
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+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;<span class="comment">     */</span></div>
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+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;                             <span class="keyword">const</span> stan::math::LDLT_factor&lt;double,R2,C2&gt; &amp;A,</div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      </div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    }</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    <span class="comment">/*</span></div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;<span class="comment">     * Compute the trace of an inverse quadratic form.  I.E., this computes</span></div>
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+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;<span class="comment">     */</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2,<span class="keywordtype">int</span> R3,<span class="keywordtype">int</span> C3&gt;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00129"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa0261f49dc318d8ee553e378325ee3db">  129</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aab8b4d4ddbcb7df66d3baf8394318e1e">trace_inv_quad_form_ldlt</a>(<span class="keyword">const</span> stan::math::LDLT_factor&lt;double,R2,C2&gt; &amp;A,</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;                             <span class="keyword">const</span> Eigen::Matrix&lt;double,R3,C3&gt; &amp;B)</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a>(A,B,<span class="stringliteral">&quot;trace_inv_quad_form_ldlt&quot;</span>);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">return</span> (B.transpose()*A._ldltP-&gt;solve(B)).<a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">trace</a>();</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;  }</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;}</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<p><a href="math_2matrix_2log_8hpp_source.html">Go to the source code of this file.</a></p>
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+Functions</h2></td></tr>
+<tr class="memitem:ae3e7ce33064686ec2a2591fa5d4227cf"><td class="memTemplParams" colspan="2">template&lt;typename T , int Rows, int Cols&gt; </td></tr>
+<tr class="memitem:ae3e7ce33064686ec2a2591fa5d4227cf"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, Rows, Cols &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf">stan::math::log</a> (const Eigen::Matrix&lt; T, Rows, Cols &gt; &amp;m)</td></tr>
+<tr class="memdesc:ae3e7ce33064686ec2a2591fa5d4227cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the element-wise logarithm of the matrix or vector.  <a href="#ae3e7ce33064686ec2a2591fa5d4227cf"></a><br/></td></tr>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> Rows, <span class="keywordtype">int</span> Cols&gt;</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2log__determinant_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aca29dad18932e3ca17ac52fd0238b364"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aca29dad18932e3ca17ac52fd0238b364"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364">stan::math::log_determinant</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:aca29dad18932e3ca17ac52fd0238b364"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log absolute determinant of the specified square matrix.  <a href="#aca29dad18932e3ca17ac52fd0238b364"></a><br/></td></tr>
+<tr class="separator:aca29dad18932e3ca17ac52fd0238b364"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<a href="math_2matrix_2log__determinant_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__LOG_DETERMINANT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__LOG_DETERMINANT_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364">   18</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364" title="Returns the log absolute determinant of the specified square matrix.">log_determinant</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(m,<span class="stringliteral">&quot;log_determinant&quot;</span>);</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
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+<div class="title">log_determinant_spd.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2log__determinant__spd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ae9a296d4414d0193108c70b350a05cfc"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:ae9a296d4414d0193108c70b350a05cfc"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae9a296d4414d0193108c70b350a05cfc">stan::math::log_determinant_spd</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ae9a296d4414d0193108c70b350a05cfc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the log absolute determinant of the specified square matrix.  <a href="#ae9a296d4414d0193108c70b350a05cfc"></a><br/></td></tr>
+<tr class="separator:ae9a296d4414d0193108c70b350a05cfc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">log_determinant_spd.hpp</div>  </div>
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+<a href="math_2matrix_2log__determinant__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__LOG_DETERMINANT_SPD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__LOG_DETERMINANT_SPD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ae9a296d4414d0193108c70b350a05cfc">   20</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1math.html#ae9a296d4414d0193108c70b350a05cfc" title="Returns the log absolute determinant of the specified square matrix.">log_determinant_spd</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(m,<span class="stringliteral">&quot;log_determinant_spd&quot;</span>);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment">//      Eigen::TriangularView&lt; Eigen::Matrix&lt;T,R,C&gt;, Eigen::Lower &gt; L(m.llt().matrixL());</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="comment">//      T ret(0.0);</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="comment">//      for (size_t i = 0; i &lt; L.rows(); i++)</span></div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="comment">//      return 2*ret;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keywordflow">return</span> m.ldlt().vectorD().array().log().sum();</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__sum__exp_8hpp_source.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2log__softmax_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a011a8c8bb83f9b6c700a725240be33b5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a011a8c8bb83f9b6c700a725240be33b5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5">stan::math::log_softmax</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v)</td></tr>
+<tr class="memdesc:a011a8c8bb83f9b6c700a725240be33b5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the natural logarithm of the softmax of the specified vector.  <a href="#a011a8c8bb83f9b6c700a725240be33b5"></a><br/></td></tr>
+<tr class="separator:a011a8c8bb83f9b6c700a725240be33b5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_3995d5884456238d20884a417bb53c63.html">math</a></li><li class="navelem"><a class="el" href="dir_99762ae463b7309a47de4b14a14d0e0f.html">matrix</a></li>  </ul>
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+<div class="title">log_softmax.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2matrix_2log__softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__LOG_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__LOG_SOFTMAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__sum__exp_8hpp.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__nonzero__size_8hpp.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5" title="Return the natural logarithm of the softmax of the specified vector.">log_softmax</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; v) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4" title="Calculates the log sum of exponetials without overflow.">stan::math::log_sum_exp</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a>(v,<span class="stringliteral">&quot;vector softmax&quot;</span>);</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      T z = <a class="code" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4" title="Calculates the log sum of exponetials without overflow.">log_sum_exp</a>(v);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; v.size(); ++i)</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        theta(i) = v(i) - z;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">return</span> theta;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="comment">// T sum(0.0);</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="comment">// T max_v = v.maxCoeff();</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="comment">// for (int i = 0; i &lt; v.size(); ++i)</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="comment">//   sum += exp(v(i) - max_v); // log_sum_exp trick</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">// T log_sum = log(sum);</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">// for (int i = 0; i &lt; v.size(); ++i)</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="comment">//   theta(i) = (v(i) - max_v) - log_sum;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="comment">// return theta;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;  }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;}</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">log_sum_exp.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p_8hpp_source.html">stan/math/functions/log1p.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2log__sum__exp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6205ce595af6efac8746bd83b2b761da"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a6205ce595af6efac8746bd83b2b761da"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6205ce595af6efac8746bd83b2b761da">stan::math::log_sum_exp</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x)</td></tr>
+<tr class="memdesc:a6205ce595af6efac8746bd83b2b761da"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of the sum of the exponentiated values of the specified matrix of values.  <a href="#a6205ce595af6efac8746bd83b2b761da"></a><br/></td></tr>
+<tr class="separator:a6205ce595af6efac8746bd83b2b761da"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2log__sum__exp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__LOG_SUM_EXP_HPP__</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">mdivide_left.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promote__common_8hpp_source.html">stan/math/matrix/promote_common.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__left_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a7266758367e8260b2afbfaeea7d5b418"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a7266758367e8260b2afbfaeea7d5b418"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418">stan::math::mdivide_left</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="memdesc:a7266758367e8260b2afbfaeea7d5b418"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b.  <a href="#a7266758367e8260b2afbfaeea7d5b418"></a><br/></td></tr>
+<tr class="separator:a7266758367e8260b2afbfaeea7d5b418"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2mdivide__left_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_LEFT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;}</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">mdivide_left_spd.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promote__common_8hpp_source.html">stan/math/matrix/promote_common.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__left__spd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a0c8c6e72f1cbf2b73008d4fc98de1abe"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a0c8c6e72f1cbf2b73008d4fc98de1abe"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0c8c6e72f1cbf2b73008d4fc98de1abe">stan::math::mdivide_left_spd</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="memdesc:a0c8c6e72f1cbf2b73008d4fc98de1abe"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b where A is symmetric positive definite.  <a href="#a0c8c6e72f1cbf2b73008d4fc98de1abe"></a><br/></td></tr>
+<tr class="separator:a0c8c6e72f1cbf2b73008d4fc98de1abe"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">mdivide_left_spd.hpp</div>  </div>
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+<a href="math_2matrix_2mdivide__left__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_LEFT_SPD_HPP__</span></div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;}</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">mdivide_left_tri.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promote__common_8hpp_source.html">stan/math/matrix/promote_common.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__left__tri_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac9ffa799f8af2cd4941cbd2506bc4573"><td class="memTemplParams" colspan="2">template&lt;int TriView, typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ac9ffa799f8af2cd4941cbd2506bc4573"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac9ffa799f8af2cd4941cbd2506bc4573">stan::math::mdivide_left_tri</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="memdesc:ac9ffa799f8af2cd4941cbd2506bc4573"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b when A is triangular.  <a href="#ac9ffa799f8af2cd4941cbd2506bc4573"></a><br/></td></tr>
+<tr class="separator:ac9ffa799f8af2cd4941cbd2506bc4573"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a58dbd828faf06c2ef74152367f749ca4"><td class="memTemplParams" colspan="2">template&lt;int TriView, typename T , int R1, int C1&gt; </td></tr>
+<tr class="memitem:a58dbd828faf06c2ef74152367f749ca4"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a58dbd828faf06c2ef74152367f749ca4">stan::math::mdivide_left_tri</a> (const Eigen::Matrix&lt; T, R1, C1 &gt; &amp;A)</td></tr>
+<tr class="memdesc:a58dbd828faf06c2ef74152367f749ca4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b when A is triangular and b=I.  <a href="#a58dbd828faf06c2ef74152367f749ca4"></a><br/></td></tr>
+<tr class="separator:a58dbd828faf06c2ef74152367f749ca4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+</div>
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+<div class="title">mdivide_left_tri.hpp</div>  </div>
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+<a href="math_2matrix_2mdivide__left__tri_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_LEFT_TRI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_LEFT_TRI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> TriView, <span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;              <span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        .<span class="keyword">template</span> triangularView&lt;TriView&gt;()</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        .solve( <a class="code" href="namespacestan_1_1math.html#a91458631115a8d1cf29298431f745556">promote_common</a>&lt;Eigen::Matrix&lt;T1,R2,C2&gt;,</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="keyword">inline</span> </div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(A,<span class="stringliteral">&quot;mdivide_left_tri&quot;</span>);</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordtype">int</span> n = A.rows();</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      b.setIdentity(n,n);</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      A.template triangularView&lt;TriView&gt;().solveInPlace(b);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">return</span> b;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;}</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a199a9357715dff8b9a3bae8cc1bb4aa5"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a199a9357715dff8b9a3bae8cc1bb4aa5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">stan::math::mdivide_left_tri_low</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;A, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;b)</td></tr>
+<tr class="separator:a199a9357715dff8b9a3bae8cc1bb4aa5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae8391d23da9e29f3420fdb89116e83cd"><td class="memTemplParams" colspan="2">template&lt;typename T , int R1, int C1&gt; </td></tr>
+<tr class="memitem:ae8391d23da9e29f3420fdb89116e83cd"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R1, C1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae8391d23da9e29f3420fdb89116e83cd">stan::math::mdivide_left_tri_low</a> (const Eigen::Matrix&lt; T, R1, C1 &gt; &amp;A)</td></tr>
+<tr class="separator:ae8391d23da9e29f3420fdb89116e83cd"><td class="memSeparator" colspan="2">&#160;</td></tr>
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diff --git a/doc/api/html/math_2matrix_2mdivide__left__tri__low_8hpp_source.html b/doc/api/html/math_2matrix_2mdivide__left__tri__low_8hpp_source.html
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@@ -0,0 +1,149 @@
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+<div class="title">mdivide_left_tri_low.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2matrix_2mdivide__left__tri__low_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_LEFT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_LEFT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri_8hpp.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    R1,C2&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">   15</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">mdivide_left_tri_low</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt; &amp;A,</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt; &amp;b) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">//      stan::math::validate_square(A,&quot;mdivide_left_tri_low/2&quot;);</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment">//      stan::math::validate_multiplicable(A,b,&quot;mdivide_left_tri_low&quot;);</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment">//      return promote_common&lt;Eigen::Matrix&lt;T1,R1,C1&gt;,</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment">//      Eigen::Matrix&lt;T2,R1,C1&gt; &gt;(A)</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment">//      .template triangularView&lt;Eigen::Lower&gt;()</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment">//      .solve( promote_common&lt;Eigen::Matrix&lt;T1,R2,C2&gt;,</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment">//             Eigen::Matrix&lt;T2,R2,C2&gt; &gt;(b) );</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keywordflow">return</span> mdivide_left_tri&lt;Eigen::Lower,T1,T2,R1,C1,R2,C2&gt;(A,b);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    Eigen::Matrix&lt;T,R1,C1&gt;</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ae8391d23da9e29f3420fdb89116e83cd">   29</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">mdivide_left_tri_low</a>(<span class="keyword">const</span> </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                         Eigen::Matrix&lt;T,R1,C1&gt; &amp;A) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="comment">//      stan::math::validate_square(A,&quot;mdivide_left_tri_low/1&quot;);</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="comment">//      int n = A.rows();</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="comment">//      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; b;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="comment">//      b.setIdentity(n,n);</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="comment">//      A.template triangularView&lt;Eigen::Lower&gt;().solveInPlace(b);</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="comment">//      return b;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">return</span> mdivide_left_tri&lt;Eigen::Lower,T,R1,C1&gt;(A);</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;  }</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;}</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left_8hpp_source.html">stan/math/matrix/mdivide_left.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__right_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5efba9dddcf77889b66c1210ba55cf5f"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a5efba9dddcf77889b66c1210ba55cf5f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f">stan::math::mdivide_right</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;b, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;A)</td></tr>
+<tr class="memdesc:a5efba9dddcf77889b66c1210ba55cf5f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b.  <a href="#a5efba9dddcf77889b66c1210ba55cf5f"></a><br/></td></tr>
+<tr class="separator:a5efba9dddcf77889b66c1210ba55cf5f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2mdivide__right_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_RIGHT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_RIGHT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left_8hpp.html">stan/math/matrix/mdivide_left.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f" title="Returns the solution of the system Ax=b.">mdivide_right</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt; &amp;b,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                  <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt; &amp;A) {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a>(b,A,<span class="stringliteral">&quot;mdivide_right&quot;</span>);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="comment">// FIXME: This is nice and general but likely slow.</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(<a class="code" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418" title="Returns the solution of the system Ax=b.">mdivide_left</a>(<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(A),<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(b)));</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="comment">//      return promote_common&lt;Eigen::Matrix&lt;T1,R2,C2&gt;,</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="comment">//                            Eigen::Matrix&lt;T2,R2,C2&gt; &gt;(A)</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="comment">//        .transpose()</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="comment">//        .lu()</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="comment">//        .solve(promote_common&lt;Eigen::Matrix&lt;T1,R1,C1&gt;,</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="comment">//                              Eigen::Matrix&lt;T2,R1,C1&gt; &gt;(b)</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="comment">//               .transpose())</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="comment">//        .transpose();</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;  }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">mdivide_right_tri_low.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mdivide__right__tri_8hpp_source.html">stan/math/matrix/mdivide_right_tri.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promote__common_8hpp_source.html">stan/math/matrix/promote_common.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2mdivide__right__tri__low_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a09f35fbeab4d8ff311ce77d91492e26b"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a09f35fbeab4d8ff311ce77d91492e26b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a09f35fbeab4d8ff311ce77d91492e26b">stan::math::mdivide_right_tri_low</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;b, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;A)</td></tr>
+<tr class="memdesc:a09f35fbeab4d8ff311ce77d91492e26b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system tri(A)x=b when tri(A) is a lower triangular view of the matrix A.  <a href="#a09f35fbeab4d8ff311ce77d91492e26b"></a><br/></td></tr>
+<tr class="separator:a09f35fbeab4d8ff311ce77d91492e26b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2mdivide__right__tri__low_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_RIGHT_TRI_LOW_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_RIGHT_TRI_LOW_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2,<span class="keywordtype">int</span> C2&gt;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a09f35fbeab4d8ff311ce77d91492e26b">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a09f35fbeab4d8ff311ce77d91492e26b" title="Returns the solution of the system tri(A)x=b when tri(A) is a lower triangular view of the matrix A...">mdivide_right_tri_low</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt; &amp;b,</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt; &amp;A) {</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        (promote_common&lt;Eigen::Matrix&lt;T1,R1,C1&gt;,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;         Eigen::Matrix&lt;T2,R1,C1&gt; &gt;(b),</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;         Eigen::Matrix&lt;T2,R2,C2&gt; &gt;(A));</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;}</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2multiply_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a919d4a6495c489841df3d0423200b147"><td class="memTemplParams" colspan="2">template&lt;int R, int C, typename T &gt; </td></tr>
+<tr class="memitem:a919d4a6495c489841df3d0423200b147"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_arithmetic&lt; T &gt;<br class="typebreak"/>
+::value, Eigen::Matrix&lt; double, <br class="typebreak"/>
+R, C &gt; &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147">stan::math::multiply</a> (const Eigen::Matrix&lt; double, R, C &gt; &amp;m, T c)</td></tr>
+<tr class="memdesc:a919d4a6495c489841df3d0423200b147"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return specified matrix multiplied by specified scalar.  <a href="#a919d4a6495c489841df3d0423200b147"></a><br/></td></tr>
+<tr class="separator:a919d4a6495c489841df3d0423200b147"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5a2b6dbfb5543b73dac8496091745ec1"><td class="memTemplParams" colspan="2">template&lt;int R, int C, typename T &gt; </td></tr>
+<tr class="memitem:a5a2b6dbfb5543b73dac8496091745ec1"><td class="memTemplItemLeft" align="right" valign="top">boost::enable_if_c<br class="typebreak"/>
+&lt; boost::is_arithmetic&lt; T &gt;<br class="typebreak"/>
+::value, Eigen::Matrix&lt; double, <br class="typebreak"/>
+R, C &gt; &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5a2b6dbfb5543b73dac8496091745ec1">stan::math::multiply</a> (T c, const Eigen::Matrix&lt; double, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a5a2b6dbfb5543b73dac8496091745ec1"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return specified scalar multiplied by specified matrix.  <a href="#a5a2b6dbfb5543b73dac8496091745ec1"></a><br/></td></tr>
+<tr class="separator:a5a2b6dbfb5543b73dac8496091745ec1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7c72cdca253e0230e0dbd19400781b5c"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a7c72cdca253e0230e0dbd19400781b5c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7c72cdca253e0230e0dbd19400781b5c">stan::math::multiply</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;m1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;m2)</td></tr>
+<tr class="memdesc:a7c72cdca253e0230e0dbd19400781b5c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the product of the specified matrices.  <a href="#a7c72cdca253e0230e0dbd19400781b5c"></a><br/></td></tr>
+<tr class="separator:a7c72cdca253e0230e0dbd19400781b5c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6e67698775aaac248efa49b646ca2a51"><td class="memTemplParams" colspan="2">template&lt;int C1, int R2&gt; </td></tr>
+<tr class="memitem:a6e67698775aaac248efa49b646ca2a51"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6e67698775aaac248efa49b646ca2a51">stan::math::multiply</a> (const Eigen::Matrix&lt; double, 1, C1 &gt; &amp;rv, const Eigen::Matrix&lt; double, R2, 1 &gt; &amp;v)</td></tr>
+<tr class="memdesc:a6e67698775aaac248efa49b646ca2a51"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the scalar product of the specified row vector and specified column vector.  <a href="#a6e67698775aaac248efa49b646ca2a51"></a><br/></td></tr>
+<tr class="separator:a6e67698775aaac248efa49b646ca2a51"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2multiply_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MULTIPLY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MULTIPLY_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</span> </div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C, <span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                                Eigen::Matrix&lt;double, R, C&gt; &gt;::type</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">multiply</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double, R, C&gt;&amp; m,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;             T c) {</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="comment">// FIXME:  apply above pattern everywhere below to remove</span></div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                                <span class="keyword">const</span> Eigen::Matrix&lt;double,R2,C2&gt;&amp; m2) {</div>
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+<div class="line"><a name="l00078"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a6e67698775aaac248efa49b646ca2a51">   78</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">multiply</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,1,C1&gt;&amp; rv,</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                           <span class="keyword">const</span> Eigen::Matrix&lt;double,R2,1&gt;&amp; v) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">stan::math::validate_matching_sizes</a>(rv,v,<span class="stringliteral">&quot;multiply&quot;</span>);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (rv.size() != v.size()) </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;rv.size() != v.size()&quot;</span>);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">return</span> rv.dot(v);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    }</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;  }</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;}</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<tr class="memitem:a3c0c953951f141b35277fe2308777cff"><td class="memItemLeft" align="right" valign="top">matrix_d&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff">stan::math::multiply_lower_tri_self_transpose</a> (const matrix_d &amp;L)</td></tr>
+<tr class="memdesc:a3c0c953951f141b35277fe2308777cff"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the result of multiplying the lower triangular portion of the input matrix by its own transpose.  <a href="#a3c0c953951f141b35277fe2308777cff"></a><br/></td></tr>
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+</div><!--header-->
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+<a href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MULTIPLY_LOWER_TRI_SELF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MULTIPLY_LOWER_TRI_SELF_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a></div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">multiply_lower_tri_self_transpose</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a>&amp; L) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">if</span> (L.rows() == 0)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a>(0,0);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span> (L.rows() == 1) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a> result(1,1);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        result(0,0) = L(0,0) * L(0,0);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="comment">// FIXME:  write custom following agrad/matrix because can&#39;t get L_tri into</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="comment">// multiplication as no template support for tri * tri</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">matrix_d</a> L_tri = L.transpose().triangularView&lt;Eigen::Upper&gt;();</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">return</span> L.triangularView&lt;Eigen::Lower&gt;() * L_tri;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;}</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">quad_form.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2quad__form_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a376cbe31002df6a319da4caaaeb8598c"><td class="memTemplParams" colspan="2">template&lt;int RA, int CA, int RB, int CB&gt; </td></tr>
+<tr class="memitem:a376cbe31002df6a319da4caaaeb8598c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, CB, CB &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a376cbe31002df6a319da4caaaeb8598c">stan::math::quad_form</a> (const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, CB &gt; &amp;B)</td></tr>
+<tr class="memdesc:a376cbe31002df6a319da4caaaeb8598c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute B^T A B.  <a href="#a376cbe31002df6a319da4caaaeb8598c"></a><br/></td></tr>
+<tr class="separator:a376cbe31002df6a319da4caaaeb8598c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0e0213e916c2185844b48eea25312e86"><td class="memTemplParams" colspan="2">template&lt;int RA, int CA, int RB&gt; </td></tr>
+<tr class="memitem:a0e0213e916c2185844b48eea25312e86"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0e0213e916c2185844b48eea25312e86">stan::math::quad_form</a> (const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, 1 &gt; &amp;B)</td></tr>
+<tr class="separator:a0e0213e916c2185844b48eea25312e86"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2cc753af413f715d82b992aae8b10fde"><td class="memTemplParams" colspan="2">template&lt;int RA, int CA, int RB, int CB&gt; </td></tr>
+<tr class="memitem:a2cc753af413f715d82b992aae8b10fde"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, CB, CB &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2cc753af413f715d82b992aae8b10fde">stan::math::quad_form_sym</a> (const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, CB &gt; &amp;B)</td></tr>
+<tr class="separator:a2cc753af413f715d82b992aae8b10fde"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9355d4e6239f0bb06e0b8d2302f37af4"><td class="memTemplParams" colspan="2">template&lt;int RA, int CA, int RB&gt; </td></tr>
+<tr class="memitem:a9355d4e6239f0bb06e0b8d2302f37af4"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9355d4e6239f0bb06e0b8d2302f37af4">stan::math::quad_form_sym</a> (const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, 1 &gt; &amp;B)</td></tr>
+<tr class="separator:a9355d4e6239f0bb06e0b8d2302f37af4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">quad_form.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="math_2matrix_2quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__symmetric_8hpp.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> RA,<span class="keywordtype">int</span> CA,<span class="keywordtype">int</span> RB,<span class="keywordtype">int</span> CB&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;double,CB,CB&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a376cbe31002df6a319da4caaaeb8598c">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a376cbe31002df6a319da4caaaeb8598c" title="Compute B^T A B.">quad_form</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,RA,CA&gt; &amp;A,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;B)</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">validate_square</a>(A,<span class="stringliteral">&quot;quad_form&quot;</span>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">validate_multiplicable</a>(A,B,<span class="stringliteral">&quot;quad_form&quot;</span>);</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      Eigen::Matrix&lt;double,CB,CB&gt; ret(B.transpose()*A*B);</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2rows__dot__product_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6e1fb33918f8c4e61cc7709905db012c"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a6e1fb33918f8c4e61cc7709905db012c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, R1, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6e1fb33918f8c4e61cc7709905db012c">stan::math::rows_dot_product</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="memdesc:a6e1fb33918f8c4e61cc7709905db012c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of the specified vectors.  <a href="#a6e1fb33918f8c4e61cc7709905db012c"></a><br/></td></tr>
+<tr class="separator:a6e1fb33918f8c4e61cc7709905db012c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">rows_dot_product.hpp</div>  </div>
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+<a href="math_2matrix_2rows__dot__product_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ROWS_DOT_PRODUCT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2rows__dot__self_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a7b071fe169e76df6dc2a49c85ec28b2f"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a7b071fe169e76df6dc2a49c85ec28b2f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7b071fe169e76df6dc2a49c85ec28b2f">stan::math::rows_dot_self</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x)</td></tr>
+<tr class="memdesc:a7b071fe169e76df6dc2a49c85ec28b2f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the dot product of each row of a matrix with itself.  <a href="#a7b071fe169e76df6dc2a49c85ec28b2f"></a><br/></td></tr>
+<tr class="separator:a7b071fe169e76df6dc2a49c85ec28b2f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="math_2matrix_2rows__dot__self_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ROWS_DOT_SELF_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__ROWS_DOT_SELF_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T,<span class="keywordtype">int</span> R,<span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;T,R,1&gt; </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a7b071fe169e76df6dc2a49c85ec28b2f">   16</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a7b071fe169e76df6dc2a49c85ec28b2f" title="Returns the dot product of each row of a matrix with itself.">rows_dot_self</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; x) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keywordflow">return</span> x.rowwise().squaredNorm();</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2variance_8hpp_source.html">stan/math/matrix/variance.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a34fd02fe795ea38c98f4a02befed309f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a34fd02fe795ea38c98f4a02befed309f"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a34fd02fe795ea38c98f4a02befed309f">stan::math::sd</a> (const std::vector&lt; T &gt; &amp;v)</td></tr>
+<tr class="memdesc:a34fd02fe795ea38c98f4a02befed309f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the unbiased sample standard deviation of the coefficients in the specified column vector.  <a href="#a34fd02fe795ea38c98f4a02befed309f"></a><br/></td></tr>
+<tr class="separator:a34fd02fe795ea38c98f4a02befed309f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8e1cb72c1528f0ff383033c642341147"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a8e1cb72c1528f0ff383033c642341147"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8e1cb72c1528f0ff383033c642341147">stan::math::sd</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a8e1cb72c1528f0ff383033c642341147"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the unbiased sample standard deviation of the coefficients in the specified vector, row vector, or matrix.  <a href="#a8e1cb72c1528f0ff383033c642341147"></a><br/></td></tr>
+<tr class="separator:a8e1cb72c1528f0ff383033c642341147"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2sd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__SD_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2variance_8hpp.html">stan/math/matrix/variance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__nonzero__size_8hpp.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">// FIXME: redundant with test in variance; second line saves sqrt</span></div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a724679c01caa9ae44c146fe8019ddcf6"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a724679c01caa9ae44c146fe8019ddcf6"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6">stan::math::softmax</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v)</td></tr>
+<tr class="memdesc:a724679c01caa9ae44c146fe8019ddcf6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the softmax of the specified vector.  <a href="#a724679c01caa9ae44c146fe8019ddcf6"></a><br/></td></tr>
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+<a href="math_2matrix_2softmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SOFTMAX_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; v.size(); ++i) {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        sum += theta(i);              <span class="comment">// extra work vs. sum() w. auto-diff</span></div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; v.size(); ++i)</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">return</span> theta;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;  }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;}</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;algorithm&gt;</code><br/>
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+<p><a href="math_2matrix_2sort_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a80f5418b16ea26e9bc6d2a8f9b764897"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a80f5418b16ea26e9bc6d2a8f9b764897"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a80f5418b16ea26e9bc6d2a8f9b764897">stan::math::sort_asc</a> (std::vector&lt; T &gt; xs)</td></tr>
+<tr class="memdesc:a80f5418b16ea26e9bc6d2a8f9b764897"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified standard vector in ascending order.  <a href="#a80f5418b16ea26e9bc6d2a8f9b764897"></a><br/></td></tr>
+<tr class="separator:a80f5418b16ea26e9bc6d2a8f9b764897"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab0b2712eab9b95535c0589455ed11cfc"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab0b2712eab9b95535c0589455ed11cfc"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab0b2712eab9b95535c0589455ed11cfc">stan::math::sort_desc</a> (std::vector&lt; T &gt; xs)</td></tr>
+<tr class="memdesc:ab0b2712eab9b95535c0589455ed11cfc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified standard vector in descending order.  <a href="#ab0b2712eab9b95535c0589455ed11cfc"></a><br/></td></tr>
+<tr class="separator:ab0b2712eab9b95535c0589455ed11cfc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aea0d013ec0a699e61dd74f32aa722fa0"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aea0d013ec0a699e61dd74f32aa722fa0"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aea0d013ec0a699e61dd74f32aa722fa0">stan::math::sort_asc</a> (Eigen::Matrix&lt; T, R, C &gt; xs)</td></tr>
+<tr class="memdesc:aea0d013ec0a699e61dd74f32aa722fa0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified eigen vector in ascending order.  <a href="#aea0d013ec0a699e61dd74f32aa722fa0"></a><br/></td></tr>
+<tr class="separator:aea0d013ec0a699e61dd74f32aa722fa0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a13ae8cd1155e8c4c684efb4405a1e277"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a13ae8cd1155e8c4c684efb4405a1e277"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a13ae8cd1155e8c4c684efb4405a1e277">stan::math::sort_desc</a> (Eigen::Matrix&lt; T, R, C &gt; xs)</td></tr>
+<tr class="memdesc:a13ae8cd1155e8c4c684efb4405a1e277"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified eigen vector in descending order.  <a href="#a13ae8cd1155e8c4c684efb4405a1e277"></a><br/></td></tr>
+<tr class="separator:a13ae8cd1155e8c4c684efb4405a1e277"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2sort_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SORT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__SORT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span>    <span class="comment">// std::sort</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;functional&gt;</span>   <span class="comment">// std::greater</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;   </div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      std::sort(xs.data(), xs.data()+xs.size(), std::greater&lt;T&gt;());</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    </div>
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+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;}</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+</div>
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+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa870be227ae57e703770592d7d5d3a22"><td class="memTemplParams" colspan="2">template&lt;int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:aa870be227ae57e703770592d7d5d3a22"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa870be227ae57e703770592d7d5d3a22">stan::math::squared_dist</a> (const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="memdesc:aa870be227ae57e703770592d7d5d3a22"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the squared distance between the specified vectors.  <a href="#aa870be227ae57e703770592d7d5d3a22"></a><br/></td></tr>
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+<a href="math_2matrix_2squared__dist_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SQUARED_DIST_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__vector_8hpp.html">stan/math/matrix/validate_vector.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__sizes_8hpp.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1,<span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa870be227ae57e703770592d7d5d3a22">   21</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#aa870be227ae57e703770592d7d5d3a22" title="Returns the squared distance between the specified vectors.">squared_dist</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double, R1, C1&gt;&amp; v1, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                               <span class="keyword">const</span> Eigen::Matrix&lt;double, R2, C2&gt;&amp; v2) {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a883b9b83e5ca3d865f9dcf26d57a69fe">validate_vector</a>(v1,<span class="stringliteral">&quot;squared_dist&quot;</span>);</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">validate_matching_sizes</a>(v1,v2,<span class="stringliteral">&quot;squared_dist&quot;</span>);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">if</span> (v1.rows() != v2.rows())</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">return</span> (v1.transpose()-v2).squaredNorm();</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">return</span> (v1-v2).squaredNorm();</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<tr class="memitem:ad9c9057d71cf2795d0042f665c0f89c1"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<a href="math_2matrix_2stan__print_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__STAN_PRINT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__STAN_PRINT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="comment">// prints used in generator for print() statements in modeling language</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a7c14b7fd70050f03a07fdf73a1df06d2">   12</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a7c14b7fd70050f03a07fdf73a1df06d2">stan_print</a>(std::ostream* o, <span class="keyword">const</span> T&amp; x) {</div>
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+<div class="title">sum.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2sum_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a1efee0b4f8879a114af50b7e9802745c"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1efee0b4f8879a114af50b7e9802745c"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1efee0b4f8879a114af50b7e9802745c">stan::math::sum</a> (const std::vector&lt; T &gt; &amp;xs)</td></tr>
+<tr class="memdesc:a1efee0b4f8879a114af50b7e9802745c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sum of the values in the specified standard vector.  <a href="#a1efee0b4f8879a114af50b7e9802745c"></a><br/></td></tr>
+<tr class="separator:a1efee0b4f8879a114af50b7e9802745c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a44c32c2d7e895378feb11c99091765ad"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a44c32c2d7e895378feb11c99091765ad"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a44c32c2d7e895378feb11c99091765ad">stan::math::sum</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;v)</td></tr>
+<tr class="memdesc:a44c32c2d7e895378feb11c99091765ad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sum of the coefficients of the specified column vector.  <a href="#a44c32c2d7e895378feb11c99091765ad"></a><br/></td></tr>
+<tr class="separator:a44c32c2d7e895378feb11c99091765ad"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="math_2matrix_2sum_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SUM_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;   </div>
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+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_2tcrossprod_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:a16b07b3f7d18cdb710806c5793a83d31"><td class="memItemLeft" align="right" valign="top">matrix_d&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a16b07b3f7d18cdb710806c5793a83d31">stan::math::tcrossprod</a> (const matrix_d &amp;M)</td></tr>
+<tr class="memdesc:a16b07b3f7d18cdb710806c5793a83d31"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the result of post-multiplying a matrix by its own transpose.  <a href="#a16b07b3f7d18cdb710806c5793a83d31"></a><br/></td></tr>
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+<a href="math_2matrix_2tcrossprod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TCROSSPROD_HPP__</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          .selfadjointView&lt;Eigen::Upper&gt;()</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a09d402800ee27ba77d03dc3ec365d22e"><td class="memTemplParams" colspan="2">template&lt;int RD, int CD, int RA, int CA, int RB, int CB&gt; </td></tr>
+<tr class="memitem:a09d402800ee27ba77d03dc3ec365d22e"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a09d402800ee27ba77d03dc3ec365d22e">stan::math::trace_gen_quad_form</a> (const Eigen::Matrix&lt; double, RD, CD &gt; &amp;D, const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, CB &gt; &amp;B)</td></tr>
+<tr class="memdesc:a09d402800ee27ba77d03dc3ec365d22e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute trace(D B^T A B).  <a href="#a09d402800ee27ba77d03dc3ec365d22e"></a><br/></td></tr>
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+<a href="math_2matrix_2trace__gen__quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TRACE_GEN_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__TRACE_GEN_QUAD_FORM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> RD,<span class="keywordtype">int</span> CD,<span class="keywordtype">int</span> RA,<span class="keywordtype">int</span> CA,<span class="keywordtype">int</span> RB,<span class="keywordtype">int</span> CB&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a09d402800ee27ba77d03dc3ec365d22e">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a09d402800ee27ba77d03dc3ec365d22e" title="Compute trace(D B^T A B).">trace_gen_quad_form</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,RD,CD&gt; &amp;D,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;double,RA,CA&gt; &amp;A,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;double,RB,CB&gt; &amp;B)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">validate_square</a>(A,<span class="stringliteral">&quot;trace_gen_quad_form&quot;</span>);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">validate_square</a>(D,<span class="stringliteral">&quot;trace_gen_quad_form&quot;</span>);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">validate_multiplicable</a>(A,B,<span class="stringliteral">&quot;trace_gen_quad_form&quot;</span>);</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">validate_multiplicable</a>(B,D,<span class="stringliteral">&quot;trace_gen_quad_form&quot;</span>);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">return</span> (D*B.transpose()*A*B).<a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">trace</a>();</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;}</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">trace_quad_form.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;boost/type_traits.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a097af33142548fd565d1dab2233fa3e5"><td class="memTemplParams" colspan="2">template&lt;int RA, int CA, int RB, int CB&gt; </td></tr>
+<tr class="memitem:a097af33142548fd565d1dab2233fa3e5"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5">stan::math::trace_quad_form</a> (const Eigen::Matrix&lt; double, RA, CA &gt; &amp;A, const Eigen::Matrix&lt; double, RB, CB &gt; &amp;B)</td></tr>
+<tr class="memdesc:a097af33142548fd565d1dab2233fa3e5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute trace(B^T A B).  <a href="#a097af33142548fd565d1dab2233fa3e5"></a><br/></td></tr>
+<tr class="separator:a097af33142548fd565d1dab2233fa3e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2trace__quad__form_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TRACE_QUAD_FORM_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__multiplicable_8hpp.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">int</span> RA,<span class="keywordtype">int</span> CA,<span class="keywordtype">int</span> RB,<span class="keywordtype">int</span> CB&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">return</span> (B.transpose()*A*B).<a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">trace</a>();</div>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<tr class="memitem:aa29284c242450c2000920599105e4eb0"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
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+::Index&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa29284c242450c2000920599105e4eb0">stan::math::size_type</a></td></tr>
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+<tr class="memitem:ac1a24821b475ee296830ebac12f70460"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
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+<tr class="memitem:a0c7ab54df86be3a3d61e58623c210d86"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math::vector_d</a></td></tr>
+<tr class="memdesc:a0c7ab54df86be3a3d61e58623c210d86"><td class="mdescLeft">&#160;</td><td class="mdescRight">Type for (column) vector of double values.  <a href="#a0c7ab54df86be3a3d61e58623c210d86"></a><br/></td></tr>
+<tr class="separator:a0c7ab54df86be3a3d61e58623c210d86"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:ac105e584e4ed2d24a5c3a40df4d94697"><td class="mdescLeft">&#160;</td><td class="mdescRight">Type for (row) vector of double values.  <a href="#ac105e584e4ed2d24a5c3a40df4d94697"></a><br/></td></tr>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mean_8hpp_source.html">stan/math/matrix/mean.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa433ac2fc47bbd40a6d87f62574dff85"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa433ac2fc47bbd40a6d87f62574dff85"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85">stan::math::variance</a> (const std::vector&lt; T &gt; &amp;v)</td></tr>
+<tr class="memdesc:aa433ac2fc47bbd40a6d87f62574dff85"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sample variance (divide by length - 1) of the coefficients in the specified standard vector.  <a href="#aa433ac2fc47bbd40a6d87f62574dff85"></a><br/></td></tr>
+<tr class="separator:aa433ac2fc47bbd40a6d87f62574dff85"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1f055da8754c2215aac70d7787692f54"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a1f055da8754c2215aac70d7787692f54"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1f055da8754c2215aac70d7787692f54">stan::math::variance</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a1f055da8754c2215aac70d7787692f54"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sample variance (divide by length - 1) of the coefficients in the specified column vector.  <a href="#a1f055da8754c2215aac70d7787692f54"></a><br/></td></tr>
+<tr class="separator:a1f055da8754c2215aac70d7787692f54"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="math_2matrix_2variance_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VARIANCE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mean_8hpp.html">stan/math/matrix/mean.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85" title="Returns the sample variance (divide by length - 1) of the coefficients in the specified standard vect...">variance</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; v) {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">validate_nonzero_size</a>(v,<span class="stringliteral">&quot;variance&quot;</span>);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">if</span> (v.size() == 1)</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      }</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
+<div class="line"><a name="l00045"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a1f055da8754c2215aac70d7787692f54">   45</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85" title="Returns the sample variance (divide by length - 1) of the coefficients in the specified standard vect...">variance</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
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+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (m.size() == 1)</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        mn(<a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>(m));</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        sum_sq_diff(0);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m.size(); ++i) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          diff = m(i) - mn;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        sum_sq_diff += diff * diff;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">return</span> sum_sq_diff / (m.size() - 1);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;}</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <div class="headertitle">
+<div class="title">matrix.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="accumulator_8hpp_source.html">stan/math/matrix/accumulator.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="add_8hpp_source.html">stan/math/matrix/add.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="array__builder_8hpp_source.html">stan/math/matrix/array_builder.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="assign_8hpp_source.html">stan/math/matrix/assign.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="block_8hpp_source.html">stan/math/matrix/block.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__range_8hpp_source.html">stan/math/matrix/check_range.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cholesky__decompose_8hpp_source.html">stan/math/matrix/cholesky_decompose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="col_8hpp_source.html">stan/math/matrix/col.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cols_8hpp_source.html">stan/math/matrix/cols.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="common__type_8hpp_source.html">stan/math/matrix/common_type.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2crossprod_8hpp_source.html">stan/math/matrix/crossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cumulative__sum_8hpp_source.html">stan/math/matrix/cumulative_sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2determinant_8hpp_source.html">stan/math/matrix/determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__matrix_8hpp_source.html">stan/math/matrix/diag_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__post__multiply_8hpp_source.html">stan/math/matrix/diag_post_multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diag__pre__multiply_8hpp_source.html">stan/math/matrix/diag_pre_multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="diagonal_8hpp_source.html">stan/math/matrix/diagonal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dims_8hpp_source.html">stan/math/matrix/dims.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix_2dist_8hpp_source.html">stan/math/matrix/dist.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2squared__dist_8hpp_source.html">stan/math/matrix/squared_dist.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2divide_8hpp_source.html">stan/math/matrix/divide.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__self_8hpp_source.html">stan/math/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="eigenvalues__sym_8hpp_source.html">stan/math/matrix/eigenvalues_sym.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="eigenvectors__sym_8hpp_source.html">stan/math/matrix/eigenvectors_sym.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="elt__divide_8hpp_source.html">stan/math/matrix/elt_divide.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="elt__multiply_8hpp_source.html">stan/math/matrix/elt_multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2exp_8hpp_source.html">stan/math/matrix/exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fill_8hpp_source.html">stan/math/matrix/fill.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="get__base1_8hpp_source.html">stan/math/matrix/get_base1.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="get__base1__lhs_8hpp_source.html">stan/math/matrix/get_base1_lhs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="head_8hpp_source.html">stan/math/matrix/head.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="initialize_8hpp_source.html">stan/math/matrix/initialize.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2inverse_8hpp_source.html">stan/math/matrix/inverse.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inverse__spd_8hpp_source.html">stan/math/matrix/inverse_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">stan/math/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant__spd_8hpp_source.html">stan/math/matrix/log_determinant_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__softmax_8hpp_source.html">stan/math/matrix/log_softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__sum__exp_8hpp_source.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix_2max_8hpp_source.html">stan/math/matrix/max.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left_8hpp_source.html">stan/math/matrix/mdivide_left.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__right_8hpp_source.html">stan/math/matrix/mdivide_right.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mdivide__right__tri_8hpp_source.html">stan/math/matrix/mdivide_right_tri.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__right__tri__low_8hpp_source.html">stan/math/matrix/mdivide_right_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="mean_8hpp_source.html">stan/math/matrix/mean.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix_2min_8hpp_source.html">stan/math/matrix/min.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="minus_8hpp_source.html">stan/math/matrix/minus.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">stan/math/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prod_8hpp_source.html">stan/math/matrix/prod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promote__common_8hpp_source.html">stan/math/matrix/promote_common.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="promoter_8hpp_source.html">stan/math/matrix/promoter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2quad__form_8hpp_source.html">stan/math/matrix/quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rank_8hpp_source.html">stan/math/matrix/rank.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="resize_8hpp_source.html">stan/math/matrix/resize.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="row_8hpp_source.html">stan/math/matrix/row.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rows_8hpp_source.html">stan/math/matrix/rows.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2rows__dot__product_8hpp_source.html">stan/math/matrix/rows_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2rows__dot__self_8hpp_source.html">stan/math/matrix/rows_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sd_8hpp_source.html">stan/math/matrix/sd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="segment_8hpp_source.html">stan/math/matrix/segment.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="singular__values_8hpp_source.html">stan/math/matrix/singular_values.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="size_8hpp_source.html">stan/math/matrix/size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2softmax_8hpp_source.html">stan/math/matrix/softmax.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sort_8hpp_source.html">stan/math/matrix/sort.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan/math/matrix/stan_print.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="sub__col_8hpp_source.html">stan/math/matrix/sub_col.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="sub__row_8hpp_source.html">stan/math/matrix/sub_row.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="tail_8hpp_source.html">stan/math/matrix/tail.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2tcrossprod_8hpp_source.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="to__vector_8hpp_source.html">stan/math/matrix/to_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="trace_8hpp_source.html">stan/math/matrix/trace.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__gen__quad__form_8hpp_source.html">stan/math/matrix/trace_gen_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__greater_8hpp_source.html">stan/math/matrix/validate_greater.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__greater__or__equal_8hpp_source.html">stan/math/matrix/validate_greater_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__less_8hpp_source.html">stan/math/matrix/validate_less.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__less__or__equal_8hpp_source.html">stan/math/matrix/validate_less_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__sizes_8hpp_source.html">stan/math/matrix/validate_matching_sizes.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__std__vector__index_8hpp_source.html">stan/math/matrix/validate_std_vector_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__symmetric_8hpp_source.html">stan/math/matrix/validate_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__vector_8hpp_source.html">stan/math/matrix/validate_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2variance_8hpp_source.html">stan/math/matrix/variance.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="math_2matrix_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="math_2matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="accumulator_8hpp.html">stan/math/matrix/accumulator.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="add_8hpp.html">stan/math/matrix/add.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="array__builder_8hpp.html">stan/math/matrix/array_builder.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="assign_8hpp.html">stan/math/matrix/assign.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="block_8hpp.html">stan/math/matrix/block.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__range_8hpp.html">stan/math/matrix/check_range.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="cholesky__decompose_8hpp.html">stan/math/matrix/cholesky_decompose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="col_8hpp.html">stan/math/matrix/col.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="cols_8hpp.html">stan/math/matrix/cols.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__product_8hpp.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__self_8hpp.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="common__type_8hpp.html">stan/math/matrix/common_type.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2crossprod_8hpp.html">stan/math/matrix/crossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="cumulative__sum_8hpp.html">stan/math/matrix/cumulative_sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2determinant_8hpp.html">stan/math/matrix/determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__matrix_8hpp.html">stan/math/matrix/diag_matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__post__multiply_8hpp.html">stan/math/matrix/diag_post_multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diag__pre__multiply_8hpp.html">stan/math/matrix/diag_pre_multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="diagonal_8hpp.html">stan/math/matrix/diagonal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dims_8hpp.html">stan/math/matrix/dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix_2dist_8hpp.html">stan/math/matrix/dist.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2squared__dist_8hpp.html">stan/math/matrix/squared_dist.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2divide_8hpp.html">stan/math/matrix/divide.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__self_8hpp.html">stan/math/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="eigenvalues__sym_8hpp.html">stan/math/matrix/eigenvalues_sym.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="eigenvectors__sym_8hpp.html">stan/math/matrix/eigenvectors_sym.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="elt__divide_8hpp.html">stan/math/matrix/elt_divide.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="elt__multiply_8hpp.html">stan/math/matrix/elt_multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2exp_8hpp.html">stan/math/matrix/exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fill_8hpp.html">stan/math/matrix/fill.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="get__base1_8hpp.html">stan/math/matrix/get_base1.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="get__base1__lhs_8hpp.html">stan/math/matrix/get_base1_lhs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="head_8hpp.html">stan/math/matrix/head.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="initialize_8hpp.html">stan/math/matrix/initialize.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2inverse_8hpp.html">stan/math/matrix/inverse.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inverse__spd_8hpp.html">stan/math/matrix/inverse_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant_8hpp.html">stan/math/matrix/log_determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant__spd_8hpp.html">stan/math/matrix/log_determinant_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__softmax_8hpp.html">stan/math/matrix/log_softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__sum__exp_8hpp.html">stan/math/matrix/log_sum_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix_2max_8hpp.html">stan/math/matrix/max.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left_8hpp.html">stan/math/matrix/mdivide_left.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri_8hpp.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri__low_8hpp.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__right_8hpp.html">stan/math/matrix/mdivide_right.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mdivide__right__tri_8hpp.html">stan/math/matrix/mdivide_right_tri.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__right__tri__low_8hpp.html">stan/math/matrix/mdivide_right_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="mean_8hpp.html">stan/math/matrix/mean.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix_2min_8hpp.html">stan/math/matrix/min.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="minus_8hpp.html">stan/math/matrix/minus.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">stan/math/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prod_8hpp.html">stan/math/matrix/prod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="promote__common_8hpp.html">stan/math/matrix/promote_common.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="promoter_8hpp.html">stan/math/matrix/promoter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2quad__form_8hpp.html">stan/math/matrix/quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rank_8hpp.html">stan/math/matrix/rank.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="resize_8hpp.html">stan/math/matrix/resize.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="row_8hpp.html">stan/math/matrix/row.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rows_8hpp.html">stan/math/matrix/rows.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2rows__dot__product_8hpp.html">stan/math/matrix/rows_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2rows__dot__self_8hpp.html">stan/math/matrix/rows_dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sd_8hpp.html">stan/math/matrix/sd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="segment_8hpp.html">stan/math/matrix/segment.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="singular__values_8hpp.html">stan/math/matrix/singular_values.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="size_8hpp.html">stan/math/matrix/size.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2softmax_8hpp.html">stan/math/matrix/softmax.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sort_8hpp.html">stan/math/matrix/sort.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2stan__print_8hpp.html">stan/math/matrix/stan_print.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="sub__col_8hpp.html">stan/math/matrix/sub_col.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="sub__row_8hpp.html">stan/math/matrix/sub_row.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="tail_8hpp.html">stan/math/matrix/tail.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2tcrossprod_8hpp.html">stan/math/matrix/tcrossprod.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="to__vector_8hpp.html">stan/math/matrix/to_vector.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="trace_8hpp.html">stan/math/matrix/trace.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__quad__form_8hpp.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</span></div>
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+<code>#include &lt;<a class="el" href="rep__vector_8hpp_source.html">stan/math/rep_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__row__vector_8hpp_source.html">stan/math/rep_row_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__matrix_8hpp_source.html">stan/math/rep_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_8hpp_source.html">stan/math/functions.hpp</a>&gt;</code><br/>
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+<a href="math_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2squared__dist_8hpp_source.html">stan/math/matrix/squared_dist.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="matrix_2dist_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5b7a051fb294f63774525cb76bfb3fb9"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a5b7a051fb294f63774525cb76bfb3fb9"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T1 &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5b7a051fb294f63774525cb76bfb3fb9">stan::math::dist</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;v1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;v2)</td></tr>
+<tr class="memdesc:a5b7a051fb294f63774525cb76bfb3fb9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the distance between the specified vectors.  <a href="#a5b7a051fb294f63774525cb76bfb3fb9"></a><br/></td></tr>
+<tr class="separator:a5b7a051fb294f63774525cb76bfb3fb9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2squared__dist_8hpp.html">stan/math/matrix/squared_dist.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T1, <span class="keywordtype">int</span> R1,<span class="keywordtype">int</span> C1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T1,T1&gt;::type</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;}</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="matrix_2max_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5da0ef87756d3dbd20ca4ff5a3efa10d"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5da0ef87756d3dbd20ca4ff5a3efa10d">stan::math::max</a> (const std::vector&lt; int &gt; &amp;x)</td></tr>
+<tr class="memdesc:a5da0ef87756d3dbd20ca4ff5a3efa10d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum coefficient in the specified column vector.  <a href="#a5da0ef87756d3dbd20ca4ff5a3efa10d"></a><br/></td></tr>
+<tr class="separator:a5da0ef87756d3dbd20ca4ff5a3efa10d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acde414919e0e4dcfa72d565679819091"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:acde414919e0e4dcfa72d565679819091"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#acde414919e0e4dcfa72d565679819091">stan::math::max</a> (const std::vector&lt; T &gt; &amp;x)</td></tr>
+<tr class="memdesc:acde414919e0e4dcfa72d565679819091"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum coefficient in the specified column vector.  <a href="#acde414919e0e4dcfa72d565679819091"></a><br/></td></tr>
+<tr class="separator:acde414919e0e4dcfa72d565679819091"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae3f299773dc20e8305fc16df1be8d029"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:ae3f299773dc20e8305fc16df1be8d029"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae3f299773dc20e8305fc16df1be8d029">stan::math::max</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:ae3f299773dc20e8305fc16df1be8d029"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum coefficient in the specified vector, row vector, or matrix.  <a href="#ae3f299773dc20e8305fc16df1be8d029"></a><br/></td></tr>
+<tr class="separator:ae3f299773dc20e8305fc16df1be8d029"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="matrix_2max_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MAX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MAX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (m.size() == 0)</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> -std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keywordflow">return</span> m.maxCoeff();</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;}</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="matrix_2min_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3f076860549f63d55c0e4985dce78099"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3f076860549f63d55c0e4985dce78099">stan::math::min</a> (const std::vector&lt; int &gt; &amp;x)</td></tr>
+<tr class="memdesc:a3f076860549f63d55c0e4985dce78099"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum coefficient in the specified column vector.  <a href="#a3f076860549f63d55c0e4985dce78099"></a><br/></td></tr>
+<tr class="separator:a3f076860549f63d55c0e4985dce78099"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9e9c3a01030d96fd4c8f28e2ed8d3d61"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a9e9c3a01030d96fd4c8f28e2ed8d3d61"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9e9c3a01030d96fd4c8f28e2ed8d3d61">stan::math::min</a> (const std::vector&lt; T &gt; &amp;x)</td></tr>
+<tr class="memdesc:a9e9c3a01030d96fd4c8f28e2ed8d3d61"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum coefficient in the specified column vector.  <a href="#a9e9c3a01030d96fd4c8f28e2ed8d3d61"></a><br/></td></tr>
+<tr class="separator:a9e9c3a01030d96fd4c8f28e2ed8d3d61"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a86f2380e5c54a549e0f74ffd51204d33"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a86f2380e5c54a549e0f74ffd51204d33"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a86f2380e5c54a549e0f74ffd51204d33">stan::math::min</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a86f2380e5c54a549e0f74ffd51204d33"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum coefficient in the specified matrix, vector, or row vector.  <a href="#a86f2380e5c54a549e0f74ffd51204d33"></a><br/></td></tr>
+<tr class="separator:a86f2380e5c54a549e0f74ffd51204d33"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="title">min.hpp</div>  </div>
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+<a href="matrix_2min_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MIN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3f076860549f63d55c0e4985dce78099">   18</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; x) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">if</span> (x.size() == 0)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;error: cannot take min of empty int vector&quot;</span>);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a> = x[0];</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; x.size(); ++i)</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    }</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">if</span> (x.size() == 0)</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        <span class="keywordflow">return</span> std::numeric_limits&lt;T&gt;::infinity();</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      T <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a> = x[0];</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">if</span> (x[i] &lt; min) </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          min = x[i];</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00053"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a86f2380e5c54a549e0f74ffd51204d33">   53</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">min</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (m.size() == 0) </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> std::numeric_limits&lt;double&gt;::infinity();</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">return</span> m.minCoeff();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    }    </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;}</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="constraint__tolerance_8hpp_source.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__size__match_8hpp_source.html">stan/math/error_handling/matrix/check_size_match.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__lower__triangular_8hpp_source.html">stan/math/error_handling/matrix/check_lower_triangular.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__symmetric_8hpp_source.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__pos__semidefinite_8hpp_source.html">stan/math/error_handling/matrix/check_pos_semidefinite.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__cholesky__factor_8hpp_source.html">stan/math/error_handling/matrix/check_cholesky_factor.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__cov__matrix_8hpp_source.html">stan/math/error_handling/matrix/check_cov_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__corr__matrix_8hpp_source.html">stan/math/error_handling/matrix/check_corr_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__unit__vector_8hpp_source.html">stan/math/error_handling/matrix/check_unit_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__simplex_8hpp_source.html">stan/math/error_handling/matrix/check_simplex.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__ordered_8hpp_source.html">stan/math/error_handling/matrix/check_ordered.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__positive__ordered_8hpp_source.html">stan/math/error_handling/matrix/check_positive_ordered.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__spsd__matrix_8hpp_source.html">stan/math/error_handling/matrix/check_spsd_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__square_8hpp_source.html">stan/math/error_handling/matrix/check_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__non__negative__index_8hpp_source.html">stan/math/error_handling/matrix/validate_non_negative_index.hpp</a>&gt;</code><br/>
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+<a href="matrix__error__handling_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX_ERROR_HANDLING_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX_ERROR_HANDLING_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="constraint__tolerance_8hpp.html">stan/math/error_handling/matrix/constraint_tolerance.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__size__match_8hpp.html">stan/math/error_handling/matrix/check_size_match.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__lower__triangular_8hpp.html">stan/math/error_handling/matrix/check_lower_triangular.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__symmetric_8hpp.html">stan/math/error_handling/matrix/check_symmetric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_2matrix_2check__pos__definite_8hpp.html">stan/math/error_handling/matrix/check_pos_definite.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__pos__semidefinite_8hpp.html">stan/math/error_handling/matrix/check_pos_semidefinite.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__cholesky__factor_8hpp.html">stan/math/error_handling/matrix/check_cholesky_factor.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__cov__matrix_8hpp.html">stan/math/error_handling/matrix/check_cov_matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__corr__matrix_8hpp.html">stan/math/error_handling/matrix/check_corr_matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__unit__vector_8hpp.html">stan/math/error_handling/matrix/check_unit_vector.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__simplex_8hpp.html">stan/math/error_handling/matrix/check_simplex.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__ordered_8hpp.html">stan/math/error_handling/matrix/check_ordered.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__positive__ordered_8hpp.html">stan/math/error_handling/matrix/check_positive_ordered.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__spsd__matrix_8hpp.html">stan/math/error_handling/matrix/check_spsd_matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="check__square_8hpp.html">stan/math/error_handling/matrix/check_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__non__negative__index_8hpp.html">stan/math/error_handling/matrix/validate_non_negative_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">stan/math/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="matrix__normal_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a04ca61f93c3e75f12a7dafbbb2964069"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_Mu , typename T_Sigma , typename T_D &gt; </td></tr>
+<tr class="memitem:a04ca61f93c3e75f12a7dafbbb2964069"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_Mu, T_Sigma, T_D &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a04ca61f93c3e75f12a7dafbbb2964069">stan::prob::matrix_normal_prec_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_Mu, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Mu, const Eigen::Matrix&lt; T_Sigma, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, const Eigen::Matrix&lt; T_D, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;D)</td></tr>
+<tr class="memdesc:a04ca61f93c3e75f12a7dafbbb2964069"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the matrix normal density for the given y, mu, Sigma and D where Sigma and D are given as precision matrices, not covariance matrices.  <a href="#a04ca61f93c3e75f12a7dafbbb2964069"></a><br/></td></tr>
+<tr class="separator:a04ca61f93c3e75f12a7dafbbb2964069"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a225aae36a6e9611cdba3b36e20225a5a"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_Mu , typename T_Sigma , typename T_D &gt; </td></tr>
+<tr class="memitem:a225aae36a6e9611cdba3b36e20225a5a"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_Mu, T_Sigma, T_D &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a225aae36a6e9611cdba3b36e20225a5a">stan::prob::matrix_normal_prec_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_Mu, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Mu, const Eigen::Matrix&lt; T_Sigma, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, const Eigen::Matrix&lt; T_D, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;D)</td></tr>
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+<div class="title">matrix_normal.hpp</div>  </div>
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+<a href="matrix__normal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MATRIX_NORMAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MATRIX_NORMAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a09d402800ee27ba77d03dc3ec365d22e" title="Compute trace(D B^T A B).">stan::math::trace_gen_quad_form</a>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">stan::math::subtract</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of Sigma&quot;</span>,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of Sigma&quot;</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Sigma rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Sigma&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Sigma&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_Sigma,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_Sigma(Sigma);</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!ldlt_Sigma.success()) {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;Sigma is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;Sigma(0,0) is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;Sigma&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      }</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;                            D.rows(), <span class="stringliteral">&quot;Rows of D&quot;</span>,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                            D.cols(), <span class="stringliteral">&quot;Columns of D&quot;</span>,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, D.rows(), <span class="stringliteral">&quot;D rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, D, <span class="stringliteral">&quot;D&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, D, <span class="stringliteral">&quot;Sigma&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_D,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_D(D);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (!ldlt_D.success()) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;D is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;D(0,0) is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      }</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;                            y.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;                            Mu.rows(), <span class="stringliteral">&quot;Rows of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                            Mu.cols(), <span class="stringliteral">&quot;Columns of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                            y.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of Sigma&quot;</span>,</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;                            D.rows(), <span class="stringliteral">&quot;Rows of D&quot;</span>,</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, Mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.cols() * y.rows();</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_Sigma&gt;::value</a>) {</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_Sigma) * (0.5 * y.rows());</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      }</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_D&gt;::value</a>) {</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_D) * (0.5 * y.cols());</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      }</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      </div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_Mu,T_Sigma,T_D&gt;::value</a>) {</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        lp -= 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad63e47021cd7aa676fe91db80092997e">trace_gen_quad_form</a>(D,Sigma,<a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">subtract</a>(y,Mu));</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      }</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keywordflow">return</span> lp;      </div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    }</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_Mu, <span class="keyword">typename</span> T_Sigma, <span class="keyword">typename</span> T_D&gt;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_Mu,T_Sigma,T_D&gt;::type</div>
+<div class="line"><a name="l00146"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a225aae36a6e9611cdba3b36e20225a5a">  146</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a04ca61f93c3e75f12a7dafbbb2964069" title="The log of the matrix normal density for the given y, mu, Sigma and D where Sigma and D are given as ...">matrix_normal_prec_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;                           <span class="keyword">const</span> Eigen::Matrix&lt;T_Mu,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Mu,</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                           <span class="keyword">const</span> Eigen::Matrix&lt;T_Sigma,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma,</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;                           <span class="keyword">const</span> Eigen::Matrix&lt;T_D,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; D) {</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keywordflow">return</span> matrix_normal_prec_log&lt;false&gt;(y,Mu,Sigma,D);</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    }</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;  }</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;}</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/agrad/rev/internal/matrix_vari.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+<a href="matrix__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__MATRIX_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__MATRIX_VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__matrix__vari.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1op__matrix__vari.html">op_matrix_vari</a> : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__matrix__vari.html#a6611078e47e0bb3d017e78e29f194036">   28</a></span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1agrad_1_1op__matrix__vari.html#a6611078e47e0bb3d017e78e29f194036">size</a>() {</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &quot;<a class="el" href="chains_8hpp_source.html">stan/mcmc/chains.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="sample_8hpp_source.html">stan/mcmc/sample.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="unit__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/unit_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="diag__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/diag_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="dense__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/dense_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__unit__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_unit_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__diag__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_diag_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__dense__e__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/adapt_dense_e_static_hmc.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="unit__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/unit_e_nuts.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="diag__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/diag_e_nuts.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="dense__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/dense_e_nuts.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__unit__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_unit_e_nuts.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__diag__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_diag_e_nuts.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="adapt__dense__e__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/adapt_dense_e_nuts.hpp</a>&quot;</code><br/>
+</div>
+<p><a href="mcmc_8hpp_source.html">Go to the source code of this file.</a></p>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">mcmc.hpp</div>  </div>
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+<a href="mcmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef STAN_MCMC_HPP</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define STAN_MCMC_HPP</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="chains_8hpp.html">stan/mcmc/chains.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="sample_8hpp.html">stan/mcmc/sample.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="unit__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/unit_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="diag__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/diag_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="dense__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/dense_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__unit__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/adapt_unit_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__diag__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/adapt_diag_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__dense__e__static__hmc_8hpp.html">stan/mcmc/hmc/static/adapt_dense_e_static_hmc.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="unit__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/unit_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="diag__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/diag_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="dense__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/dense_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__unit__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/adapt_unit_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__diag__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/adapt_diag_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="adapt__dense__e__nuts_8hpp.html">stan/mcmc/hmc/nuts/adapt_dense_e_nuts.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/mcmc__writer_8hpp.html b/doc/api/html/mcmc__writer_8hpp.html
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+<div class="contents">
+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__mcmc_8hpp_source.html">stan/mcmc/base_mcmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="sample_8hpp_source.html">stan/mcmc/sample.hpp</a>&gt;</code><br/>
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+<a href="mcmc__writer_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__MCMC__WRITER__HPP</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__MCMC__WRITER__HPP</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__mcmc_8hpp.html">stan/mcmc/base_mcmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="sample_8hpp.html">stan/mcmc/sample.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob__grad_8hpp.html">stan/model/prob_grad.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> M&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1mcmc__writer.html">mcmc_writer</a> {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">   22</a></span>&#160;      <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a6a688bb1b2851d68f7305cb97c750a2b">mcmc_writer</a>(std::ostream* sample_stream,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                  std::ostream* diagnostic_stream,</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                  std::ostream* msg_stream = 0)</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        : sample_stream_(sample_stream),</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          diagnostic_stream_(diagnostic_stream),</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          msg_stream_(msg_stream) {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">   30</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a4ff21af4911d312b84f3ad955c6be1f7">print_sample_names</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a>&amp; <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>,</div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                              M&amp; model) {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        </div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        std::vector&lt;std::string&gt; names;</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">get_sampler_param_names</a>(names);</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          (*sample_stream_) &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; names.at(i);</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        (*sample_stream_) &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">   51</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a1141fad60b8e8587b5f84ded115a870f">print_sample_params</a>(RNG&amp; rng, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                               <a class="code" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a>&amp; <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                               <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a>&amp; sampler,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                               M&amp; model) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        </div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        std::vector&lt;double&gt; values;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">get_sample_params</a>(values);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        sampler.<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">get_sampler_params</a>(values);</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        Eigen::VectorXd model_values;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        model.write_array(rng,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                          const_cast&lt;Eigen::VectorXd&amp;&gt;(sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">cont_params</a>()),</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                          model_values,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                          <span class="keyword">true</span>, <span class="keyword">true</span>,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                          msg_stream_); </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; model_values.size(); ++i)</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;          values.push_back(model_values(i));</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        (*sample_stream_) &lt;&lt; values.at(0);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; values.size(); ++i) {</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          (*sample_stream_) &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; values.at(i);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        }</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        (*sample_stream_) &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        </div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      }</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      </div>
+<div class="line"><a name="l00082"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">   82</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">print_adapt_finish</a>(<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a>* sampler, std::ostream* stream) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        </div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">if</span> (!stream) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        *stream &lt;&lt; <span class="stringliteral">&quot;# Adaptation terminated&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a10f416fdcd1a9eb9aab56f63c0fda786">write_sampler_state</a>(stream);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      }</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
+<div class="line"><a name="l00091"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a8e38711ae1d5cb3562d739e65a26a672">   91</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a8e38711ae1d5cb3562d739e65a26a672">print_adapt_finish</a>(<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a>* sampler) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">print_adapt_finish</a>(sampler, sample_stream_);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a19e50100237ae6ceedb36f3485db0a98">print_adapt_finish</a>(sampler, diagnostic_stream_);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      }</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      </div>
+<div class="line"><a name="l00096"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">   96</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a92e6f182bccdd993e73f751e5aafd7e9">print_diagnostic_names</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>,</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                                  <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a>* sampler,</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                                  M&amp; model) {</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">if</span> (!diagnostic_stream_) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        std::vector&lt;std::string&gt; names;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">get_sample_param_names</a>(names);</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#aca923f3231a9487745a999d95b5923ce">get_sampler_param_names</a>(names);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        std::vector&lt;std::string&gt; model_names;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        model.unconstrained_param_names(model_names, <span class="keyword">false</span>, <span class="keyword">false</span>);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a439ab0edaa1e186e5c0639dd30a367c7">get_sampler_diagnostic_names</a>(model_names, names);</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; names.size(); ++i) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          <span class="keywordflow">if</span> (i &gt; 0) *diagnostic_stream_ &lt;&lt; <span class="stringliteral">&quot;,&quot;</span>;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          *diagnostic_stream_ &lt;&lt; names.at(i);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        *diagnostic_stream_ &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      </div>
+<div class="line"><a name="l00120"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">  120</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a611c78b4786bb2a649bbaa660350dc35">print_diagnostic_params</a>(<a class="code" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a>&amp; <a class="code" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">sample</a>,</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;                                   <a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a>* sampler) {</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">if</span> (!diagnostic_stream_) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        std::vector&lt;double&gt; values;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        sample.<a class="code" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">get_sample_params</a>(values);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#af599911f5d38fbf91c4a475b0d27c1b6">get_sampler_params</a>(values);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        sampler-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#a0d3f7f318891d813a1b3f78a194aa060">get_sampler_diagnostics</a>(values);</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        (*diagnostic_stream_) &lt;&lt; values.at(0);</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; values.size(); ++i) {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          (*diagnostic_stream_) &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; values.at(i);</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        (*diagnostic_stream_) &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        </div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      </div>
+<div class="line"><a name="l00139"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">  139</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a>(<span class="keywordtype">double</span> warmDeltaT, <span class="keywordtype">double</span> sampleDeltaT, </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                        std::ostream* stream, <span class="keyword">const</span> <span class="keywordtype">char</span> prefix = <span class="charliteral">&#39;\0&#39;</span>) {</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">if</span> (!stream) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        std::string title(<span class="stringliteral">&quot; Elapsed Time: &quot;</span>);</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        *stream &lt;&lt; std::endl</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;                &lt;&lt; prefix &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; title &lt;&lt; warmDeltaT</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;                &lt;&lt; <span class="stringliteral">&quot; seconds (Warm-up)&quot;</span>  &lt;&lt; std::endl</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                &lt;&lt; prefix &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::string(title.size(), <span class="charliteral">&#39; &#39;</span>) &lt;&lt; sampleDeltaT</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;                &lt;&lt; <span class="stringliteral">&quot; seconds (Sampling)&quot;</span>  &lt;&lt; std::endl</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                &lt;&lt; prefix &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; std::string(title.size(), <span class="charliteral">&#39; &#39;</span>) </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                &lt;&lt; warmDeltaT + sampleDeltaT</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;                &lt;&lt; <span class="stringliteral">&quot; seconds (Total)&quot;</span>  &lt;&lt; std::endl</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;                &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      }</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      </div>
+<div class="line"><a name="l00156"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a18d3702721db48c5a6a6ae0f693988fe">  156</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#a18d3702721db48c5a6a6ae0f693988fe">print_timing</a>(<span class="keywordtype">double</span> warmDeltaT, <span class="keywordtype">double</span> sampleDeltaT) {</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a>(warmDeltaT, sampleDeltaT, sample_stream_, <span class="charliteral">&#39;#&#39;</span>);</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a>(warmDeltaT, sampleDeltaT, diagnostic_stream_, <span class="charliteral">&#39;#&#39;</span>);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        <a class="code" href="classstan_1_1io_1_1mcmc__writer.html#acec599e2966fe94577b9a5e125edc058">print_timing</a>(warmDeltaT, sampleDeltaT, &amp;std::cout);</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      }</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      std::ostream* sample_stream_;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      std::ostream* diagnostic_stream_;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      std::ostream* msg_stream_;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      </div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;    };</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;    </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;  } <span class="comment">//io</span></div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;  </div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/mdivide__right__spd_8hpp.html b/doc/api/html/mdivide__right__spd_8hpp.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/math/matrix/mdivide_right_spd.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
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+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
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+<div class="title">mdivide_right_spd.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
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+<p><a href="mdivide__right__spd_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5d6f32dd8adc4a9ffa28d63b62d4c90f"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:a5d6f32dd8adc4a9ffa28d63b62d4c90f"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5d6f32dd8adc4a9ffa28d63b62d4c90f">stan::math::mdivide_right_spd</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;b, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;A)</td></tr>
+<tr class="memdesc:a5d6f32dd8adc4a9ffa28d63b62d4c90f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b where A is symmetric positive definite.  <a href="#a5d6f32dd8adc4a9ffa28d63b62d4c90f"></a><br/></td></tr>
+<tr class="separator:a5d6f32dd8adc4a9ffa28d63b62d4c90f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="mdivide__right__spd_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_RIGHT_SPD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_RIGHT_SPD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__spd_8hpp.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt;</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a5d6f32dd8adc4a9ffa28d63b62d4c90f">   26</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a5d6f32dd8adc4a9ffa28d63b62d4c90f" title="Returns the solution of the system Ax=b where A is symmetric positive definite.">mdivide_right_spd</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt; &amp;b,</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                      <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt; &amp;A) {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a>(A,<span class="stringliteral">&quot;mdivide_right_spd&quot;</span>);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a>(b,A,<span class="stringliteral">&quot;mdivide_right_spd&quot;</span>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="comment">// FIXME: This is nice and general but likely slow.</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(<a class="code" href="namespacestan_1_1math.html#a0c8c6e72f1cbf2b73008d4fc98de1abe" title="Returns the solution of the system Ax=b where A is symmetric positive definite.">mdivide_left_spd</a>(A,<a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(b)));</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;  }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;}</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transpose_8hpp_source.html">stan/math/matrix/transpose.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__multiplicable_8hpp_source.html">stan/math/matrix/validate_multiplicable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="mdivide__right__tri_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ae158767243e09b91b9ba6cd366e7dab8"><td class="memTemplParams" colspan="2">template&lt;int TriView, typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </td></tr>
+<tr class="memitem:ae158767243e09b91b9ba6cd366e7dab8"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R1, C2 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ae158767243e09b91b9ba6cd366e7dab8">stan::math::mdivide_right_tri</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;b, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;A)</td></tr>
+<tr class="memdesc:ae158767243e09b91b9ba6cd366e7dab8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the solution of the system Ax=b when A is triangular.  <a href="#ae158767243e09b91b9ba6cd366e7dab8"></a><br/></td></tr>
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+<a href="mdivide__right__tri_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MDIVIDE_RIGHT_TRI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MDIVIDE_RIGHT_TRI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri_8hpp.html">stan/math/matrix/mdivide_left_tri.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transpose_8hpp.html">stan/math/matrix/transpose.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__nonzero__size_8hpp_source.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="mean_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3443c4ac994b039a7f055c55c5afa8a3"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a3443c4ac994b039a7f055c55c5afa8a3"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3">stan::math::mean</a> (const std::vector&lt; T &gt; &amp;v)</td></tr>
+<tr class="memdesc:a3443c4ac994b039a7f055c55c5afa8a3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sample mean (i.e., average) of the coefficients in the specified standard vector.  <a href="#a3443c4ac994b039a7f055c55c5afa8a3"></a><br/></td></tr>
+<tr class="separator:a3443c4ac994b039a7f055c55c5afa8a3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8074c0041b93407c473fd26a7c45dc88"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a8074c0041b93407c473fd26a7c45dc88"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8074c0041b93407c473fd26a7c45dc88">stan::math::mean</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="memdesc:a8074c0041b93407c473fd26a7c45dc88"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the sample mean (i.e., average) of the coefficients in the specified vector, row vector, or matrix.  <a href="#a8074c0041b93407c473fd26a7c45dc88"></a><br/></td></tr>
+<tr class="separator:a8074c0041b93407c473fd26a7c45dc88"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<a href="mean_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MEAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MEAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__nonzero__size_8hpp.html">stan/math/matrix/validate_nonzero_size.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T&gt;::type</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;}</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">traits.hpp</div>  </div>
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+<a href="meta_2traits_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__META__TRAITS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__META__TRAITS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment">// #include &lt;stan/agrad/partials_vari.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/type_traits/is_arithmetic.hpp&gt;</span> </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant.html">   30</a></span>&#160;  <span class="keyword">struct </span><a class="code" href="structstan_1_1is__constant.html" title="Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the ...">is_constant</a> {</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;  };</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant__struct.html">   44</a></span>&#160;  <span class="keyword">struct </span><a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct</a> {</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  };</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html">   50</a></span>&#160;  <span class="keyword">struct </span><a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct</a>&lt;std::vector&lt;T&gt; &gt; {</div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html#ac35de45d53f720014d1d6c9341facc38a889b9838820d11325b1b1e2e6dcd1f62">   51</a></span>&#160;    <span class="keyword">enum</span> { <a class="code" href="structstan_1_1is__constant__struct.html#a601169d4607d1347bd20eb918809a922a3f9610c0a10a3879fccf6f212dd3d411">value</a> = <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T&gt;::value</a> };</div>
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+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html">   55</a></span>&#160;  <span class="keyword">struct </span><a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct</a>&lt;Eigen::Matrix&lt;T,R,C&gt; &gt; {</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;  };</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00060"></a><span class="lineno"><a class="code" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_block_3_01_t_01_4_01_4.html">   60</a></span>&#160;  <span class="keyword">struct </span><a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct</a>&lt;Eigen::Block&lt;T&gt; &gt; {</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  };</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;  <span class="comment">// FIXME: use boost::type_traits::remove_all_extents to extend to array/ptr types</span></div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;  };</div>
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+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keywordflow">return</span> m(static_cast&lt;int&gt;(n));</div>
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+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00141"></a><span class="lineno"><a class="code" href="namespacestan.html#adb2e0700b1ec87a5e080cd50026b0182">  141</a></span>&#160;  <span class="keywordtype">size_t</span> <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; x) {</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="keywordflow">return</span> x.size();</div>
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+<p><a href="minus_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a87b343d6dc12982c2b76c453650c0797"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a87b343d6dc12982c2b76c453650c0797"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a87b343d6dc12982c2b76c453650c0797">stan::math::minus</a> (const T &amp;x)</td></tr>
+<tr class="memdesc:a87b343d6dc12982c2b76c453650c0797"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the negation of the specified scalar or matrix.  <a href="#a87b343d6dc12982c2b76c453650c0797"></a><br/></td></tr>
+<tr class="separator:a87b343d6dc12982c2b76c453650c0797"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="minus_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__MINUS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__MINUS_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;iomanip&gt;</code><br/>
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+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1model"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html">stan::model</a></td></tr>
+<tr class="memdesc:namespacestan_1_1model"><td class="mdescLeft">&#160;</td><td class="mdescRight">For compiling models. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memTemplParams" colspan="2">template&lt;bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8">stan::model::log_prob_propto</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a4f75ba8738a5667a7abaef3871e14ca8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Helper function to calculate log probability for <code>double</code> scalars up to a proportion.  <a href="#a4f75ba8738a5667a7abaef3871e14ca8"></a><br/></td></tr>
+<tr class="separator:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80">stan::model::log_prob_grad</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;gradient, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:aad33e9d6c10b589acbe6e527b5f9de80"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation.  <a href="#aad33e9d6c10b589acbe6e527b5f9de80"></a><br/></td></tr>
+<tr class="separator:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0267095f157269950cfd3f1f402abe21"><td class="memTemplParams" colspan="2">template&lt;bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a0267095f157269950cfd3f1f402abe21"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a0267095f157269950cfd3f1f402abe21">stan::model::log_prob_propto</a> (const M &amp;model, Eigen::VectorXd &amp;params_r, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a0267095f157269950cfd3f1f402abe21"><td class="mdescLeft">&#160;</td><td class="mdescRight">Helper function to calculate log probability for <code>double</code> scalars up to a proportion.  <a href="#a0267095f157269950cfd3f1f402abe21"></a><br/></td></tr>
+<tr class="separator:a0267095f157269950cfd3f1f402abe21"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#aa8bbac348a197c17f86d57cc3a65e7d2">stan::model::log_prob_grad</a> (const M &amp;model, Eigen::VectorXd &amp;params_r, Eigen::VectorXd &amp;gradient, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation.  <a href="#aa8bbac348a197c17f86d57cc3a65e7d2"></a><br/></td></tr>
+<tr class="separator:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2660b5de2ccd8322d61f077d43289d18"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a2660b5de2ccd8322d61f077d43289d18"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a2660b5de2ccd8322d61f077d43289d18">stan::model::finite_diff_grad</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;grad, double epsilon=1e-6, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a2660b5de2ccd8322d61f077d43289d18"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using finite differences for the specified parameters, writing the result into the specified gradient, using the specified perturbation.  <a href="#a2660b5de2ccd8322d61f077d43289d18"></a><br/></td></tr>
+<tr class="separator:a2660b5de2ccd8322d61f077d43289d18"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a53b2d650c95140811fa1dee58bdfb0c4">stan::model::test_gradients</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, double epsilon=1e-6, double error=1e-6, std::ostream &amp;o=std::cout, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a53b2d650c95140811fa1dee58bdfb0c4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Test the <a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">log_prob_grad()</a> function's ability to produce accurate gradients using finite differences.  <a href="#a53b2d650c95140811fa1dee58bdfb0c4"></a><br/></td></tr>
+<tr class="separator:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad83f35a2e6e0b78d505d8128dee49588"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:ad83f35a2e6e0b78d505d8128dee49588"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588">stan::model::grad_hess_log_prob</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;gradient, std::vector&lt; double &gt; &amp;hessian, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:ad83f35a2e6e0b78d505d8128dee49588"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluate the log-probability, its gradient, and its Hessian at params_r.  <a href="#ad83f35a2e6e0b78d505d8128dee49588"></a><br/></td></tr>
+<tr class="separator:ad83f35a2e6e0b78d505d8128dee49588"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="model_2util_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MODEL__UTIL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MODEL__UTIL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="grad_8hpp.html">stan/agrad/rev/matrix/grad.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>model {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> jacobian_adjust_transform, <span class="keyword">class</span> M&gt;</div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8">   39</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8" title="Helper function to calculate log probability for double scalars up to a proportion.">log_prob_propto</a>(<span class="keyword">const</span> M&amp; model,</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                           std::vector&lt;double&gt;&amp; params_r,</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;                           std::vector&lt;int&gt;&amp; params_i,</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                           std::ostream* msgs = 0) {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> std::vector;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      vector&lt;var&gt; ad_params_r;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; model.num_params_r(); ++i)</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">try</span> {</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          .template log_prob&lt;<span class="keyword">true</span>,</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                             jacobian_adjust_transform&gt;(ad_params_r,params_i,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                                        msgs)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        .val();</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      } <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a>();</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">throw</span>;</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
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+<div class="line"><a name="l00081"></a><span class="lineno"><a class="code" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80">   81</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">log_prob_grad</a>(<span class="keyword">const</span> M&amp; model,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                         std::vector&lt;double&gt;&amp; params_r,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                         std::vector&lt;int&gt;&amp; params_i,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                         std::vector&lt;double&gt;&amp; <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                         std::ostream* msgs = 0) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keyword">using</span> std::vector;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      vector&lt;var&gt; ad_params_r(params_r.size());</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; model.num_params_r(); ++i) {</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> var_i(params_r[i]);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        ad_params_r[i] = var_i;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      }</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        var adLogProb</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          = model</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          .template log_prob&lt;propto,</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                             jacobian_adjust_transform&gt;(ad_params_r,</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                                                        params_i,msgs);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordtype">double</span> val = adLogProb.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        adLogProb.grad(ad_params_r,gradient);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">return</span> val;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      } <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a>();</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="keywordflow">throw</span>;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      }</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> jacobian_adjust_transform, <span class="keyword">class</span> M&gt;</div>
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+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;                           Eigen::VectorXd&amp; params_r,</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;                           std::ostream* msgs = 0) {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">using</span> std::vector;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      vector&lt;var&gt; ad_params_r;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; model.num_params_r(); ++i)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        ad_params_r.push_back(params_r(i));</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="keywordtype">double</span> lp</div>
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+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;          .template log_prob&lt;<span class="keyword">true</span>,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                             jacobian_adjust_transform&gt;(ad_params_r, msgs)</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;            .val();</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a>();</div>
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+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      } <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
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+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;                         Eigen::VectorXd&amp; params_r,</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                         Eigen::VectorXd&amp; <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>,</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                         std::ostream* msgs = 0) {</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keyword">using</span> std::vector;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keyword">using</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      Eigen::Matrix&lt;var,Eigen::Dynamic,1&gt; ad_params_r(params_r.size());</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; model.num_params_r(); ++i) {</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> var_i(params_r[i]);</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        ad_params_r[i] = var_i;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      }</div>
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+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        var adLogProb</div>
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+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;            .template log_prob&lt;propto,</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;                               jacobian_adjust_transform&gt;(ad_params_r, msgs);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        <span class="keywordtype">double</span> val = adLogProb.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>();</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(adLogProb, ad_params_r, gradient);</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keywordflow">return</span> val;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      } <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
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+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      }</div>
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+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;</div>
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+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;                          std::vector&lt;double&gt;&amp; params_r,</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;                          std::vector&lt;int&gt;&amp; params_i,</div>
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+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          .template log_prob&lt;propto,</div>
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+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                                                        msgs);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        perturbed[k] = params_r[k] - epsilon;</div>
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+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;                       std::vector&lt;double&gt;&amp; params_r,</div>
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+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;                       <span class="keywordtype">double</span> epsilon = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-6,</div>
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+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      </div>
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+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;                          msgs);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keywordtype">int</span> num_failed = 0;</div>
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+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      o &lt;&lt; std::endl</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        &lt;&lt; <span class="stringliteral">&quot; Log probability=&quot;</span> &lt;&lt; lp</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      o &lt;&lt; std::endl</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        &lt;&lt; std::setw(10) &lt;&lt; <span class="stringliteral">&quot;param idx&quot;</span></div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        &lt;&lt; std::setw(16) &lt;&lt; <span class="stringliteral">&quot;value&quot;</span></div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        &lt;&lt; std::setw(16) &lt;&lt; <span class="stringliteral">&quot;model&quot;</span></div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        &lt;&lt; std::setw(16) &lt;&lt; <span class="stringliteral">&quot;finite diff&quot;</span></div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        &lt;&lt; std::setw(16) &lt;&lt; <span class="stringliteral">&quot;error&quot;</span> </div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> k = 0; k &lt; params_r.size(); k++) {</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        o &lt;&lt; std::setw(10) &lt;&lt; k</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          &lt;&lt; std::setw(16) &lt;&lt; params_r[k]</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;          &lt;&lt; std::setw(16) &lt;&lt; grad[k]</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          &lt;&lt; std::setw(16) &lt;&lt; grad_fd[k]</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          &lt;&lt; std::setw(16) &lt;&lt; (grad[k] - grad_fd[k])</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;          &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">std::fabs</a>(grad[k] - grad_fd[k]) &gt; error)</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;          num_failed++;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      }</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keywordflow">return</span> num_failed;</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;    }</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keywordtype">bool</span> jacobian_adjust_transform, <span class="keyword">class</span> M&gt;</div>
+<div class="line"><a name="l00336"></a><span class="lineno"><a class="code" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588">  336</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588" title="Evaluate the log-probability, its gradient, and its Hessian at params_r.">grad_hess_log_prob</a>(<span class="keyword">const</span> M&amp; model,</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;                              std::vector&lt;double&gt;&amp; params_r, </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;                              std::vector&lt;int&gt;&amp; params_i,</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;                              std::vector&lt;double&gt;&amp; <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>,</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;                              std::vector&lt;double&gt;&amp; <a class="code" href="namespacestan_1_1agrad.html#a757135302068c250c2379b0c13a28e2e">hessian</a>,</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;                              std::ostream* msgs = 0) {</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> epsilon = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-3;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> order = 4;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> perturbations[order] </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        = {-2*epsilon, -1*epsilon, epsilon, 2*epsilon};</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> coefficients[order]</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        = { 1.0 / 12.0, </div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;            -2.0 / 3.0, </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;            2.0 / 3.0, </div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;            -1.0 / 12.0 };</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keywordtype">double</span> result </div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        = <a class="code" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">stan::model::log_prob_grad</a>&lt;propto,</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;                                     jacobian_adjust_transform&gt;(model,</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;                                                                params_r, </div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;                                                                params_i, </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;                                                                <a class="code" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433" title="Calculate the value and the gradient of the specified function at the specified argument.">gradient</a>, </div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;                                                                msgs);</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      hessian.assign(params_r.size() * params_r.size(), 0);</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      std::vector&lt;double&gt; temp_grad(params_r.size());</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      std::vector&lt;double&gt; perturbed_params(params_r.begin(), params_r.end());</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> d = 0; d &lt; params_r.size(); d++) {</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keywordtype">double</span>* <a class="code" href="namespacestan_1_1math.html#ab540ec1825d8a36cf690a3f061d544bb" title="Return the specified row of the specified matrix, using start-at-1 indexing.">row</a> = &amp;hessian[d*params_r.size()];</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; order; i++) {</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;          perturbed_params[d] = params_r[d] + perturbations[i];</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          <a class="code" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">stan::model::log_prob_grad</a>&lt;propto,</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                                     jacobian_adjust_transform&gt;(model,</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                                                            perturbed_params,</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;                                                            params_i, </div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                                                            temp_grad);</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> dd = 0; dd &lt; params_r.size(); dd++) {</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;            row[dd] += 0.5 * coefficients[i] * temp_grad[dd] / epsilon;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;            hessian[d + dd*params_r.size()] </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;              += 0.5 * coefficients[i] * temp_grad[dd] / epsilon;</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          }</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;        }</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        perturbed_params[d] = params_r[d];</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      }</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;    }    </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;  }</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;}</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
diff --git a/doc/api/html/model_8hpp.html b/doc/api/html/model_8hpp.html
new file mode 100644
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">model.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &quot;<a class="el" href="prob__grad_8hpp_source.html">stan/model/prob_grad.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="model_2util_8hpp_source.html">stan/model/util.hpp</a>&quot;</code><br/>
+</div>
+<p><a href="model_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
+<hr/>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define STAN_MODEL_HPP</span></div>
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+<div class="title">model_header.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/exception/all.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/linear_congruential.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="command_8hpp_source.html">stan/gm/command.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cmd__line_8hpp_source.html">stan/io/cmd_line.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dump_8hpp_source.html">stan/io/dump.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="reader_8hpp_source.html">stan/io/reader.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="writer_8hpp_source.html">stan/io/writer.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="csv__writer_8hpp_source.html">stan/io/csv_writer.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__array_8hpp_source.html">stan/math/rep_array.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__vector_8hpp_source.html">stan/math/rep_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__row__vector_8hpp_source.html">stan/math/rep_row_vector.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rep__matrix_8hpp_source.html">stan/math/rep_matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob__grad_8hpp_source.html">stan/model/prob_grad.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="distributions_8hpp_source.html">stan/prob/distributions.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="model__header_8hpp_source.html">Go to the source code of this file.</a></p>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;boost/exception/all.hpp&gt;</span></div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
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+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dom__err_8hpp_source.html">stan/math/error_handling/dom_err.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2rows__dot__product_8hpp_source.html">stan/math/matrix/rows_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multi__gp_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a9c3810ea429509d3fd4e9a435a73f11f"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_covar , typename T_w &gt; </td></tr>
+<tr class="memitem:a9c3810ea429509d3fd4e9a435a73f11f"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_w, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a9c3810ea429509d3fd4e9a435a73f11f">stan::prob::multi_gp_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, const Eigen::Matrix&lt; T_w, Eigen::Dynamic, 1 &gt; &amp;w)</td></tr>
+<tr class="memdesc:a9c3810ea429509d3fd4e9a435a73f11f"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of a multivariate Gaussian Process for the given y, Sigma, and w.  <a href="#a9c3810ea429509d3fd4e9a435a73f11f"></a><br/></td></tr>
+<tr class="separator:a9c3810ea429509d3fd4e9a435a73f11f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a87858b89fe976714f66df92989fb0f03"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a87858b89fe976714f66df92989fb0f03"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a87858b89fe976714f66df92989fb0f03">stan::prob::multi_gp_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;w)</td></tr>
+<tr class="separator:a87858b89fe976714f66df92989fb0f03"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<div class="header">
+  <div class="headertitle">
+<div class="title">multi_gp.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="multi__gp_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_GP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_GP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dom__err_8hpp.html">stan/math/error_handling/dom_err.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2rows__dot__product_8hpp.html">stan/math/matrix/rows_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="comment">// MultiGP(y|Sigma,w)   [y.rows() = w.size(), y.cols() = Sigma.rows();</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <span class="comment">//                            Sigma symmetric, non-negative, definite]</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_covar, <span class="keyword">typename</span> T_w&gt;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_w,T_covar&gt;::type</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9c3810ea429509d3fd4e9a435a73f11f">   49</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a9c3810ea429509d3fd4e9a435a73f11f" title="The log of a multivariate Gaussian Process for the given y, Sigma, and w.">multi_gp_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                 <span class="keyword">const</span> Eigen::Matrix&lt;T_w,Eigen::Dynamic,1&gt;&amp; w) {</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_gp_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_w,T_covar&gt;::type T_lp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      T_lp lp(0.0);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">stan::math::log</a>;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af8d73851895fb151fdf79e55bf33e98e" title="Returns the dot product of the specified vectors.">stan::math::dot_product</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a6e1fb33918f8c4e61cc7709905db012c" title="Returns the dot product of the specified vectors.">stan::math::rows_dot_product</a>;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68c862e90d97ea5d5552101b65978813">stan::math::mdivide_right_ldlt</a>;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aab8b4d4ddbcb7df66d3baf8394318e1e">stan::math::trace_inv_quad_form_ldlt</a>;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of kernel matrix&quot;</span>,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of kernel matrix&quot;</span>,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Kernel rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Kernel&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Kernel&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_Sigma(Sigma);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">if</span> (!ldlt_Sigma.success()) {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;Kernel matrix is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                &lt;&lt; <span class="stringliteral">&quot;K[1,1] is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      }</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;                            y.rows(), <span class="stringliteral">&quot;Size of random variable (rows y)&quot;</span>,</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;                            w.size(), <span class="stringliteral">&quot;Size of kernel scales (w)&quot;</span>,</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, w, <span class="stringliteral">&quot;Kernel scales&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, w, <span class="stringliteral">&quot;Kernel scales&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keywordflow">if</span> (y.rows() == 0)</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.rows() * y.cols();</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        lp -= (0.5 * y.rows()) * <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_Sigma);</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      }</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_w&gt;::value</a>) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        lp += (0.5 * y.cols()) * <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(w));</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_w,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        Eigen::Matrix&lt;T_w,Eigen::Dynamic,Eigen::Dynamic&gt; w_mat(w.asDiagonal());</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt; yT(y.transpose());</div>
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+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">multi_normal.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__self_8hpp_source.html">stan/math/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">stan/math/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multi__normal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
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+<tr class="separator:a1be2baaf4bbbf9997816256e21fc849c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5f7dfeb4f132811e2584b673f808396c"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
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+<tr class="separator:a5f7dfeb4f132811e2584b673f808396c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a93eceb90a88d6432e3bda7c5e35db8e0"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a93eceb90a88d6432e3bda7c5e35db8e0"><td class="memTemplItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a93eceb90a88d6432e3bda7c5e35db8e0">stan::prob::multi_normal_rng</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S, RNG &amp;rng)</td></tr>
+<tr class="separator:a93eceb90a88d6432e3bda7c5e35db8e0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="title">multi_normal.hpp</div>  </div>
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+<div class="contents">
+<a href="multi__normal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__product_8hpp.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__self_8hpp.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__self_8hpp.html">stan/math/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant_8hpp.html">stan/math/matrix/log_determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__spd_8hpp.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri__low_8hpp.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__quad__form_8hpp.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;   <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;             <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_covar&gt;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">   35</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">multi_normal_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa543443cb0c96a44613255c83d593a86" title="Return true if the specified matrix is positive definite.">stan::math::check_pos_definite</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af8d73851895fb151fdf79e55bf33e98e" title="Returns the dot product of the specified vectors.">stan::math::dot_product</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0c8c6e72f1cbf2b73008d4fc98de1abe" title="Returns the solution of the system Ax=b where A is symmetric positive definite.">stan::math::mdivide_left_spd</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364" title="Returns the log absolute determinant of the specified square matrix.">stan::math::log_determinant</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Covariance matrix rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Covariance matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1agrad.html#a5f647d8ef1686ba2b85035726e395f40">check_pos_definite</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Covariance matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                            mu.size(), <span class="stringliteral">&quot;size of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">if</span> (y.rows() == 0)</div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.rows();</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        lp -= 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8a1d37f736333bd2c5e22f0ccb645e5c">log_determinant</a>(Sigma);</div>
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+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
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+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00109"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a627102d5b7ce3cf3dc6835cb1e6b3455">  109</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">multi_normal_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keywordflow">return</span> multi_normal_log&lt;false&gt;(y,mu,Sigma);</div>
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+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160; </div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00121"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a1be2baaf4bbbf9997816256e21fc849c">  121</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">multi_normal_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa543443cb0c96a44613255c83d593a86" title="Return true if the specified matrix is positive definite.">stan::math::check_pos_definite</a>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0c8c6e72f1cbf2b73008d4fc98de1abe" title="Returns the solution of the system Ax=b where A is symmetric positive definite.">stan::math::mdivide_left_spd</a>;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364" title="Returns the log absolute determinant of the specified square matrix.">stan::math::log_determinant</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a6d03b34aa7329a68f31d1c7bc500c5c8" title="Returns the dot product of the specified vectors.">stan::math::columns_dot_product</a>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      </div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of covariance matrix&quot;</span>,</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance matrix&quot;</span>,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Covariance matrix rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Covariance matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1agrad.html#a5f647d8ef1686ba2b85035726e395f40">check_pos_definite</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Covariance matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                            mu.rows(), <span class="stringliteral">&quot;rows of location parameter&quot;</span>,</div>
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+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
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+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
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+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        Eigen::Matrix&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;            boost::math::tools::promote_args&lt;T_loc,T_y&gt;::type,</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;            Eigen::Dynamic,Eigen::Dynamic&gt; z(y_minus_MU.transpose()); <span class="comment">// was = </span></div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;        </div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;        <span class="comment">// FIXME: revert this code when subtract() is fixed.</span></div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;        <span class="comment">// Eigen::Matrix&lt;typename </span></div>
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+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        <span class="comment">//               Eigen::Dynamic,Eigen::Dynamic&gt; </span></div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="comment">//   z(subtract(y,MU).transpose()); // was = </span></div>
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+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;            boost::math::tools::promote_args&lt;T_covar,T_loc,T_y&gt;::type,</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;            Eigen::Dynamic,Eigen::Dynamic&gt; Sinv_z(<a class="code" href="namespacestan_1_1agrad.html#a20ea5c1fbce1ed4ad4d54fc8f2c558c2">mdivide_left_spd</a>(Sigma,z));</div>
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+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00215"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5f7dfeb4f132811e2584b673f808396c">  215</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">multi_normal_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
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+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;                     <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S,</div>
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+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keyword">using</span> boost::normal_distribution;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_rng(%1%)&quot;</span>;</div>
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+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160; </div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, S.rows(), <span class="stringliteral">&quot;Covariance matrix rows&quot;</span>);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, S, <span class="stringliteral">&quot;Covariance matrix&quot;</span>);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>);</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      variate_generator&lt;RNG&amp;, normal_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        std_normal_rng(rng, normal_distribution&lt;&gt;(0,1));</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      Eigen::VectorXd z(S.cols());</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; S.cols(); i++)</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        z(i) = std_normal_rng();</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keywordflow">return</span> mu + S.llt().matrixL() * z;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    }</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;  }</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;}</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  Stan Development Team.
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+<div class="title">multi_normal_cholesky.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__self_8hpp_source.html">stan/math/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">stan/math/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multi__normal__cholesky_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a01330a7c13ec8bb09a28b0983ef805c3"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a01330a7c13ec8bb09a28b0983ef805c3"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a01330a7c13ec8bb09a28b0983ef805c3">stan::prob::multi_normal_cholesky_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;L)</td></tr>
+<tr class="memdesc:a01330a7c13ec8bb09a28b0983ef805c3"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the multivariate normal density for the given y, mu, and a Cholesky factor L of the variance matrix.  <a href="#a01330a7c13ec8bb09a28b0983ef805c3"></a><br/></td></tr>
+<tr class="separator:a01330a7c13ec8bb09a28b0983ef805c3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adb8d48a2490b405c5f07ff6a316b4d3a"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:adb8d48a2490b405c5f07ff6a316b4d3a"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#adb8d48a2490b405c5f07ff6a316b4d3a">stan::prob::multi_normal_cholesky_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;L)</td></tr>
+<tr class="separator:adb8d48a2490b405c5f07ff6a316b4d3a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aceed1445a3d25c5fc36dcf38ef115692"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:aceed1445a3d25c5fc36dcf38ef115692"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#aceed1445a3d25c5fc36dcf38ef115692">stan::prob::multi_normal_cholesky_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;L)</td></tr>
+<tr class="memdesc:aceed1445a3d25c5fc36dcf38ef115692"><td class="mdescLeft">&#160;</td><td class="mdescRight">y can have multiple rows (observations) and columns (on variables)  <a href="#aceed1445a3d25c5fc36dcf38ef115692"></a><br/></td></tr>
+<tr class="separator:aceed1445a3d25c5fc36dcf38ef115692"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a59d30c1dea51119a3bc99519eca23f1f"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a59d30c1dea51119a3bc99519eca23f1f"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a59d30c1dea51119a3bc99519eca23f1f">stan::prob::multi_normal_cholesky_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;L)</td></tr>
+<tr class="separator:a59d30c1dea51119a3bc99519eca23f1f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">multi_normal_cholesky.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="multi__normal__cholesky_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_CHOLESKY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_CHOLESKY_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__product_8hpp.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__self_8hpp.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__self_8hpp.html">stan/math/matrix/dot_self.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant_8hpp.html">stan/math/matrix/log_determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__spd_8hpp.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri__low_8hpp.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
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+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">stan::math::mdivide_left_tri_low</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a8a6a4ef7c701db7984297d153580c8d4">stan::math::dot_self</a>;</div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
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+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
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+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
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+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                            mu.size(), <span class="stringliteral">&quot;size of location parameter&quot;</span>,</div>
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+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                            L.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
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+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">return</span> lp;</div>
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+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
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+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.rows();</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      </div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        Eigen::Matrix&lt;T_covar,Eigen::Dynamic,1&gt; L_log_diag = L.diagonal().array().log().matrix();</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(L_log_diag);</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        Eigen::Matrix&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          boost::math::tools::promote_args&lt;T_y,T_loc&gt;::type,</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          Eigen::Dynamic, 1&gt; y_minus_mu(y.size());</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y.size(); i++)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          y_minus_mu(i) = y(i)-mu(i);</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        Eigen::Matrix&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          boost::math::tools::promote_args&lt;T_covar,T_loc,T_y&gt;::type,</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          Eigen::Dynamic, 1&gt; </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          half(<a class="code" href="namespacestan_1_1agrad.html#a4976e3da1ade5b442fdf9a98ce657e1b">mdivide_left_tri_low</a>(L,y_minus_mu));</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="comment">// FIXME: this code does not compile. revert after fixing subtract()</span></div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="comment">// Eigen::Matrix&lt;typename </span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="comment">//               boost::math::tools::promote_args&lt;T_covar,T_loc,T_y&gt;::type,</span></div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="comment">//               Eigen::Dynamic, 1&gt; </span></div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="comment">//   half(mdivide_left_tri_low(L,subtract(y,mu)));</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        lp -= 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a4c1836521010bd6f18b5a58061cc3198">dot_self</a>(half);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">return</span> lp;</div>
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+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
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+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00122"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adb8d48a2490b405c5f07ff6a316b4d3a">  122</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a01330a7c13ec8bb09a28b0983ef805c3" title="The log of the multivariate normal density for the given y, mu, and a Cholesky factor L of the varian...">multi_normal_cholesky_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; L) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keywordflow">return</span> multi_normal_cholesky_log&lt;false&gt;(y,mu,L);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    }</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_covar&gt;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00133"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aceed1445a3d25c5fc36dcf38ef115692">  133</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a01330a7c13ec8bb09a28b0983ef805c3" title="The log of the multivariate normal density for the given y, mu, and a Cholesky factor L of the varian...">multi_normal_cholesky_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; L) {</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_cholesky_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">stan::math::mdivide_left_tri_low</a>;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245" title="Returns the dot product of each column of a matrix with itself.">stan::math::columns_dot_self</a>;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">stan::math::subtract</a>;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf" title="Return the element-wise logarithm of the matrix or vector.">stan::math::log</a>;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f" title="Return true if the specified matrix is a valid covariance matrix.">stan::math::check_cov_matrix</a>;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;                            mu.rows(), <span class="stringliteral">&quot;rows of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                            L.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;                            L.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (y.cols() == 0)</div>
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+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.cols() * y.rows();</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        Eigen::Matrix&lt;T_covar,Eigen::Dynamic,1&gt; L_log_diag = L.diagonal().array().log().matrix();</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(L_log_diag) * y.rows();</div>
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+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        Eigen::Matrix&lt;T_loc, Eigen::Dynamic, Eigen::Dynamic&gt; MU(y.rows(),y.cols());</div>
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+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;          Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          y_minus_MU(y.rows(), y.cols());</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y.size(); i++)</div>
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+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
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+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;                              <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; L) {</div>
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+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="title">multi_normal_prec.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="rev_8hpp_source.html">stan/agrad/rev.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__self_8hpp_source.html">stan/math/matrix/dot_self.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log_8hpp_source.html">stan/math/matrix/log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">stan/math/matrix/log_determinant.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply_8hpp_source.html">stan/math/matrix/multiply.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="subtract_8hpp_source.html">stan/math/matrix/subtract.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multi__normal__prec_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3aa4c668766dc37248e6d5bd84eae338"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a3aa4c668766dc37248e6d5bd84eae338"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
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+<tr class="separator:a3aa4c668766dc37248e6d5bd84eae338"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9d21551db0a50bd061cbf0147628a255"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a9d21551db0a50bd061cbf0147628a255"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
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+<tr class="separator:a9d21551db0a50bd061cbf0147628a255"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a45250c0ec42bb7278ced6275eed9ffa1"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a45250c0ec42bb7278ced6275eed9ffa1"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a45250c0ec42bb7278ced6275eed9ffa1">stan::prob::multi_normal_prec_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma)</td></tr>
+<tr class="memdesc:a45250c0ec42bb7278ced6275eed9ffa1"><td class="mdescLeft">&#160;</td><td class="mdescRight">y can have multiple rows (observations) and columns (on variables)  <a href="#a45250c0ec42bb7278ced6275eed9ffa1"></a><br/></td></tr>
+<tr class="separator:a45250c0ec42bb7278ced6275eed9ffa1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5478d2a990aa6b82b0911707659c1e50"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_covar &gt; </td></tr>
+<tr class="memitem:a5478d2a990aa6b82b0911707659c1e50"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_loc, T_covar &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5478d2a990aa6b82b0911707659c1e50">stan::prob::multi_normal_prec_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma)</td></tr>
+<tr class="separator:a5478d2a990aa6b82b0911707659c1e50"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">multi_normal_prec.hpp</div>  </div>
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+<div class="contents">
+<a href="multi__normal__prec_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_PREC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__MULTI_NORMAL_PREC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_8hpp.html">stan/agrad/rev.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__product_8hpp.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__self_8hpp.html">stan/math/matrix/columns_dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__self_8hpp.html">stan/math/matrix/dot_self.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log_8hpp.html">stan/math/matrix/log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2log__determinant_8hpp.html">stan/math/matrix/log_determinant.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__spd_8hpp.html">stan/math/matrix/mdivide_left_spd.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri__low_8hpp.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply_8hpp.html">stan/math/matrix/multiply.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="subtract_8hpp.html">stan/math/matrix/subtract.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2sum_8hpp.html">stan/math/matrix/sum.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2trace__quad__form_8hpp.html">stan/math/matrix/trace_quad_form.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_covar&gt;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3aa4c668766dc37248e6d5bd84eae338">   32</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3aa4c668766dc37248e6d5bd84eae338">multi_normal_prec_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_prec_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5" title="Compute trace(B^T A B).">stan::math::trace_quad_form</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Precision matrix rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Precision matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_Sigma(Sigma);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!ldlt_Sigma.success()) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;Precision matrix is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;Sigma[1,1] is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                            mu.size(), <span class="stringliteral">&quot;size of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                            y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">if</span> (y.rows() == 0)</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.rows();</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      </div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        lp += 0.5*<a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_Sigma);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        Eigen::Matrix&lt;<span class="keyword">typename</span> </div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          boost::math::tools::promote_args&lt;T_y,T_loc&gt;::type,</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          Eigen::Dynamic, 1&gt; y_minus_mu(y.size());</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y.size(); i++)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          y_minus_mu(i) = y(i)-mu(i);</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        lp -= 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a0d688dadede814a9e3f2a3b6af6601c5">trace_quad_form</a>(Sigma,y_minus_mu);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_covar&gt;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00111"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9d21551db0a50bd061cbf0147628a255">  111</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3aa4c668766dc37248e6d5bd84eae338">multi_normal_prec_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">return</span> multi_normal_prec_log&lt;false&gt;(y,mu,Sigma);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_covar&gt;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type</div>
+<div class="line"><a name="l00123"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a45250c0ec42bb7278ced6275eed9ffa1">  123</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3aa4c668766dc37248e6d5bd84eae338">multi_normal_prec_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y,</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;                          <span class="keyword">const</span> Eigen::Matrix&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_normal_prec_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5" title="Compute trace(B^T A B).">stan::math::trace_quad_form</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      </div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;Rows of covariance matrix&quot;</span>,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance matrix&quot;</span>,</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, Sigma.rows(), <span class="stringliteral">&quot;Precision matrix rows&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Precision matrix&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_covar,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_Sigma(Sigma);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keywordflow">if</span> (!ldlt_Sigma.success()) {</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;Precision matrix is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;Sigma[1,1] is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      }</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      </div>
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+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                            mu.rows(), <span class="stringliteral">&quot;rows of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;                            Sigma.rows(), <span class="stringliteral">&quot;rows of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                            y.cols(), <span class="stringliteral">&quot;Columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                            Sigma.cols(), <span class="stringliteral">&quot;columns of covariance parameter&quot;</span>,</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (y.cols() == 0)</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      </div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        lp += NEG_LOG_SQRT_TWO_PI * y.cols() * y.rows();</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      </div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_Sigma) * (0.5 * y.cols());</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      }</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      </div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_covar&gt;::value</a>) {</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        Eigen::Matrix&lt;T_loc, Eigen::Dynamic, Eigen::Dynamic&gt; MU(y.rows(),y.cols());</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        <span class="keywordflow">for</span> (<span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_loc, Eigen::Dynamic, Eigen::Dynamic&gt;::size_type</a> i = 0; </div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;             i &lt; y.rows(); i++)</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          MU.row(i) = mu;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        </div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        Eigen::Matrix&lt;<span class="keyword">typename</span></div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          boost::math::tools::promote_args&lt;T_loc,T_y&gt;::type,</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          Eigen::Dynamic,Eigen::Dynamic&gt; y_minus_MU(y.rows(), y.cols());</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;        </div>
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+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstdlib&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__normal_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inv__gamma_8hpp_source.html">stan/prob/distributions/univariate/continuous/inv_gamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+</div>
+<p><a href="multi__student__t_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a48b71448bd4100f9dbbf884c9fee4de6"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a48b71448bd4100f9dbbf884c9fee4de6"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_loc, T_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a48b71448bd4100f9dbbf884c9fee4de6">stan::prob::multi_student_t_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const T_dof &amp;nu, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma)</td></tr>
+<tr class="memdesc:a48b71448bd4100f9dbbf884c9fee4de6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the log of the multivariate Student t distribution at the specified arguments.  <a href="#a48b71448bd4100f9dbbf884c9fee4de6"></a><br/></td></tr>
+<tr class="separator:a48b71448bd4100f9dbbf884c9fee4de6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac5c541f4309051587f35a5187ef5165c"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:ac5c541f4309051587f35a5187ef5165c"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_loc, T_scale &gt;<br class="typebreak"/>
+::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac5c541f4309051587f35a5187ef5165c">stan::prob::multi_student_t_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;y, const T_dof &amp;nu, const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma)</td></tr>
+<tr class="separator:ac5c541f4309051587f35a5187ef5165c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab61ba841eb4bd76a7df2975e18f0b025"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ab61ba841eb4bd76a7df2975e18f0b025"><td class="memTemplItemLeft" align="right" valign="top">Eigen::VectorXd&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab61ba841eb4bd76a7df2975e18f0b025">stan::prob::multi_student_t_rng</a> (const double nu, const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;mu, const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;s, RNG &amp;rng)</td></tr>
+<tr class="separator:ab61ba841eb4bd76a7df2975e18f0b025"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_7edb90b8895d3ae5eaffb58e5bac252e.html">multivariate</a></li><li class="navelem"><a class="el" href="dir_3bf5ecbbc2acdb8067d845784c2d4c37.html">continuous</a></li>  </ul>
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+<div class="title">multi_student_t.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="multi__student__t_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTI_STUDENT_T_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTI_STUDENT_T_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstdlib&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__normal_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inv__gamma_8hpp.html">stan/prob/distributions/univariate/continuous/inv_gamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_dof,T_loc,T_scale&gt;::type</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a48b71448bd4100f9dbbf884c9fee4de6">   31</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a48b71448bd4100f9dbbf884c9fee4de6" title="Return the log of the multivariate Student t distribution at the specified arguments.">multi_student_t_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt;&amp; y,</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                        <span class="keyword">const</span> T_dof&amp; nu,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                        <span class="keyword">const</span> Eigen::Matrix&lt;T_loc,Eigen::Dynamic,1&gt;&amp; mu,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                        <span class="keyword">const</span> </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                        Eigen::Matrix&lt;T_scale,</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;                                      Eigen::Dynamic,Eigen::Dynamic&gt;&amp; Sigma) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multi_student_t(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">stan::math::check_symmetric</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a978022fb9cb20fd35f6e9e89ab3bc871">stan::math::mdivide_left_ldlt</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_dof,T_loc,T_scale&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          mu.size(), <span class="stringliteral">&quot;size of location parameter&quot;</span>,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          Sigma.rows(), <span class="stringliteral">&quot;rows of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;          y.size(), <span class="stringliteral">&quot;Size of random variable&quot;</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;          Sigma.cols(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;lp)) </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2" title="Return true if the specified matrix is symmetric.">check_symmetric</a>(<span class="keyword">function</span>, Sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_Sigma(Sigma);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">if</span> (!ldlt_Sigma.success()) {</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;Scale matrix is not positive definite. &quot;</span> </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;Sigma(0,0) is %1%.&quot;</span>;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,Sigma(0,0),<span class="stringliteral">&quot;Scale matrix&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="comment">// allows infinities</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, nu, </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                         <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                          <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">boost::math::isinf</a>;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">isinf</a>(nu)) <span class="comment">// already checked nu &gt; 0</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">multi_normal_log</a>(y,mu,Sigma);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordtype">double</span> d = y.size();</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(0.5 * (nu + d));</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(0.5 * nu);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        lp -= (0.5 * d) * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(nu);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        lp -= (0.5 * d) * LOG_PI;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a919d4a6495c489841df3d0423200b147" title="Return specified matrix multiplied by specified scalar.">stan::math::multiply</a>;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af8d73851895fb151fdf79e55bf33e98e" title="Returns the dot product of the specified vectors.">stan::math::dot_product</a>;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">stan::math::subtract</a>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keyword">using</span> Eigen::Array;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        lp -= 0.5*<a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_Sigma);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      }</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
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+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;}</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">multinomial.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/gamma.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="binomial_8hpp_source.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="categorical_8hpp_source.html">stan/prob/distributions/multivariate/discrete/categorical.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multinomial_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a30f2c82429f15f40ab59b038f35d29f4"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_prob &gt; </td></tr>
+<tr class="memitem:a30f2c82429f15f40ab59b038f35d29f4"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">stan::prob::multinomial_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:a30f2c82429f15f40ab59b038f35d29f4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aee5c8f7cbbbc28455bae7c9f6b6bf2f8"><td class="memTemplParams" colspan="2">template&lt;typename T_prob &gt; </td></tr>
+<tr class="memitem:aee5c8f7cbbbc28455bae7c9f6b6bf2f8"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_prob &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#aee5c8f7cbbbc28455bae7c9f6b6bf2f8">stan::prob::multinomial_log</a> (const std::vector&lt; int &gt; &amp;ns, const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;theta)</td></tr>
+<tr class="separator:aee5c8f7cbbbc28455bae7c9f6b6bf2f8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7d4d3be39750d795653ce0a8ee25e065"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a7d4d3be39750d795653ce0a8ee25e065"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; int &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7d4d3be39750d795653ce0a8ee25e065">stan::prob::multinomial_rng</a> (const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;theta, const int N, RNG &amp;rng)</td></tr>
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+<div class="title">multinomial.hpp</div>  </div>
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+<a href="multinomial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__MULTINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE__MULTINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/gamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="binomial_8hpp.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical_8hpp.html">stan/prob/distributions/multivariate/discrete/categorical.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="comment">// Multinomial(ns|N,theta)   [0 &lt;= n &lt;= N;  SUM ns = N;   </span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="comment">//                            0 &lt;= theta[n] &lt;= 1;  SUM theta = 1]</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;              <span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">   25</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">multinomial_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns,</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::multinomial_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_prob&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, ns, <span class="stringliteral">&quot;Number of trials variable&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">check_simplex</a>(<span class="keyword">function</span>, theta, <span class="stringliteral">&quot;Probabilites parameter&quot;</span>, </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;                         &amp;lp))</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          ns.size(), <span class="stringliteral">&quot;Size of number of trials variable&quot;</span>,</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          theta.rows(), <span class="stringliteral">&quot;rows of probabilities parameter&quot;</span>,</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          &amp;lp))</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) {     </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a> = 1.0;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i &lt; ns.size(); ++i) </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          sum += ns[i];</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(sum);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i &lt; ns.size(); ++i)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          lp -= <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(ns[i] + 1.0);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_prob&gt;::value</a>)</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i &lt; ns.size(); ++i)</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          lp += <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(ns[i], theta[i]);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_prob&gt;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_prob&gt;::type</div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aee5c8f7cbbbc28455bae7c9f6b6bf2f8">   64</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">multinomial_log</a>(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; ns,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                    <span class="keyword">const</span> Eigen::Matrix&lt;T_prob,Eigen::Dynamic,1&gt;&amp; theta) {</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">return</span> multinomial_log&lt;false&gt;(ns,theta);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    }</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;    <span class="keyword">inline</span> std::vector&lt;int&gt;</div>
+<div class="line"><a name="l00071"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7d4d3be39750d795653ce0a8ee25e065">   71</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7d4d3be39750d795653ce0a8ee25e065">multinomial_rng</a>(<span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt;&amp; theta,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                    <span class="keyword">const</span> <span class="keywordtype">int</span> N,</div>
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+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>;</div>
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+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
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+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>,N,<span class="stringliteral">&quot;number of trials variables&quot;</span>);</div>
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+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordtype">double</span> mass_left = 1.0;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordtype">int</span> n_left = N;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; n_left &gt; 0 &amp;&amp; k &lt; theta.size(); ++k) {</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        result[k] = <a class="code" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">binomial_rng</a>(n_left,theta[k] / mass_left,rng);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        n_left -= result[k];</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        mass_left -= theta[k];</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="comment">// for (int n = 0; n &lt; N; ++n)</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="comment">//   ++result[categorical_rng(theta,rng) - 1];</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    }</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;  }</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;}</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">continuous.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="gaussian__dlm__obs_8hpp_source.html">stan/prob/distributions/multivariate/continuous/gaussian_dlm_obs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__normal_8hpp_source.html">stan/prob/distributions/multivariate/continuous/matrix_normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__normal_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__normal__cholesky_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_normal_cholesky.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__normal__prec_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_normal_prec.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__gp_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_gp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multi__student__t_8hpp_source.html">stan/prob/distributions/multivariate/continuous/multi_student_t.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="wishart_8hpp_source.html">stan/prob/distributions/multivariate/continuous/wishart.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inv__wishart_8hpp_source.html">stan/prob/distributions/multivariate/continuous/inv_wishart.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dirichlet_8hpp_source.html">stan/prob/distributions/multivariate/continuous/dirichlet.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="lkj__corr_8hpp_source.html">stan/prob/distributions/multivariate/continuous/lkj_corr.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="lkj__cov_8hpp_source.html">stan/prob/distributions/multivariate/continuous/lkj_cov.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="multivariate_2continuous_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+<a href="multivariate_2continuous_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="gaussian__dlm__obs_8hpp.html">stan/prob/distributions/multivariate/continuous/gaussian_dlm_obs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__normal_8hpp.html">stan/prob/distributions/multivariate/continuous/matrix_normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__normal_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__normal__cholesky_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_normal_cholesky.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__normal__prec_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_normal_prec.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__gp_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_gp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multi__student__t_8hpp.html">stan/prob/distributions/multivariate/continuous/multi_student_t.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="wishart_8hpp.html">stan/prob/distributions/multivariate/continuous/wishart.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inv__wishart_8hpp.html">stan/prob/distributions/multivariate/continuous/inv_wishart.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dirichlet_8hpp.html">stan/prob/distributions/multivariate/continuous/dirichlet.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="lkj__corr_8hpp.html">stan/prob/distributions/multivariate/continuous/lkj_corr.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="lkj__cov_8hpp.html">stan/prob/distributions/multivariate/continuous/lkj_cov.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="categorical__logit_8hpp_source.html">stan/prob/distributions/multivariate/discrete/categorical_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="multinomial_8hpp_source.html">stan/prob/distributions/multivariate/discrete/multinomial.hpp</a>&gt;</code><br/>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__DISCRETE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical__logit_8hpp.html">stan/prob/distributions/multivariate/discrete/categorical_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="multinomial_8hpp.html">stan/prob/distributions/multivariate/discrete/multinomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#endif</span></div>
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+<a href="#details">More...</a></p>
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+<tr class="memitem:namespace_eigen_1_1internal"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></td></tr>
+<tr class="memdesc:namespace_eigen_1_1internal"><td class="mdescLeft">&#160;</td><td class="mdescRight">(Expert) Product traits for algorithmic differentiation variables. <br/></td></tr>
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+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Numerical traits template override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables.  <a href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#details">More...</a><br/></td></tr>
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+
+<p>(Expert) Product traits for algorithmic differentiation variables.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>(Expert) Product traits for algorithmic differentiation variables. </p>
+</div></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="title">boost Namespace Reference</div>  </div>
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+<div class="contents">
+
+<p>Reimplementing boost functionality.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Reimplementing boost functionality. </p>
+</div></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<p>Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types.  
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+<tr class="separator:a3987c91e5ae7f757baf28ae8efc0fbbe"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a66748d24fc22dc865ef9b64d17ed4d66"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:a66748d24fc22dc865ef9b64d17ed4d66"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespaceboost_1_1math.html#a66748d24fc22dc865ef9b64d17ed4d66">isnormal</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;v)</td></tr>
+<tr class="memdesc:a66748d24fc22dc865ef9b64d17ed4d66"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number is normal.  <a href="#a66748d24fc22dc865ef9b64d17ed4d66"></a><br/></td></tr>
+<tr class="separator:a66748d24fc22dc865ef9b64d17ed4d66"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types. </p>
+<p>FIXME: remove when BOOST fixes <a class="el" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709" title="Checks if the given number has finite value.">isfinite()</a>. See ticket #6517. (Boost 1.48.0) <a href="https://svn.boost.org/trac/boost/ticket/6517">https://svn.boost.org/trac/boost/ticket/6517</a> </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a81d6724493d3ad55a65f18a3e780ddf7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int boost::math::fpclassify </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Categorizes the given <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> value. </p>
+<p>Categorizes the <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> value, v, into the following categories: zero, subnormal, normal, infinite, or NAN.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable to classify. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>One of <code>FP_ZERO</code>, <code>FP_NORMAL</code>, <code>FP_FINITE</code>, <code>FP_INFINITE</code>, <code>FP_NAN</code>, or <code>FP_SUBZERO</code>, specifying the category of v. </dd></dl>
+
+<p>Definition at line <a class="el" href="boost__fpclassify_8hpp_source.html#l00024">24</a> of file <a class="el" href="boost__fpclassify_8hpp_source.html">boost_fpclassify.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aacb94b2d8f46034875d78e4260274709"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool boost::math::isfinite </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the given number has finite value. </p>
+<p>Return <code>true</code> if the specified variable's value is finite.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if variable is finite. </dd></dl>
+
+<p>Definition at line <a class="el" href="boost__fpclassify_8hpp_source.html#l00039">39</a> of file <a class="el" href="boost__fpclassify_8hpp_source.html">boost_fpclassify.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad274b0c69c7bd9e4ca76ac7519fd9f74"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool boost::math::isinf </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the given number is infinite. </p>
+<p>Return <code>true</code> if the specified variable's value is infinite.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if variable is infinite. </dd></dl>
+
+<p>Definition at line <a class="el" href="boost__fpclassify_8hpp_source.html#l00054">54</a> of file <a class="el" href="boost__fpclassify_8hpp_source.html">boost_fpclassify.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3987c91e5ae7f757baf28ae8efc0fbbe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool boost::math::isnan </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the given number is NaN. </p>
+<p>Return <code>true</code> if the specified variable has a value that is NaN.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if variable is NaN. </dd></dl>
+
+<p>Definition at line <a class="el" href="boost__fpclassify_8hpp_source.html#l00069">69</a> of file <a class="el" href="boost__fpclassify_8hpp_source.html">boost_fpclassify.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a66748d24fc22dc865ef9b64d17ed4d66"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool boost::math::isnormal </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the given number is normal. </p>
+<p>Return <code>true</code> if the specified variable has a value that is normal.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if variable is normal. </dd></dl>
+
+<p>Definition at line <a class="el" href="boost__fpclassify_8hpp_source.html#l00084">84</a> of file <a class="el" href="boost__fpclassify_8hpp_source.html">boost_fpclassify.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>abs()
+: <a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aeb4764556637084eee528b45d8eaa767">stan::math</a>
+</li>
+<li>acos()
+: <a class="el" href="namespacestan_1_1agrad.html#a3d7b4b9ba0df66c3ae59a4478fecdc2b">stan::agrad</a>
+</li>
+<li>acosh()
+: <a class="el" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">stan::agrad</a>
+</li>
+<li>add()
+: <a class="el" href="namespacestan_1_1math.html#a3d4b97f71328d3de40de286ec6e3754e">stan::math</a>
+</li>
+<li>add_conditional_body_f
+: <a class="el" href="namespacestan_1_1gm.html#ad78f054e040e1e50bbca1c359bdfb212">stan::gm</a>
+</li>
+<li>add_conditional_condition_f
+: <a class="el" href="namespacestan_1_1gm.html#ac933d49bf64b047878de0a9cd6bee469">stan::gm</a>
+</li>
+<li>add_expression_dimss_f
+: <a class="el" href="namespacestan_1_1gm.html#a59538d290878f4de9cd33e6d21f57a3c">stan::gm</a>
+</li>
+<li>add_loop_identifier_f
+: <a class="el" href="namespacestan_1_1gm.html#aa52cffaf304fc09f5936e0fe6a708a15">stan::gm</a>
+</li>
+<li>add_while_body_f
+: <a class="el" href="namespacestan_1_1gm.html#a6cd03a1b864b365878417733f67b523e">stan::gm</a>
+</li>
+<li>add_while_condition_f
+: <a class="el" href="namespacestan_1_1gm.html#adb748e38743964139413d8a31c622474">stan::gm</a>
+</li>
+<li>addition
+: <a class="el" href="namespacestan_1_1gm.html#a66dd9d718181d0b71df757b512a9e7b6">stan::gm</a>
+</li>
+<li>as_bool()
+: <a class="el" href="namespacestan_1_1agrad.html#a0e0e98b7b8248f6303a3ae565a46305c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6ad1c484220022b3abfb79c16d1d7f72">stan::math</a>
+</li>
+<li>as_bool&lt; int &gt;()
+: <a class="el" href="namespacestan_1_1math.html#a86b5156aa25d21592dbd3624aae1ea39">stan::math</a>
+</li>
+<li>asin()
+: <a class="el" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5">stan::agrad</a>
+</li>
+<li>asinh()
+: <a class="el" href="namespacestan_1_1agrad.html#aaf137922ce743a1f63adfaed2630dfe6">stan::agrad</a>
+</li>
+<li>assign()
+: <a class="el" href="namespacestan_1_1math.html#a0a80c719463c4e3caa03df731e2c2cb9">stan::math</a>
+</li>
+<li>atan()
+: <a class="el" href="namespacestan_1_1agrad.html#a6546708d4dc0f19756f4e2380eb9b9e4">stan::agrad</a>
+</li>
+<li>atan2()
+: <a class="el" href="namespacestan_1_1agrad.html#a9963689c927130aef845582a1160678b">stan::agrad</a>
+</li>
+<li>atanh()
+: <a class="el" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">stan::agrad</a>
+</li>
+<li>autocorrelation()
+: <a class="el" href="namespacestan_1_1prob.html#a426d883667d0707d0d6d6337831e41c4">stan::prob</a>
+</li>
+<li>autocovariance()
+: <a class="el" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188">stan::prob</a>
+</li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/namespacemembers_0x62.html b/doc/api/html/namespacemembers_0x62.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="namespacemembers.html"><span>All</span></a></li>
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+    </ul>
+  </div>
+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
+      <li class="current"><a href="namespacemembers_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
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+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
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+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_b"></a>- b -</h3><ul>
+<li>base_expr_type
+: <a class="el" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">stan::gm</a>
+</li>
+<li>base_iterator_t
+: <a class="el" href="namespacestan_1_1gm.html#a48761b304b8039f53b3a6fc76e4efc87">stan::gm</a>
+</li>
+<li>base_type_to_string()
+: <a class="el" href="namespacestan_1_1gm.html#a9c695724226e13246eefc23216841ffc">stan::gm</a>
+</li>
+<li>bernoulli_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a726363482ee79c9eec5168e0662878ee">stan::prob</a>
+</li>
+<li>bernoulli_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#acc2b8587b0d9e02ae857a2b3f5cba35d">stan::prob</a>
+</li>
+<li>bernoulli_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aba32173189278464e98a8126eb552cde">stan::prob</a>
+</li>
+<li>bernoulli_log()
+: <a class="el" href="namespacestan_1_1prob.html#a219ad54841aea16fc57524fca232f2e7">stan::prob</a>
+</li>
+<li>bernoulli_logit_log()
+: <a class="el" href="namespacestan_1_1prob.html#a5c8219bcfefefbfb4035de576837ab45">stan::prob</a>
+</li>
+<li>bernoulli_rng()
+: <a class="el" href="namespacestan_1_1prob.html#afea2d4a81899214550a87b8a09220620">stan::prob</a>
+</li>
+<li>bessel_first_kind()
+: <a class="el" href="namespacestan_1_1agrad.html#a15ef0c83a99d3629e9ea8eb982ffe91c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aebfb3835848bd8550192cd5e090d3b5a">stan::math</a>
+</li>
+<li>bessel_second_kind()
+: <a class="el" href="namespacestan_1_1agrad.html#a17fd5151af2e0e715f84fbdcdea202cd">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a645ce13c6454913ec39be807751604dc">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a70cd3f5b630e4cae786470b8a7d70c62">stan::agrad</a>
+</li>
+<li>beta_binomial_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a5d2307b3b214c6a219dc1ae47cbba4d0">stan::prob</a>
+</li>
+<li>beta_binomial_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a6549c9b89bee939a79c35a797977e48e">stan::prob</a>
+</li>
+<li>beta_binomial_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a260dee97213ab1ea2bcb345f2e5699f8">stan::prob</a>
+</li>
+<li>beta_binomial_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6b05e0ee6a8e83b15ab01a8bd2f75621">stan::prob</a>
+</li>
+<li>beta_binomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a0ab5a0632c3782b2feed87f13731a3cb">stan::prob</a>
+</li>
+<li>beta_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a2cf7120d50b02585fd722748e624b13e">stan::prob</a>
+</li>
+<li>beta_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#ae99fab56f54c2e0f879345eee28b82ca">stan::prob</a>
+</li>
+<li>beta_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab63ea302e7cd29f7a5f3f23152b3de1f">stan::prob</a>
+</li>
+<li>beta_log()
+: <a class="el" href="namespacestan_1_1prob.html#adcb4e073c7510ab55a2fd6f310168559">stan::prob</a>
+</li>
+<li>beta_rng()
+: <a class="el" href="namespacestan_1_1prob.html#af9ffa205c1948b93323a12b13954558b">stan::prob</a>
+</li>
+<li>binary_log_loss()
+: <a class="el" href="namespacestan_1_1agrad.html#acbbcd95da81df518f28454f7d2cb8772">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#af5d9abde22a78da0378d464f1ce24544">stan::agrad</a>
+</li>
+<li>binary_op_f
+: <a class="el" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">stan::gm</a>
+</li>
+<li>binomial_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6a5c4f320e9c4fd342a2bc95cd5cab06">stan::prob</a>
+</li>
+<li>binomial_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#aeed3ba1a20bc8adb20b6a15d35945533">stan::prob</a>
+</li>
+<li>binomial_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab5b95dc562c6fc2d9474debaae03903c">stan::prob</a>
+</li>
+<li>binomial_coefficient_log()
+: <a class="el" href="namespacestan_1_1agrad.html#a02695b9403bc2bd772610aec257b71ab">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a4ec7cdb5d5ad2c9b0a0257398570e55b">stan::agrad</a>
+</li>
+<li>binomial_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad12aae68875554db5a4e4934bfa1e24a">stan::prob</a>
+</li>
+<li>binomial_logit_log()
+: <a class="el" href="namespacestan_1_1prob.html#aeec51733f46d26326f271edaeb2c85fd">stan::prob</a>
+</li>
+<li>binomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">stan::prob</a>
+</li>
+<li>block()
+: <a class="el" href="namespacestan_1_1math.html#af163dfd071f1cff0297b7418156563a8">stan::math</a>
+</li>
+<li>bool_argument
+: <a class="el" href="namespacestan_1_1gm.html#adb787df02fb46fca9c39b4d8f2438a28">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacemembers_0x63.html b/doc/api/html/namespacemembers_0x63.html
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+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<table cellspacing="0" cellpadding="0">
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
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+<!-- end header part -->
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+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
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+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
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+    </ul>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
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+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>calculate_chain()
+: <a class="el" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">stan::agrad</a>
+</li>
+<li>categorical_log()
+: <a class="el" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">stan::prob</a>
+</li>
+<li>categorical_logit_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3fa98ec586dbbbceafb56261324b5170">stan::prob</a>
+</li>
+<li>categorical_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a4c3ca0ee1deca1cacd5211bbc995152e">stan::prob</a>
+</li>
+<li>cauchy_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac70c31a88a9078a1abe3b7404504f1fe">stan::prob</a>
+</li>
+<li>cauchy_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a47c7985de17346e84f8d63941d094c6f">stan::prob</a>
+</li>
+<li>cauchy_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a438076c7412e6cc425b59489fd2288c3">stan::prob</a>
+</li>
+<li>cauchy_log()
+: <a class="el" href="namespacestan_1_1prob.html#a336c31f3968917b4cb73fdd6bcb7dbda">stan::prob</a>
+</li>
+<li>cauchy_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">stan::prob</a>
+</li>
+<li>cbrt()
+: <a class="el" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">stan::agrad</a>
+</li>
+<li>ceil()
+: <a class="el" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158">stan::agrad</a>
+</li>
+<li>check_bounded()
+: <a class="el" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math</a>
+</li>
+<li>check_cholesky_factor()
+: <a class="el" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9">stan::math</a>
+</li>
+<li>check_consistent_size()
+: <a class="el" href="namespacestan_1_1math.html#a8987da44a92a90edb79fd84fd39e39d3">stan::math</a>
+</li>
+<li>check_consistent_sizes()
+: <a class="el" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math</a>
+</li>
+<li>check_corr_matrix()
+: <a class="el" href="namespacestan_1_1math.html#ad32dc573d6046854e39913596554961b">stan::math</a>
+</li>
+<li>check_cov_matrix()
+: <a class="el" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f">stan::math</a>
+</li>
+<li>check_finite()
+: <a class="el" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680">stan::math</a>
+</li>
+<li>check_greater()
+: <a class="el" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math</a>
+</li>
+<li>check_greater_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math</a>
+</li>
+<li>check_less()
+: <a class="el" href="namespacestan_1_1math.html#a7187754b7dfb0727664c3bed40ccf7b4">stan::math</a>
+</li>
+<li>check_less_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math</a>
+</li>
+<li>check_lower_triangular()
+: <a class="el" href="namespacestan_1_1math.html#a54f45f5cee19ad65fdd516e1b855d0fe">stan::math</a>
+</li>
+<li>check_nonnegative()
+: <a class="el" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math</a>
+</li>
+<li>check_not_nan()
+: <a class="el" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da">stan::math</a>
+</li>
+<li>check_ordered()
+: <a class="el" href="namespacestan_1_1math.html#a55bd442a2e6c56c40d7b60d0079ac8a7">stan::math</a>
+</li>
+<li>check_pos_definite()
+: <a class="el" href="namespacestan_1_1agrad.html#a5f647d8ef1686ba2b85035726e395f40">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa543443cb0c96a44613255c83d593a86">stan::math</a>
+</li>
+<li>check_pos_semidefinite()
+: <a class="el" href="namespacestan_1_1math.html#a7341142ee291b13f1ad04152a37f974f">stan::math</a>
+</li>
+<li>check_positive()
+: <a class="el" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math</a>
+</li>
+<li>check_positive_ordered()
+: <a class="el" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88">stan::math</a>
+</li>
+<li>check_range()
+: <a class="el" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">stan::math</a>
+</li>
+<li>check_simplex()
+: <a class="el" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4">stan::math</a>
+</li>
+<li>check_size_match()
+: <a class="el" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math</a>
+</li>
+<li>check_spsd_matrix()
+: <a class="el" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d">stan::math</a>
+</li>
+<li>check_square()
+: <a class="el" href="namespacestan_1_1math.html#a354049e8dec929a4b054b7e8db06a4fb">stan::math</a>
+</li>
+<li>check_symmetric()
+: <a class="el" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2">stan::math</a>
+</li>
+<li>check_unit_vector()
+: <a class="el" href="namespacestan_1_1math.html#a7496b0022b662c358931d1ab0458f60e">stan::math</a>
+</li>
+<li>chi_square_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3053cf28f5702b2b815e90f6e13a0931">stan::prob</a>
+</li>
+<li>chi_square_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a200487188f204a155be81bcf76e3e578">stan::prob</a>
+</li>
+<li>chi_square_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#abec586221c76c3d3da9654cba160b35d">stan::prob</a>
+</li>
+<li>chi_square_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab7eb2d6575574aa8b2838532bb81832d">stan::prob</a>
+</li>
+<li>chi_square_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">stan::prob</a>
+</li>
+<li>cholesky_decompose()
+: <a class="el" href="namespacestan_1_1math.html#abbcc91ff24e86fa318fe0f8a9111b4c5">stan::math</a>
+</li>
+<li>cholesky_factor_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#aaac795244dbcd9bb3fa44d2275ddc3c1">stan::prob</a>
+</li>
+<li>cholesky_factor_free()
+: <a class="el" href="namespacestan_1_1prob.html#a74157f1d9c708df760d602d6adb53712">stan::prob</a>
+</li>
+<li>cmd_line::bare&lt; std::string &gt;()
+: <a class="el" href="namespacestan_1_1io.html#aec5638401c1a9174c2a1755dbb9b9a1c">stan::io</a>
+</li>
+<li>cmd_line::val&lt; std::string &gt;()
+: <a class="el" href="namespacestan_1_1io.html#a6717f7e0267a49b9c35e24aa6183236a">stan::io</a>
+</li>
+<li>col()
+: <a class="el" href="namespacestan_1_1math.html#ae497ca37fd7867fd11c4cd095c8aaa71">stan::math</a>
+</li>
+<li>cols()
+: <a class="el" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">stan::math</a>
+</li>
+<li>columns_dot_product()
+: <a class="el" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6d03b34aa7329a68f31d1c7bc500c5c8">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a3d6da62972dd8c1d717b7e99838c84bc">stan::agrad</a>
+</li>
+<li>columns_dot_self()
+: <a class="el" href="namespacestan_1_1agrad.html#a6b316428660dff0e79e67e804ad1cbce">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#aa4910329638fc8776c1568e9c41ae014">stan::agrad</a>
+</li>
+<li>command()
+: <a class="el" href="namespacestan_1_1gm.html#a4f99fc7285080014068543c8d5ab71b1">stan::gm</a>
+</li>
+<li>compile()
+: <a class="el" href="namespacestan_1_1gm.html#afa03c3de30429fab595ea53c97b9edc8">stan::gm</a>
+</li>
+<li>CONSTRAINT_TOLERANCE
+: <a class="el" href="namespacestan_1_1math.html#aece739c5a2672028f0c7848045b89f08">stan::math</a>
+, <a class="el" href="namespacestan_1_1prob.html#a42d98044ad33e2fe147c7edcf09282f6">stan::prob</a>
+</li>
+<li>corr_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99">stan::prob</a>
+</li>
+<li>corr_free()
+: <a class="el" href="namespacestan_1_1prob.html#ade592c3579e0e7a685b7e2ec5bb0218b">stan::prob</a>
+</li>
+<li>corr_matrix_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#ad9af41714d33fbe0e5e29aab85553ccc">stan::prob</a>
+</li>
+<li>corr_matrix_free()
+: <a class="el" href="namespacestan_1_1prob.html#acc2abdf331f1cc4b3f36b15a66088ab2">stan::prob</a>
+</li>
+<li>cos()
+: <a class="el" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d">stan::agrad</a>
+</li>
+<li>cosh()
+: <a class="el" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b">stan::agrad</a>
+</li>
+<li>cov_matrix_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#af8bbcd6e6f8239799dc9b2661059801b">stan::prob</a>
+</li>
+<li>cov_matrix_constrain_lkj()
+: <a class="el" href="namespacestan_1_1prob.html#ae151aa1645e82ec7cb298466edcbbb0b">stan::prob</a>
+</li>
+<li>cov_matrix_free()
+: <a class="el" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678">stan::prob</a>
+</li>
+<li>cov_matrix_free_lkj()
+: <a class="el" href="namespacestan_1_1prob.html#a7f6a575490d3de6839a6f544781bf464">stan::prob</a>
+</li>
+<li>crossprod()
+: <a class="el" href="namespacestan_1_1agrad.html#a5091c4a9b716a75406b9cbee072a27c1">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a62cc3a137ff3220bdd0137a52a4b9714">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a704fdafdbf6fd44b9b3a382bc23a026e">stan::agrad</a>
+</li>
+<li>cumulative_sum()
+: <a class="el" href="namespacestan_1_1math.html#a7340f6be8ae1e121c6d854005560fef5">stan::math</a>
+</li>
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+</li>
+<li>derivative()
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+: <a class="el" href="namespacestan_1_1gm.html#af2cb1df6a23d138782246a8304ad7d86">stan::gm</a>
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+</li>
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+: <a class="el" href="namespacestan_1_1math.html#af970bc3201f476e84259e7ba2d4eb276">stan::math</a>
+</li>
+<li>diag_post_multiply()
+: <a class="el" href="namespacestan_1_1math.html#a00896827d3247350178c86c0aed533f6">stan::math</a>
+</li>
+<li>diag_pre_multiply()
+: <a class="el" href="namespacestan_1_1math.html#a6159f8ffb5a37c394dff93781622f504">stan::math</a>
+</li>
+<li>diagonal()
+: <a class="el" href="namespacestan_1_1math.html#a877aa9df52c3a3f300a3d214c7bde64a">stan::math</a>
+</li>
+<li>digamma()
+: <a class="el" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a5eb54ce92709046c6d168e851d2481c7">stan::math</a>
+</li>
+<li>dims()
+: <a class="el" href="namespacestan_1_1math.html#a467589eef4220a87d457c8a268a1fd5d">stan::math</a>
+</li>
+<li>dirichlet_log()
+: <a class="el" href="namespacestan_1_1prob.html#a788f709440fd4c6189fa6d40a32cc328">stan::prob</a>
+</li>
+<li>dirichlet_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a4324e10af97b35a6b667f7b02ddbb7e2">stan::prob</a>
+</li>
+<li>dist()
+: <a class="el" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">stan::math</a>
+</li>
+<li>divide()
+: <a class="el" href="namespacestan_1_1agrad.html#a8834a2f7763f46dd14e765d6c3287d23">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a082ee76b34a2ea656d2c8ab9186c1a2b">stan::math</a>
+</li>
+<li>division
+: <a class="el" href="namespacestan_1_1gm.html#aba4de316e472e23ea0f375d1e1a7cc33">stan::gm</a>
+</li>
+<li>do_lkj_constant()
+: <a class="el" href="namespacestan_1_1prob.html#a3e884a06b4337008b72a3e75c1aee386">stan::prob</a>
+</li>
+<li>do_print()
+: <a class="el" href="namespacestan_1_1gm.html#a0505a5edd8692d9113977c9cd19bc778">stan::gm</a>
+</li>
+<li>dom_err()
+: <a class="el" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math</a>
+</li>
+<li>dom_err_vec()
+: <a class="el" href="namespacestan_1_1math.html#a5114bd4a8397e21dd60cc596d24022fe">stan::math</a>
+</li>
+<li>dot()
+: <a class="el" href="namespacestan_1_1math.html#afd3b73319bd8df9dad1d3902997d8e89">stan::math</a>
+</li>
+<li>dot_product()
+: <a class="el" href="namespacestan_1_1math.html#ab7cd93708bf432b3bd3d284958972ede">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a6ab5996a680002f996384f7f7cc2ba86">stan::agrad</a>
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+</li>
+<li>dot_self()
+: <a class="el" href="namespacestan_1_1agrad.html#a88446fe7bdc500d280a66cd8b58bf475">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ac81ab85d390fcb594884773a85fac657">stan::math</a>
+</li>
+<li>double_exponential_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a799d82a35ad39823a27340bb57656643">stan::prob</a>
+</li>
+<li>double_exponential_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#acb5d3e2870190b33cb60f9165820a07b">stan::prob</a>
+</li>
+<li>double_exponential_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a9f090972ba99ef96684475140e8d7e39">stan::prob</a>
+</li>
+<li>double_exponential_log()
+: <a class="el" href="namespacestan_1_1prob.html#a7621036746361ce33a182006375fcf56">stan::prob</a>
+</li>
+<li>double_exponential_rng()
+: <a class="el" href="namespacestan_1_1prob.html#aced8b51bafb8aa39773b8f278559ec09">stan::prob</a>
+</li>
+<li>DOUBLE_T
+: <a class="el" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">stan::gm</a>
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+<li>E
+: <a class="el" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe">stan::math</a>
+</li>
+<li>eigenvalues_sym()
+: <a class="el" href="namespacestan_1_1math.html#aa37c65f508af7ad1d0b010aa5c932cbe">stan::math</a>
+</li>
+<li>eigenvectors_sym()
+: <a class="el" href="namespacestan_1_1math.html#a9bd4729756e6ed00a35f1e4531444c13">stan::math</a>
+</li>
+<li>elt_divide()
+: <a class="el" href="namespacestan_1_1math.html#a3c9262da41fbf44fefc9a66141a0759d">stan::math</a>
+</li>
+<li>elt_division
+: <a class="el" href="namespacestan_1_1gm.html#a754bafd927243560d1f783d46ecb34a9">stan::gm</a>
+</li>
+<li>elt_multiplication
+: <a class="el" href="namespacestan_1_1gm.html#a0953feed6c7def5c5a3e9326007e81ea">stan::gm</a>
+</li>
+<li>elt_multiply()
+: <a class="el" href="namespacestan_1_1math.html#a998e2dce5971bba8c059995797e22ba0">stan::math</a>
+</li>
+<li>EMPTY_EXP_VECTOR()
+: <a class="el" href="namespacestan_1_1gm.html#a7b75153f298993fbca07d0e128a75771">stan::gm</a>
+</li>
+<li>EOL()
+: <a class="el" href="namespacestan_1_1gm.html#a24fe8f1f728798f3f4e922ae086c2473">stan::gm</a>
+</li>
+<li>EOL2()
+: <a class="el" href="namespacestan_1_1gm.html#affc181dd85ce73c82cfbd0cde2321c6b">stan::gm</a>
+</li>
+<li>EPSILON
+: <a class="el" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0">stan::math</a>
+</li>
+<li>erf()
+: <a class="el" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">stan::agrad</a>
+</li>
+<li>erfc()
+: <a class="el" href="namespacestan_1_1agrad.html#a5e56afd5e6984624acdf4e6b0aebc251">stan::agrad</a>
+</li>
+<li>exp()
+: <a class="el" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ac38f1fab5fe3e9b45c8c6e78ac3cc749">stan::math</a>
+</li>
+<li>exp2()
+: <a class="el" href="namespacestan_1_1agrad.html#a4bb4a54d8488b2d7ca364037c7495cf8">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a0ef734d7c3b8ebd689012295bf826e94">stan::math</a>
+</li>
+<li>exp_mod_normal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#acda3771d153ce0b6699db1bcabc7f994">stan::prob</a>
+</li>
+<li>exp_mod_normal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a829c8e7a571893d48ee513be108162ac">stan::prob</a>
+</li>
+<li>exp_mod_normal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a292d6dc1426b3aecc6a6415b0a5d9851">stan::prob</a>
+</li>
+<li>exp_mod_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a95e73a8689e52bd28a8bb88f8ef0131b">stan::prob</a>
+</li>
+<li>exp_mod_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ad44443eca9be898e4a2fc013353a0f3c">stan::prob</a>
+</li>
+<li>expm1()
+: <a class="el" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">stan::agrad</a>
+</li>
+<li>exponential_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3ec6b8d579b4f186acb357692219d08e">stan::prob</a>
+</li>
+<li>exponential_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a3ed11c9b495e23976817f9c37b1f2af7">stan::prob</a>
+</li>
+<li>exponential_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a1f2a5189acae75f0eee599d604e872ab">stan::prob</a>
+</li>
+<li>exponential_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e">stan::prob</a>
+</li>
+<li>exponential_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a87460d0e1f55ec9fa5df01d59ef55bc0">stan::prob</a>
+</li>
+<li>expression_as_statement_f
+: <a class="el" href="namespacestan_1_1gm.html#a235997d18cc5a475e44e279951e7e96e">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
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+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
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+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
+      <li><a href="namespacemembers_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_0x6f.html#index_o"><span>o</span></a></li>
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+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
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+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
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+        name="MSearchResults" id="MSearchResults">
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_f"></a>- f -</h3><ul>
+<li>F32()
+: <a class="el" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math</a>
+</li>
+<li>fabs()
+: <a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce">stan::agrad</a>
+</li>
+<li>factor_cov_matrix()
+: <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13">stan::prob</a>
+</li>
+<li>falling_factorial()
+: <a class="el" href="namespacestan_1_1agrad.html#a3fe9336533c29b3f48381f31e5b2f34d">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ac2df2a7019f7f68a915b3edab21921a1">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a22978d7897d2c1b62f9faa70b69969bb">stan::agrad</a>
+</li>
+<li>fdim()
+: <a class="el" href="namespacestan_1_1agrad.html#a3cbb5f05f4a177ad199188f3be030b3e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a3602c7867931bfd2085509c75596ce09">stan::agrad</a>
+</li>
+<li>fill()
+: <a class="el" href="namespacestan_1_1math.html#a6d362e53d3d40b61e68fdd08dc5eb38b">stan::math</a>
+</li>
+<li>finite_diff_grad()
+: <a class="el" href="namespacestan_1_1model.html#a2660b5de2ccd8322d61f077d43289d18">stan::model</a>
+</li>
+<li>floor()
+: <a class="el" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce">stan::agrad</a>
+</li>
+<li>fma()
+: <a class="el" href="namespacestan_1_1agrad.html#a236c6ba1684b8993ab0ca0d4319ebc15">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ad8ac3f1f4f177645d84a1d6480f70d96">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a60d474fe443809433d909f153e326f63">stan::agrad</a>
+</li>
+<li>fmax()
+: <a class="el" href="namespacestan_1_1agrad.html#a6bfbbbe6a55f984d587261a0d7213936">stan::agrad</a>
+</li>
+<li>fmin()
+: <a class="el" href="namespacestan_1_1agrad.html#a3afd698a7b861deeca2539c60ce89743">stan::agrad</a>
+</li>
+<li>fmod()
+: <a class="el" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6">stan::agrad</a>
+</li>
+<li>forward_iterator_t
+: <a class="el" href="namespacestan_1_1gm.html#aa1c432dd6520c6f137b092953345f7d5">stan::gm</a>
+</li>
+<li>fpclassify()
+: <a class="el" href="namespaceboost_1_1math.html#a81d6724493d3ad55a65f18a3e780ddf7">boost::math</a>
+</li>
+<li>free_memory()
+: <a class="el" href="namespacestan_1_1agrad.html#a97c8b13e0b24beeb9a67b880ac34b48c">stan::agrad</a>
+</li>
+<li>function_signature_t
+: <a class="el" href="namespacestan_1_1gm.html#ab969833a2ffdf92a759238a5d9ba5859">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
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+  <div id="navrow3" class="tabs2">
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+      <li><a href="namespacemembers_type.html"><span>Typedefs</span></a></li>
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+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
+      <li><a href="namespacemembers_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
+      <li class="current"><a href="namespacemembers_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
+      <li><a href="namespacemembers_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
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+    </ul>
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+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_g"></a>- g -</h3><ul>
+<li>gamma_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad7ee96f7433a8a2213f6c00d053fcc98">stan::prob</a>
+</li>
+<li>gamma_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a0056f042d18ab321812adae932f7788e">stan::prob</a>
+</li>
+<li>gamma_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a74f0bab3925e33a3f4d41ad844172b27">stan::prob</a>
+</li>
+<li>gamma_log()
+: <a class="el" href="namespacestan_1_1prob.html#a79b5cdb98cde395af01ceeb3e643788b">stan::prob</a>
+</li>
+<li>gamma_p()
+: <a class="el" href="namespacestan_1_1agrad.html#a0b6a1689e89d7de041e7bc4e57bcd1c7">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aed411d626d4ae01a76584c454a83673f">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a8448454064a4337b6358d60e2d6820ff">stan::agrad</a>
+</li>
+<li>gamma_q()
+: <a class="el" href="namespacestan_1_1agrad.html#abbfd6400f96010759da0a7f20a0e6991">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a0830ba049b81bc98ea9fbcf1eb7b4bd6">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">stan::agrad</a>
+</li>
+<li>gamma_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">stan::prob</a>
+</li>
+<li>gaussian_dlm_obs_log()
+: <a class="el" href="namespacestan_1_1prob.html#a2788e0ec29af261204d5a071a9ac6abb">stan::prob</a>
+</li>
+<li>generate_class_decl()
+: <a class="el" href="namespacestan_1_1gm.html#af08d462ee1f0e163d614e9ed03fe53c0">stan::gm</a>
+</li>
+<li>generate_comment()
+: <a class="el" href="namespacestan_1_1gm.html#abba632c440fa0d045a469d12a7cef474">stan::gm</a>
+</li>
+<li>generate_constrained_param_names_method()
+: <a class="el" href="namespacestan_1_1gm.html#a5064d8f1632c7557de53ab9af11342f3">stan::gm</a>
+</li>
+<li>generate_constructor()
+: <a class="el" href="namespacestan_1_1gm.html#aa582396b750dabd6768f4adb30508349">stan::gm</a>
+</li>
+<li>generate_cpp()
+: <a class="el" href="namespacestan_1_1gm.html#a668b578a61c97daacf978986469d1af1">stan::gm</a>
+</li>
+<li>generate_destructor()
+: <a class="el" href="namespacestan_1_1gm.html#a2547842ef250f715e7121eab59f2263c">stan::gm</a>
+</li>
+<li>generate_dims_method()
+: <a class="el" href="namespacestan_1_1gm.html#ad25e6e8b2a6244b38ce779887bb4c17f">stan::gm</a>
+</li>
+<li>generate_end_class_decl()
+: <a class="el" href="namespacestan_1_1gm.html#adc6eed04035b3dd32a5e04d227d4cf68">stan::gm</a>
+</li>
+<li>generate_end_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#a9771868cf777556e7ea3dfabbfcccecb">stan::gm</a>
+</li>
+<li>generate_expression()
+: <a class="el" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">stan::gm</a>
+</li>
+<li>generate_include()
+: <a class="el" href="namespacestan_1_1gm.html#ab12d33faf3ee33c50995679a53496706">stan::gm</a>
+</li>
+<li>generate_includes()
+: <a class="el" href="namespacestan_1_1gm.html#a6a9d6cf24f2051d0804f641525a36f8a">stan::gm</a>
+</li>
+<li>generate_indent()
+: <a class="el" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">stan::gm</a>
+</li>
+<li>generate_indexed_expr()
+: <a class="el" href="namespacestan_1_1gm.html#acd8d56cc6cd4afabfb2b65f2e721be01">stan::gm</a>
+</li>
+<li>generate_init_method()
+: <a class="el" href="namespacestan_1_1gm.html#a208a651630210246d1cff43ebd3e7d0e">stan::gm</a>
+</li>
+<li>generate_init_vars()
+: <a class="el" href="namespacestan_1_1gm.html#a5e4c218a7d9e607732925c5a266a8f79">stan::gm</a>
+</li>
+<li>generate_initialization()
+: <a class="el" href="namespacestan_1_1gm.html#a2a09040ccbbc3628b80d4b17278a9d02">stan::gm</a>
+</li>
+<li>generate_initializer()
+: <a class="el" href="namespacestan_1_1gm.html#ac3b48b7ab230ddd3d882103245827857">stan::gm</a>
+</li>
+<li>generate_local_var_decls()
+: <a class="el" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">stan::gm</a>
+</li>
+<li>generate_local_var_init_nan()
+: <a class="el" href="namespacestan_1_1gm.html#a6b6842504d267f2ec759ad7b25e7fac3">stan::gm</a>
+</li>
+<li>generate_local_var_inits()
+: <a class="el" href="namespacestan_1_1gm.html#a890d6d9cd0b21a64327ccf76a9a7e824">stan::gm</a>
+</li>
+<li>generate_log_prob()
+: <a class="el" href="namespacestan_1_1gm.html#a4d93a678fb6ead7a8554de1758f36034">stan::gm</a>
+</li>
+<li>generate_main()
+: <a class="el" href="namespacestan_1_1gm.html#a425cf99f39ca9123446a5192eeee83e0">stan::gm</a>
+</li>
+<li>generate_member_var_decls()
+: <a class="el" href="namespacestan_1_1gm.html#a63d43e75db4c7e7ff2dda2d1036df363">stan::gm</a>
+</li>
+<li>generate_member_var_inits()
+: <a class="el" href="namespacestan_1_1gm.html#adc65399d7375f831d8d4d806b62b6293">stan::gm</a>
+</li>
+<li>generate_model_name_method()
+: <a class="el" href="namespacestan_1_1gm.html#a06761a1392734570a22e5a492141bce8">stan::gm</a>
+</li>
+<li>generate_param_names_method()
+: <a class="el" href="namespacestan_1_1gm.html#a4c248f99b9df350026ff05c604181358">stan::gm</a>
+</li>
+<li>generate_printable()
+: <a class="el" href="namespacestan_1_1gm.html#ae27bbd9b3b5dbc0f93bbcd9f198a46eb">stan::gm</a>
+</li>
+<li>generate_private_decl()
+: <a class="el" href="namespacestan_1_1gm.html#a8c0b83999d50ab15f1c8503f33a3d47c">stan::gm</a>
+</li>
+<li>generate_public_decl()
+: <a class="el" href="namespacestan_1_1gm.html#a30e9216cd9f5d025bcb3dde6aa0c86b0">stan::gm</a>
+</li>
+<li>generate_set_param_ranges()
+: <a class="el" href="namespacestan_1_1gm.html#a7ce48f574b608d4ecebac5dc7c3fe21e">stan::gm</a>
+</li>
+<li>generate_start_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#a297a49a54728e0866002eeb4350f46dd">stan::gm</a>
+</li>
+<li>generate_statement()
+: <a class="el" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">stan::gm</a>
+</li>
+<li>generate_statements()
+: <a class="el" href="namespacestan_1_1gm.html#a09382dd26edd6d5095555b7b1dea2c6d">stan::gm</a>
+</li>
+<li>generate_type()
+: <a class="el" href="namespacestan_1_1gm.html#a513a251d0b3d2e80bc0b9e32ecfeea0d">stan::gm</a>
+</li>
+<li>generate_typedef()
+: <a class="el" href="namespacestan_1_1gm.html#a6150f8826fdd1742c1287552966cb6d0">stan::gm</a>
+</li>
+<li>generate_typedefs()
+: <a class="el" href="namespacestan_1_1gm.html#a1515682780f226a7001d930fd2c1e1d0">stan::gm</a>
+</li>
+<li>generate_unconstrained_param_names_method()
+: <a class="el" href="namespacestan_1_1gm.html#a7caf37b3f443d37d400f9f647a5d4f7b">stan::gm</a>
+</li>
+<li>generate_using()
+: <a class="el" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">stan::gm</a>
+</li>
+<li>generate_using_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">stan::gm</a>
+</li>
+<li>generate_usings()
+: <a class="el" href="namespacestan_1_1gm.html#aa985aaef054c7f1af4a9628ef6a9155d">stan::gm</a>
+</li>
+<li>generate_validate_context_size()
+: <a class="el" href="namespacestan_1_1gm.html#a33b21b6ece1a626d859d7d0e16bc0914">stan::gm</a>
+</li>
+<li>generate_validate_positive()
+: <a class="el" href="namespacestan_1_1gm.html#ae5e451a20922d72237b17635a04629c6">stan::gm</a>
+</li>
+<li>generate_validate_transformed_params()
+: <a class="el" href="namespacestan_1_1gm.html#ae40fee02e525b4599929a3898b14493a">stan::gm</a>
+</li>
+<li>generate_validate_var_decl()
+: <a class="el" href="namespacestan_1_1gm.html#a52bae0dc2622d9a571205c83441d1bce">stan::gm</a>
+</li>
+<li>generate_validate_var_decls()
+: <a class="el" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">stan::gm</a>
+</li>
+<li>generate_var_resizing()
+: <a class="el" href="namespacestan_1_1gm.html#a3d65cdc4d78792bed25979830e67b9eb">stan::gm</a>
+</li>
+<li>generate_version_comment()
+: <a class="el" href="namespacestan_1_1gm.html#ad46a7bc5909963f3af53bb69c764c415">stan::gm</a>
+</li>
+<li>generate_void_statement()
+: <a class="el" href="namespacestan_1_1gm.html#aa1deb42499e1aeaf64a3f66f7e08220e">stan::gm</a>
+</li>
+<li>generate_write_array_method()
+: <a class="el" href="namespacestan_1_1gm.html#a56f6bed9b4ff736ba8282d9cb81ff0c2">stan::gm</a>
+</li>
+<li>generate_write_csv_header_method()
+: <a class="el" href="namespacestan_1_1gm.html#a175fe5ebc2de7986e91d335a0f973642">stan::gm</a>
+</li>
+<li>generate_write_csv_method()
+: <a class="el" href="namespacestan_1_1gm.html#a8576715fcf1c68be750ae6f9b5928923">stan::gm</a>
+</li>
+<li>get()
+: <a class="el" href="namespacestan.html#a2e926e5518c0c2f289f79d23010815d3">stan</a>
+</li>
+<li>get_base1()
+: <a class="el" href="namespacestan_1_1math.html#ab0dbeed50ff3f8630ea3cd54f9ecb804">stan::math</a>
+</li>
+<li>get_base1_lhs()
+: <a class="el" href="namespacestan_1_1math.html#adffeab694f7588c92dc97b6736e5be7b">stan::math</a>
+</li>
+<li>grad()
+: <a class="el" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3">stan::agrad</a>
+</li>
+<li>grad2F1()
+: <a class="el" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">stan::math</a>
+</li>
+<li>grad_hess_log_prob()
+: <a class="el" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588">stan::model</a>
+</li>
+<li>grad_tr_mat_times_hessian()
+: <a class="el" href="namespacestan_1_1agrad.html#acba3577a92618529775046335dc015ac">stan::agrad</a>
+</li>
+<li>gradF32()
+: <a class="el" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">stan::math</a>
+</li>
+<li>gradient()
+: <a class="el" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433">stan::agrad</a>
+</li>
+<li>gradient_dot_vector()
+: <a class="el" href="namespacestan_1_1agrad.html#a193936962d2fceadcf578dd09b127776">stan::agrad</a>
+</li>
+<li>gradIncBeta()
+: <a class="el" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">stan::math</a>
+</li>
+<li>gradRegIncBeta()
+: <a class="el" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math</a>
+</li>
+<li>gradRegIncGamma()
+: <a class="el" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math</a>
+</li>
+<li>gumbel_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a7031408cb549ef6e62d05a0e23050913">stan::prob</a>
+</li>
+<li>gumbel_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a51c9e75ef3d9f0aa113b1dff27bfd5f8">stan::prob</a>
+</li>
+<li>gumbel_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#af3a4abf9379ede54947a4a46c520a286">stan::prob</a>
+</li>
+<li>gumbel_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad56fe89a003692852a43ed83e9020ade">stan::prob</a>
+</li>
+<li>gumbel_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a717c41a1a31ff84f523df17a4e894c23">stan::prob</a>
+</li>
+</ul>
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+: <a class="el" href="namespacestan_1_1gm.html#a5f8f794036a1282d39160c8005350fb6">stan::gm</a>
+</li>
+<li>has_lub()
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+: <a class="el" href="namespacestan_1_1gm.html#a5cd24fa3880414fae68b9f140341781c">stan::gm</a>
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+<li>head()
+: <a class="el" href="namespacestan_1_1math.html#a4d7964d83597ea54cd7ba63bee50409f">stan::math</a>
+</li>
+<li>hessian()
+: <a class="el" href="namespacestan_1_1agrad.html#a757135302068c250c2379b0c13a28e2e">stan::agrad</a>
+</li>
+<li>hessian_times_vector()
+: <a class="el" href="namespacestan_1_1agrad.html#a65e3ff9debccf35476fd084b965c3eb1">stan::agrad</a>
+</li>
+<li>hypergeometric_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa8045ba7d2d74aa5142128b020ef91f9">stan::prob</a>
+</li>
+<li>hypergeometric_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ac1f5eb0ed8be3298f817d5f5b976144d">stan::prob</a>
+</li>
+<li>hypot()
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+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>ibeta()
+: <a class="el" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#af7b430ac57e75ba2d55843cd868506e1">stan::math</a>
+</li>
+<li>identity_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a2efcd423525f2b20c28888283eb41079">stan::prob</a>
+</li>
+<li>identity_free()
+: <a class="el" href="namespacestan_1_1prob.html#ae9e2475641a356dc2b0b103f5152eb84">stan::prob</a>
+</li>
+<li>if_else()
+: <a class="el" href="namespacestan_1_1agrad.html#a86ce2dc25f73176ea45b300a9cfd63eb">stan::agrad</a>
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+</li>
+<li>INDENT()
+: <a class="el" href="namespacestan_1_1gm.html#a0c2dcd808a0d9ba32a552d5da9449dad">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a6ff34cca044609d9dd669dcc9c992c60">stan::gm</a>
+</li>
+<li>infer_type_indexing()
+: <a class="el" href="namespacestan_1_1gm.html#a17574edb8e226bfd71f69da1d4f97168">stan::gm</a>
+</li>
+<li>INFTY
+: <a class="el" href="namespacestan_1_1math.html#a7f2ac8ebf3095e9934715bb34f0669b3">stan::math</a>
+</li>
+<li>init_adapt()
+: <a class="el" href="namespacestan_1_1gm.html#ab49a5fee3bf2cacd63f0ce7e252a6a93">stan::gm</a>
+</li>
+<li>init_nuts()
+: <a class="el" href="namespacestan_1_1gm.html#aaa8e6ed991ef6bf3b5afc96b953e18ca">stan::gm</a>
+</li>
+<li>init_static_hmc()
+: <a class="el" href="namespacestan_1_1gm.html#ad9e999952303f4c193f24b063ff55d91">stan::gm</a>
+</li>
+<li>init_windowed_adapt()
+: <a class="el" href="namespacestan_1_1gm.html#a5121125c3b419aa099ab6fca8cb9d1c6">stan::gm</a>
+</li>
+<li>initialize()
+: <a class="el" href="namespacestan_1_1math.html#af81e05dfd6918524dafff10715f21a8d">stan::math</a>
+</li>
+<li>initialize_variable()
+: <a class="el" href="namespacestan_1_1agrad.html#ae4df62fded6cf60ac4928f942190f39d">stan::agrad</a>
+</li>
+<li>int_argument
+: <a class="el" href="namespacestan_1_1gm.html#ab772327341c716a591776dda31107ee7">stan::gm</a>
+</li>
+<li>int_step()
+: <a class="el" href="namespacestan_1_1math.html#a8c507cff4b7b473cd86e1d428fb03136">stan::math</a>
+</li>
+<li>INT_T
+: <a class="el" href="namespacestan_1_1gm.html#a2da21cb21d76a1fbafe6857e23e37b5b">stan::gm</a>
+</li>
+<li>inv()
+: <a class="el" href="namespacestan_1_1agrad.html#a08b011331905f0a026fa4270582fe5d5">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ab64935e0bdac8227bfd9608285d4e699">stan::math</a>
+</li>
+<li>inv_chi_square_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a51e89cc15295d67eba75dfb4ccdbe27c">stan::prob</a>
+</li>
+<li>inv_chi_square_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#ad68b6e115796a534a753491eae9744cb">stan::prob</a>
+</li>
+<li>inv_chi_square_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a624df4d53f7a8d24a4014e1e57ccaf3c">stan::prob</a>
+</li>
+<li>inv_chi_square_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad6fd48ecb4e2a0cc22225cff5a7997e2">stan::prob</a>
+</li>
+<li>inv_chi_square_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ad7d3c06abef9546ac2f0a9174f1446fa">stan::prob</a>
+</li>
+<li>inv_cloglog()
+: <a class="el" href="namespacestan_1_1math.html#a008bf0b6c2ab38d088b0aba5d7b10c8d">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a14ec5b6590b42a6405fa06a34105ce84">stan::agrad</a>
+</li>
+<li>inv_gamma_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac95b1a5f812a121f1fce3120f54caabc">stan::prob</a>
+</li>
+<li>inv_gamma_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a9295ef95ac9022168eff6748495294bf">stan::prob</a>
+</li>
+<li>inv_gamma_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#af5bc8f367605c27867cc93ec4f7b19d9">stan::prob</a>
+</li>
+<li>inv_gamma_log()
+: <a class="el" href="namespacestan_1_1prob.html#a94f9022a58b4d16ac6eac9edc8c1cecc">stan::prob</a>
+</li>
+<li>inv_gamma_rng()
+: <a class="el" href="namespacestan_1_1prob.html#af588e525e8543ac66f21b5273196deaf">stan::prob</a>
+</li>
+<li>inv_logit()
+: <a class="el" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a015c1e0733bd9a3d7c26175d7072a759">stan::agrad</a>
+</li>
+<li>inv_sqrt()
+: <a class="el" href="namespacestan_1_1math.html#a4b4db5e98585c71cc7c14319f96e0c04">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a17ce517fb5ec226947603b3dfbbc235b">stan::agrad</a>
+</li>
+<li>INV_SQRT_2
+: <a class="el" href="namespacestan_1_1math.html#a5491e346d5a812af988f8de4a5948c88">stan::math</a>
+</li>
+<li>INV_SQRT_TWO_PI
+: <a class="el" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">stan::math</a>
+</li>
+<li>inv_square()
+: <a class="el" href="namespacestan_1_1agrad.html#ab283916863ab97eab6aed628480f8a8b">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3d2e922aa13e2dfae510fc13d86eaea3">stan::math</a>
+</li>
+<li>inv_wishart_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad6efba06df0f3ccf2455b60bc7bbbdef">stan::prob</a>
+</li>
+<li>inv_wishart_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a6c0745153ef776d59ddac99f480972e5">stan::prob</a>
+</li>
+<li>inverse()
+: <a class="el" href="namespacestan_1_1agrad.html#ad04d66a7b2f44ae630c904534a43687a">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a461598c914f5634fa5057da7a817803d">stan::math</a>
+</li>
+<li>inverse_softmax()
+: <a class="el" href="namespacestan_1_1math.html#a1edc35cc581dda178263f6a4a4fd1158">stan::math</a>
+</li>
+<li>inverse_spd()
+: <a class="el" href="namespacestan_1_1math.html#a989989548db02c34cd6134790bd93478">stan::math</a>
+</li>
+<li>is_aligned()
+: <a class="el" href="namespacestan_1_1memory.html#a952ba61b6936bdcad3955ec1f5e6ef8f">stan::memory</a>
+</li>
+<li>is_nil()
+: <a class="el" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">stan::gm</a>
+</li>
+<li>is_nonempty()
+: <a class="el" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">stan::gm</a>
+</li>
+<li>is_space()
+: <a class="el" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">stan::gm</a>
+</li>
+<li>is_uninitialized()
+: <a class="el" href="namespacestan_1_1agrad.html#a72761c1c17a04122ee2dbb0c56cbb9c0">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a40c14c26dc55a985e05695b3ff1eeef2">stan::math</a>
+</li>
+<li>isfinite()
+: <a class="el" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709">boost::math</a>
+</li>
+<li>isinf()
+: <a class="el" href="namespacestd.html#a458a0f3c809188e7fb9a9e10d335ac60">std</a>
+, <a class="el" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74">boost::math</a>
+</li>
+<li>isnan()
+: <a class="el" href="namespacestd.html#a197a4417fc07456e4f2d545e176dc97a">std</a>
+, <a class="el" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe">boost::math</a>
+</li>
+<li>isnormal()
+: <a class="el" href="namespaceboost_1_1math.html#a66748d24fc22dc865ef9b64d17ed4d66">boost::math</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<table cellspacing="0" cellpadding="0">
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
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+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
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+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_j"></a>- j -</h3><ul>
+<li>jacobian()
+: <a class="el" href="namespacestan_1_1agrad.html#a660e1cd77e3dcb11faf98da2521ee0f8">stan::agrad</a>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Namespace Members</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/javascript">
+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
+</head>
+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
+</table>
+</div>
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+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
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+  <div id="navrow3" class="tabs2">
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+  <div id="navrow4" class="tabs3">
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+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="namespacemembers_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
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+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
+
+<!-- iframe showing the search results (closed by default) -->
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+<iframe src="javascript:void(0)" frameborder="0" 
+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_l"></a>- l -</h3><ul>
+<li>lb_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a680c6f47862a16f0b45c85ce534e8211">stan::prob</a>
+</li>
+<li>lb_free()
+: <a class="el" href="namespacestan_1_1prob.html#a5f8562f1f72bf02ac21b36ef8dcfe3d7">stan::prob</a>
+</li>
+<li>lbeta()
+: <a class="el" href="namespacestan_1_1agrad.html#ab7f20a5b3ac5abeef9b69b629c64f075">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3ccdb3f505b7db61c510e59e97b947b6">stan::math</a>
+</li>
+<li>left_division
+: <a class="el" href="namespacestan_1_1gm.html#a7ce0894487b3983ccf7f1d1ed59a1f4b">stan::gm</a>
+</li>
+<li>length()
+: <a class="el" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan</a>
+</li>
+<li>lgamma()
+: <a class="el" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a836f46d7f63f5118a32cad11382c0551">stan::math</a>
+</li>
+<li>lkj_corr_cholesky_log()
+: <a class="el" href="namespacestan_1_1prob.html#afa5ff4715e294327b88666b1f9639e55">stan::prob</a>
+</li>
+<li>lkj_corr_cholesky_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ab6923f0ee88a517f5be6ac8780e5842c">stan::prob</a>
+</li>
+<li>lkj_corr_log()
+: <a class="el" href="namespacestan_1_1prob.html#a89375117dd56efcdf32c2e8d7bb593a9">stan::prob</a>
+</li>
+<li>lkj_corr_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a54800d037a32da9ecfb59c87152bfbcc">stan::prob</a>
+</li>
+<li>lkj_cov_log()
+: <a class="el" href="namespacestan_1_1prob.html#a96a69b926127ce2349d86bcbedac81d7">stan::prob</a>
+</li>
+<li>lmgamma()
+: <a class="el" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a0ee0706b2cb6d2e1da2c3b6041c06a56">stan::math</a>
+</li>
+<li>local_origin
+: <a class="el" href="namespacestan_1_1gm.html#ae5497a13c6ad9d782269f4b25fc7608a">stan::gm</a>
+</li>
+<li>log()
+: <a class="el" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ae3e7ce33064686ec2a2591fa5d4227cf">stan::math</a>
+</li>
+<li>log10()
+: <a class="el" href="namespacestan_1_1agrad.html#a6eb95bc79aff1cd13c794525c5a907e8">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a21f4f7c092e2bc9a089885628b86c004">stan::math</a>
+</li>
+<li>log1m()
+: <a class="el" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612">stan::math</a>
+</li>
+<li>log1m_exp()
+: <a class="el" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5">stan::math</a>
+</li>
+<li>log1m_inv_logit()
+: <a class="el" href="namespacestan_1_1agrad.html#a4ef1d069b2a0b0e79e6a96096ced05a5">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ac7f71c696a5e0da4daab30e5f3704842">stan::math</a>
+</li>
+<li>log1p()
+: <a class="el" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a5166d3c58ad8ce0aedbf104179888b69">stan::math</a>
+</li>
+<li>log1p_exp()
+: <a class="el" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091">stan::math</a>
+</li>
+<li>log2()
+: <a class="el" href="namespacestan_1_1agrad.html#adc1fbe8f169e3dbaf05dce2399b87177">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d">stan::math</a>
+</li>
+<li>LOG_10
+: <a class="el" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5">stan::math</a>
+</li>
+<li>LOG_2
+: <a class="el" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149">stan::math</a>
+</li>
+<li>log_determinant()
+: <a class="el" href="namespacestan_1_1agrad.html#a8a1d37f736333bd2c5e22f0ccb645e5c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aca29dad18932e3ca17ac52fd0238b364">stan::math</a>
+</li>
+<li>log_determinant_ldlt()
+: <a class="el" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math</a>
+</li>
+<li>log_determinant_spd()
+: <a class="el" href="namespacestan_1_1agrad.html#acb47e4ac872b94a58defa619ba0b96e3">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ae9a296d4414d0193108c70b350a05cfc">stan::math</a>
+</li>
+<li>log_diff_exp()
+: <a class="el" href="namespacestan_1_1agrad.html#a24844c12cad61f5e2ee54fe198347a98">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aac1dbafd4c2a129415e86f868fc0979a">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a8b63a8fd1ac87815107c75c405e810dd">stan::agrad</a>
+</li>
+<li>log_falling_factorial()
+: <a class="el" href="namespacestan_1_1agrad.html#a0ffd034a1939c647aead3fdafae32afa">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa9cb2f3f6c73b2005d9e9fadbad415bf">stan::math</a>
+</li>
+<li>log_inv_logit()
+: <a class="el" href="namespacestan_1_1agrad.html#a25aaaf2eca128514fc4cf52b59872658">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ad5be889d1ef4284654a04e400f5371a7">stan::math</a>
+</li>
+<li>log_inv_logit_diff()
+: <a class="el" href="namespacestan_1_1prob.html#a76c814ad46314b38beb80a1a699617ef">stan::prob</a>
+</li>
+<li>LOG_PI_OVER_FOUR
+: <a class="el" href="namespacestan_1_1math.html#a177764626d2378e0d7bdfb26aac187b6">stan::math</a>
+</li>
+<li>log_prob_grad()
+: <a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80">stan::model</a>
+</li>
+<li>log_prob_propto()
+: <a class="el" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8">stan::model</a>
+</li>
+<li>log_rising_factorial()
+: <a class="el" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aaf23285d755661c14ca29c3ba935b77d">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#aa260d82a2cae776fafd0b65f40da2a91">stan::agrad</a>
+</li>
+<li>log_softmax()
+: <a class="el" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a011a8c8bb83f9b6c700a725240be33b5">stan::math</a>
+</li>
+<li>log_sum_exp()
+: <a class="el" href="namespacestan_1_1agrad.html#a902892cf9092c81ee4d26c54ba672c38">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ae5513861b48f8649938d82883b58170c">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#ac8761a5b8672071d99b5c7cc8dea3276">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a845f5338275b390a8eeedb3e66f097f8">stan::agrad</a>
+</li>
+<li>logical_and()
+: <a class="el" href="namespacestan_1_1math.html#adc35bab2db89b3ceda66f11e1fa53ec8">stan::math</a>
+</li>
+<li>logical_eq()
+: <a class="el" href="namespacestan_1_1math.html#ab2213736b55fd6696fa0120fd3fe72e4">stan::math</a>
+</li>
+<li>logical_gt()
+: <a class="el" href="namespacestan_1_1math.html#aba86bfd994302061a0260e1202fca777">stan::math</a>
+</li>
+<li>logical_gte()
+: <a class="el" href="namespacestan_1_1math.html#ac6bb0b8623192207d35e207ea312d8be">stan::math</a>
+</li>
+<li>logical_lt()
+: <a class="el" href="namespacestan_1_1math.html#a0b5bd91412749e10933f304b54aef88f">stan::math</a>
+</li>
+<li>logical_lte()
+: <a class="el" href="namespacestan_1_1math.html#af3649d4c704962c4502cd6220a5e2230">stan::math</a>
+</li>
+<li>logical_negate_expr_f
+: <a class="el" href="namespacestan_1_1gm.html#a5d5139168f13961e213defe8bd85ba16">stan::gm</a>
+</li>
+<li>logical_negation()
+: <a class="el" href="namespacestan_1_1math.html#aad2fc9ce55dfac079d930335beb7e4a8">stan::math</a>
+</li>
+<li>logical_neq()
+: <a class="el" href="namespacestan_1_1math.html#a206eb210d8e7e2c718af25c40de8f9d1">stan::math</a>
+</li>
+<li>logical_or()
+: <a class="el" href="namespacestan_1_1math.html#ac74007e2d5f55d5ae4a308f535869aee">stan::math</a>
+</li>
+<li>logistic_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aeff91e2efd57e631955cb7ebde45a1c7">stan::prob</a>
+</li>
+<li>logistic_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#ac2a1d5c2316209f3a4d6cc90f3f3b6cf">stan::prob</a>
+</li>
+<li>logistic_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aca4c773da2a18fac3e13b91e51e9e18d">stan::prob</a>
+</li>
+<li>logistic_log()
+: <a class="el" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">stan::prob</a>
+</li>
+<li>logistic_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a664843596a52a9bc23dc5f2073f9806b">stan::prob</a>
+</li>
+<li>logit()
+: <a class="el" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3">stan::math</a>
+</li>
+<li>lognormal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a576b250e68b4cc83d9df5d697eb57fa2">stan::prob</a>
+</li>
+<li>lognormal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#af50822e781206859400fb659831eb000">stan::prob</a>
+</li>
+<li>lognormal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa7a25fc347587649f2ca55656fb23950">stan::prob</a>
+</li>
+<li>lognormal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a72c3cfe83f1bfa2a71d146dde0cc865e">stan::prob</a>
+</li>
+<li>lognormal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a9dbaae05c716d93b29dfc3f00f26d4ed">stan::prob</a>
+</li>
+<li>lp_no_jacobian()
+: <a class="el" href="namespacestan_1_1optimization.html#a03faddd9bfe31c6237e1ce662d3f3d2d">stan::optimization</a>
+</li>
+<li>lub_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a7333ecac8eb1a974e758a134f30fbf7b">stan::prob</a>
+</li>
+<li>lub_free()
+: <a class="el" href="namespacestan_1_1prob.html#a4e48912671137a74815f5194163279c9">stan::prob</a>
+</li>
+</ul>
+</div><!-- contents -->
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
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+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>machine_precision()
+: <a class="el" href="namespacestan_1_1math.html#a173839dddd0a8ac8afa710b9e3d5008a">stan::math</a>
+</li>
+<li>MAJOR_VERSION
+: <a class="el" href="namespacestan.html#a75c4bb3d494fafd9d1714d4db258975c">stan</a>
+</li>
+<li>make_nu()
+: <a class="el" href="namespacestan_1_1prob.html#a4aae2e874c72677ddb53ec9bdec1c29d">stan::prob</a>
+</li>
+<li>matrix_d
+: <a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">stan::math</a>
+, <a class="el" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">stan::optimization</a>
+</li>
+<li>matrix_fd
+: <a class="el" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">stan::agrad</a>
+</li>
+<li>matrix_ffd
+: <a class="el" href="namespacestan_1_1agrad.html#aff56af7392587b36f7071967f87ad7d1">stan::agrad</a>
+</li>
+<li>matrix_ffv
+: <a class="el" href="namespacestan_1_1agrad.html#a3e6bc2f7c13dfbbb0c30dce6dcb62951">stan::agrad</a>
+</li>
+<li>matrix_fv
+: <a class="el" href="namespacestan_1_1agrad.html#aac5f57e2caa5ea24203633335cfe3fc6">stan::agrad</a>
+</li>
+<li>matrix_normal_prec_log()
+: <a class="el" href="namespacestan_1_1prob.html#a04ca61f93c3e75f12a7dafbbb2964069">stan::prob</a>
+</li>
+<li>MATRIX_T
+: <a class="el" href="namespacestan_1_1gm.html#af68190cae932b66ca3aa3c56bc2b0dc6">stan::gm</a>
+</li>
+<li>matrix_v
+: <a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">stan::agrad</a>
+</li>
+<li>max()
+: <a class="el" href="namespacestan_1_1math.html#acde414919e0e4dcfa72d565679819091">stan::math</a>
+</li>
+<li>max_size()
+: <a class="el" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">stan</a>
+</li>
+<li>mdivide_left()
+: <a class="el" href="namespacestan_1_1agrad.html#a2b41bf2c8372fd934837bcab95ea6218">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a7266758367e8260b2afbfaeea7d5b418">stan::math</a>
+</li>
+<li>mdivide_left_ldlt()
+: <a class="el" href="namespacestan_1_1agrad.html#a73fe08a0aed98a06f69afd7efdcf7e91">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a978022fb9cb20fd35f6e9e89ab3bc871">stan::math</a>
+</li>
+<li>mdivide_left_spd()
+: <a class="el" href="namespacestan_1_1agrad.html#a20ea5c1fbce1ed4ad4d54fc8f2c558c2">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a0c8c6e72f1cbf2b73008d4fc98de1abe">stan::math</a>
+</li>
+<li>mdivide_left_tri()
+: <a class="el" href="namespacestan_1_1agrad.html#a4cc1b5631c20f7a48b973d5ca0418c34">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ac9ffa799f8af2cd4941cbd2506bc4573">stan::math</a>
+</li>
+<li>mdivide_left_tri_low()
+: <a class="el" href="namespacestan_1_1agrad.html#a4976e3da1ade5b442fdf9a98ce657e1b">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">stan::math</a>
+</li>
+<li>mdivide_right()
+: <a class="el" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f">stan::math</a>
+</li>
+<li>mdivide_right_ldlt()
+: <a class="el" href="namespacestan_1_1math.html#a68c862e90d97ea5d5552101b65978813">stan::math</a>
+</li>
+<li>mdivide_right_spd()
+: <a class="el" href="namespacestan_1_1math.html#a5d6f32dd8adc4a9ffa28d63b62d4c90f">stan::math</a>
+</li>
+<li>mdivide_right_tri()
+: <a class="el" href="namespacestan_1_1math.html#ae158767243e09b91b9ba6cd366e7dab8">stan::math</a>
+</li>
+<li>mdivide_right_tri_low()
+: <a class="el" href="namespacestan_1_1agrad.html#ad91af5d6f2192ec14360aa9f9e70bfc0">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a09f35fbeab4d8ff311ce77d91492e26b">stan::math</a>
+</li>
+<li>mean()
+: <a class="el" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3">stan::math</a>
+</li>
+<li>memalloc_
+: <a class="el" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">stan::agrad</a>
+</li>
+<li>min()
+: <a class="el" href="namespacestan_1_1math.html#a86f2380e5c54a549e0f74ffd51204d33">stan::math</a>
+</li>
+<li>MINOR_VERSION
+: <a class="el" href="namespacestan.html#ad48b562c737bb49645bd8117067858b9">stan</a>
+</li>
+<li>minus()
+: <a class="el" href="namespacestan_1_1math.html#a87b343d6dc12982c2b76c453650c0797">stan::math</a>
+</li>
+<li>model_name_origin
+: <a class="el" href="namespacestan_1_1gm.html#a119c68ad93a3fc5589c594433b8cb258">stan::gm</a>
+</li>
+<li>modified_bessel_first_kind()
+: <a class="el" href="namespacestan_1_1agrad.html#af1e6f0609bef81a1832bd4c624350e6e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#acafecf14b103c7c17da33368d07b1565">stan::math</a>
+</li>
+<li>modified_bessel_second_kind()
+: <a class="el" href="namespacestan_1_1agrad.html#a4a949984f1a537a77db66f4d4f15cfeb">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a72ce86f3db5478cad4666c9cf1d05a6e">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a2af4019aee25cb289b88d3dc946eea77">stan::agrad</a>
+</li>
+<li>multi_gp_log()
+: <a class="el" href="namespacestan_1_1prob.html#a9c3810ea429509d3fd4e9a435a73f11f">stan::prob</a>
+</li>
+<li>multi_normal_cholesky_log()
+: <a class="el" href="namespacestan_1_1prob.html#a01330a7c13ec8bb09a28b0983ef805c3">stan::prob</a>
+</li>
+<li>multi_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">stan::prob</a>
+</li>
+<li>multi_normal_prec_log()
+: <a class="el" href="namespacestan_1_1prob.html#a5478d2a990aa6b82b0911707659c1e50">stan::prob</a>
+</li>
+<li>multi_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a93eceb90a88d6432e3bda7c5e35db8e0">stan::prob</a>
+</li>
+<li>multi_student_t_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac5c541f4309051587f35a5187ef5165c">stan::prob</a>
+</li>
+<li>multi_student_t_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ab61ba841eb4bd76a7df2975e18f0b025">stan::prob</a>
+</li>
+<li>multinomial_log()
+: <a class="el" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">stan::prob</a>
+</li>
+<li>multinomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a7d4d3be39750d795653ce0a8ee25e065">stan::prob</a>
+</li>
+<li>multiplication
+: <a class="el" href="namespacestan_1_1gm.html#a84ada99320bf1c4bb7bc1609d29965a4">stan::gm</a>
+</li>
+<li>multiply()
+: <a class="el" href="namespacestan_1_1agrad.html#af00532cd123eac94a193d0c76e9d58ee">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a7c72cdca253e0230e0dbd19400781b5c">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a5eb3c1069fc2d98aa42b3b0308bd9c60">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a5a2b6dbfb5543b73dac8496091745ec1">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a1bac78b32103f6336d645dcc8e601e1c">stan::agrad</a>
+</li>
+<li>multiply_log()
+: <a class="el" href="namespacestan_1_1agrad.html#ad21e093d0619e2099f38902925cc292d">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3">stan::math</a>
+</li>
+<li>multiply_lower_tri_self_transpose()
+: <a class="el" href="namespacestan_1_1agrad.html#a0e6a55fe5d7057ad569ec10edfe8187a">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff">stan::math</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacemembers_0x6e.html b/doc/api/html/namespacemembers_0x6e.html
new file mode 100644
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Namespace Members</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
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+    </ul>
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+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
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+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
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+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
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+    </ul>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
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+</div>
+
+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>neg_binomial_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6eb2a050c9854f16d47c8a03d16e424d">stan::prob</a>
+</li>
+<li>neg_binomial_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a2df22df9c6b60e308e4ccf0b692b5242">stan::prob</a>
+</li>
+<li>neg_binomial_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a5c1a6f565a252ab38ef3165fa2d6a7e1">stan::prob</a>
+</li>
+<li>neg_binomial_log()
+: <a class="el" href="namespacestan_1_1prob.html#a223eba2920bbf00ffdce87cd9a385d64">stan::prob</a>
+</li>
+<li>neg_binomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a8c1d402a1dd528a63c0a68d63e809644">stan::prob</a>
+</li>
+<li>NEG_TWO_OVER_SQRT_PI
+: <a class="el" href="namespacestan_1_1math.html#a344504ea0c1f4f956c85ea8027a07ba9">stan::math</a>
+</li>
+<li>negate_expr_f
+: <a class="el" href="namespacestan_1_1gm.html#a1b6085f99e8b4fb9b42a7add98ac9488">stan::gm</a>
+</li>
+<li>NEGATIVE_EPSILON
+: <a class="el" href="namespacestan_1_1math.html#a1dcea3a9752d079c9f972040b873b704">stan::math</a>
+</li>
+<li>negative_infinity()
+: <a class="el" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e">stan::math</a>
+</li>
+<li>NEGATIVE_INFTY
+: <a class="el" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb">stan::math</a>
+</li>
+<li>newton_step()
+: <a class="el" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">stan::optimization</a>
+</li>
+<li>normal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a02b0750cf65f06ac78d448731a6e2dc9">stan::prob</a>
+</li>
+<li>normal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a886f9e64bad2382679b935d90b527985">stan::prob</a>
+</li>
+<li>normal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a44b5ec88e8620ed6ba61bd58bb0fcab5">stan::prob</a>
+</li>
+<li>normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad99bbf0b29a582cc76394c30f23db536">stan::prob</a>
+</li>
+<li>normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">stan::prob</a>
+</li>
+<li>NOT_A_NUMBER
+: <a class="el" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a">stan::math</a>
+</li>
+<li>not_a_number()
+: <a class="el" href="namespacestan_1_1math.html#a381493bccc58bd993d797a2a5458c486">stan::math</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacemembers_0x6f.html b/doc/api/html/namespacemembers_0x6f.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Namespace Members</title>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<li>ordered_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a8013ef2d8df4e964a99688d4d5b66b30">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a49254bbed7656ffce7d701755f35591a">stan::prob</a>
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+<li>ordered_logistic_log()
+: <a class="el" href="namespacestan_1_1prob.html#a08672b48d49723b22234418ea31725e9">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a5becd684e61c1e96447752b65c202465">stan::prob</a>
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+, <a class="el" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8">stan::math</a>
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+<li>pad_help_option()
+: <a class="el" href="namespacestan_1_1io.html#aefe8bb54168558ab08f140cb2886f1e3">stan::io</a>
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+</li>
+<li>pareto_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#adbbe4b2736aa52b527690320f589f444">stan::prob</a>
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+<li>pareto_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a7f3bb39af8cf343288bc03b08d4995c1">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a355fe2fac0b8f75ba9152a5641584db0">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a6f227b32b40751c0969ed9208e53f250">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a28f8c3e807edaa26151a701410dbe540">stan::prob</a>
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+<li>parse()
+: <a class="el" href="namespacestan_1_1gm.html#a027bc5ebd84646c7ce8fb6128e33dae8">stan::gm</a>
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+<li>partial_derivative()
+: <a class="el" href="namespacestan_1_1agrad.html#ad8a49a8b8a5b06f4053c40cb64a1fe48">stan::agrad</a>
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+, <a class="el" href="namespacestan_1_1agrad.html#a8332749395cd428484eb176964e28052">stan::agrad</a>
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+<li>pi()
+: <a class="el" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428">stan::math</a>
+</li>
+<li>poisson_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a47e7fb827ea3efb81744f00ae02d3c8c">stan::prob</a>
+</li>
+<li>poisson_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a493a94836898c1c7daeefc66f76f3bcb">stan::prob</a>
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+<li>poisson_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a4bcc9d28c6419db6908062a120203225">stan::prob</a>
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+<li>poisson_log()
+: <a class="el" href="namespacestan_1_1prob.html#a4af491958f18e73de79a50f0eeab5cbf">stan::prob</a>
+</li>
+<li>poisson_log_log()
+: <a class="el" href="namespacestan_1_1prob.html#a37ad053fe5e90d0886876e8be27e57f5">stan::prob</a>
+</li>
+<li>poisson_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">stan::prob</a>
+</li>
+<li>pos_iterator_t
+: <a class="el" href="namespacestan_1_1gm.html#aa941962f9fda48879b4d84fd518852c9">stan::gm</a>
+</li>
+<li>positive_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a9cb1d75e59f02fa90c1052b403012dc8">stan::prob</a>
+</li>
+<li>positive_free()
+: <a class="el" href="namespacestan_1_1prob.html#af8aecbd34195ffe481fb331d62c7b9d5">stan::prob</a>
+</li>
+<li>positive_infinity()
+: <a class="el" href="namespacestan_1_1math.html#a34675a70d3df614d88d33ddbdd49b49a">stan::math</a>
+</li>
+<li>positive_ordered_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#ac046e29dc1e72c04cad85faf7884b1e8">stan::prob</a>
+</li>
+<li>positive_ordered_free()
+: <a class="el" href="namespacestan_1_1prob.html#aed117c56ae59674e81e38faadf423a4d">stan::prob</a>
+</li>
+<li>pow()
+: <a class="el" href="namespacestan_1_1agrad.html#abff57b6f6ebb58545a7e8d4a0c05611d">stan::agrad</a>
+</li>
+<li>print_help_helper()
+: <a class="el" href="namespacestan_1_1io.html#a6a7173ea51d2f2c2dc710d3a846fc732">stan::io</a>
+</li>
+<li>print_help_option()
+: <a class="el" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06">stan::io</a>
+</li>
+<li>print_progress()
+: <a class="el" href="namespacestan_1_1gm.html#a36c90a4a1e6a4833c1e3a12a964f31dc">stan::gm</a>
+</li>
+<li>print_quoted_expression()
+: <a class="el" href="namespacestan_1_1gm.html#a53960511e1fa7ae0e66d681f3055f199">stan::gm</a>
+</li>
+<li>print_stack()
+: <a class="el" href="namespacestan_1_1agrad.html#a77de304bacc69535fb9a5ccd52454219">stan::agrad</a>
+</li>
+<li>print_string_literal()
+: <a class="el" href="namespacestan_1_1gm.html#ab0047255699c74937f85d6fc52a25cb7">stan::gm</a>
+</li>
+<li>print_var_origin()
+: <a class="el" href="namespacestan_1_1gm.html#afbacd22142d44e8f79d40a512441c060">stan::gm</a>
+</li>
+<li>prob_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a5c2e4977a32258e859e18c3d93ff7fb2">stan::prob</a>
+</li>
+<li>prob_free()
+: <a class="el" href="namespacestan_1_1prob.html#a6df28f004649a2e2453b2dc068dce763">stan::prob</a>
+</li>
+<li>prod()
+: <a class="el" href="namespacestan_1_1math.html#a1649a895ec6e79097d5645a3f8b8a1e6">stan::math</a>
+</li>
+<li>promote_common()
+: <a class="el" href="namespacestan_1_1math.html#a91458631115a8d1cf29298431f745556">stan::math</a>
+</li>
+<li>promote_primitive()
+: <a class="el" href="namespacestan_1_1gm.html#a08ffae837e524e7ee4ede3cc51c7a2fb">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+          <input type="text" id="MSearchField" value="Search" accesskey="S"
+               onfocus="searchBox.OnSearchFieldFocus(true)" 
+               onblur="searchBox.OnSearchFieldFocus(false)" 
+               onkeyup="searchBox.OnSearchFieldChange(event)"/>
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+            <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
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+    </ul>
+  </div>
+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="namespacemembers.html"><span>All</span></a></li>
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+      <li><a href="namespacemembers_type.html"><span>Typedefs</span></a></li>
+    </ul>
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+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
+      <li><a href="namespacemembers_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="namespacemembers_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
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+      <li class="current"><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
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+</div>
+
+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_q"></a>- q -</h3><ul>
+<li>quad_form()
+: <a class="el" href="namespacestan_1_1agrad.html#a12051c57c37d841f90b64d18d18b3572">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a0e0213e916c2185844b48eea25312e86">stan::math</a>
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+<li>quad_form_sym()
+: <a class="el" href="namespacestan_1_1agrad.html#a0065419b6716e2e9bd2b046209eeb29d">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a9355d4e6239f0bb06e0b8d2302f37af4">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a18283c753845a6ff14c457500314171c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a2cc753af413f715d82b992aae8b10fde">stan::math</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Namespace Members</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/javascript">
+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
+</head>
+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
+<script type="text/javascript">
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+  <div id="navrow1" class="tabs">
+    <ul class="tablist">
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+               onfocus="searchBox.OnSearchFieldFocus(true)" 
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="namespacemembers.html"><span>All</span></a></li>
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+      <li><a href="namespacemembers_vars.html"><span>Variables</span></a></li>
+      <li><a href="namespacemembers_type.html"><span>Typedefs</span></a></li>
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+  <div id="navrow4" class="tabs3">
+    <ul class="tablist">
+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
+      <li><a href="namespacemembers_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="namespacemembers_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
+      <li><a href="namespacemembers_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="namespacemembers_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
+      <li class="current"><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_r"></a>- r -</h3><ul>
+<li>raise_domain_error()
+: <a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a247352f3a333a7aebbe6ccf09473f2f9">stan::math::policies::detail</a>
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+</li>
+<li>rank()
+: <a class="el" href="namespacestan_1_1math.html#a1baa9539e0a8d4ea50aa16b73d736d93">stan::math</a>
+</li>
+<li>rayleigh_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#acb3f08ecac9dc1faebaff9f209c39c3e">stan::prob</a>
+</li>
+<li>rayleigh_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a21adf5dd176a990c274cb58c6b6ad491">stan::prob</a>
+</li>
+<li>rayleigh_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6790ee20a779a4ec36207229ed36bf4e">stan::prob</a>
+</li>
+<li>rayleigh_log()
+: <a class="el" href="namespacestan_1_1prob.html#a98165bd7ce46385b8c12fa228ee90718">stan::prob</a>
+</li>
+<li>rayleigh_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ac500ff019314d3a79c6d1cd0e41ce0dd">stan::prob</a>
+</li>
+<li>read_corr_L()
+: <a class="el" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d">stan::prob</a>
+</li>
+<li>read_corr_matrix()
+: <a class="el" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d">stan::prob</a>
+</li>
+<li>read_cov_L()
+: <a class="el" href="namespacestan_1_1prob.html#a1545e79c24324fc626f4422b45d4c2b8">stan::prob</a>
+</li>
+<li>read_cov_matrix()
+: <a class="el" href="namespacestan_1_1prob.html#ad5a94ee9ba8f88bc5f06a1bc0973cd64">stan::prob</a>
+</li>
+<li>real_argument
+: <a class="el" href="namespacestan_1_1gm.html#a2d364040dd6f2d340627acb37db9c2be">stan::gm</a>
+</li>
+<li>recover_memory()
+: <a class="el" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad</a>
+</li>
+<li>remove_loop_identifier_f
+: <a class="el" href="namespacestan_1_1gm.html#add53eab5545aad3acada8a2f5c253a13">stan::gm</a>
+</li>
+<li>rep_array()
+: <a class="el" href="namespacestan_1_1math.html#ad3d78d2735a35451f02bcd2f4da24886">stan::math</a>
+</li>
+<li>rep_matrix()
+: <a class="el" href="namespacestan_1_1math.html#ad31fd1c6f1cd56836b049489009d2221">stan::math</a>
+</li>
+<li>rep_row_vector()
+: <a class="el" href="namespacestan_1_1math.html#ac9d77ddf6ad38a102ebd6f5e433c3e6c">stan::math</a>
+</li>
+<li>rep_vector()
+: <a class="el" href="namespacestan_1_1math.html#a2b132ea41ccfdb7b0ca4897cbb64649a">stan::math</a>
+</li>
+<li>resize()
+: <a class="el" href="namespacestan_1_1math.html#a8abf3ffa6d67a158348134225c9d3090">stan::math</a>
+</li>
+<li>rising_factorial()
+: <a class="el" href="namespacestan_1_1agrad.html#ae4c3b430f306e040a9179e658765b149">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a3c25994a9886374662f280ecba376a42">stan::math</a>
+</li>
+<li>round()
+: <a class="el" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">stan::agrad</a>
+</li>
+<li>row()
+: <a class="el" href="namespacestan_1_1math.html#ab540ec1825d8a36cf690a3f061d544bb">stan::math</a>
+</li>
+<li>row_vector_d
+: <a class="el" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697">stan::math</a>
+</li>
+<li>row_vector_fd
+: <a class="el" href="namespacestan_1_1agrad.html#a034dc4f78e984e287123599a3b87ac97">stan::agrad</a>
+</li>
+<li>row_vector_ffd
+: <a class="el" href="namespacestan_1_1agrad.html#a493bb030b1f2016276f58fe67662e252">stan::agrad</a>
+</li>
+<li>row_vector_ffv
+: <a class="el" href="namespacestan_1_1agrad.html#a4a52427f4040846e15dca434ea633b7b">stan::agrad</a>
+</li>
+<li>row_vector_fv
+: <a class="el" href="namespacestan_1_1agrad.html#a031f0408fe91a974e1cc09d61cea8807">stan::agrad</a>
+</li>
+<li>ROW_VECTOR_T
+: <a class="el" href="namespacestan_1_1gm.html#a262a14a590dd1cc841d61cfec98b1ecd">stan::gm</a>
+</li>
+<li>row_vector_v
+: <a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">stan::agrad</a>
+</li>
+<li>rows()
+: <a class="el" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">stan::math</a>
+</li>
+<li>rows_dot_product()
+: <a class="el" href="namespacestan_1_1agrad.html#ad53bb44b66e3b1129e5454cda93c700c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6e1fb33918f8c4e61cc7709905db012c">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a515860810335a99d111cda0614bc00e1">stan::agrad</a>
+</li>
+<li>rows_dot_self()
+: <a class="el" href="namespacestan_1_1math.html#a7b071fe169e76df6dc2a49c85ec28b2f">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#aba5acba7161f7e4080052f1bd6063e9a">stan::agrad</a>
+</li>
+<li>run_markov_chain()
+: <a class="el" href="namespacestan_1_1gm.html#a9209ad79a636ceb3152038e76e81acc4">stan::gm</a>
+</li>
+</ul>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>sample()
+: <a class="el" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">stan::gm</a>
+</li>
+<li>scaled_add()
+: <a class="el" href="namespacestan_1_1math.html#a2eb786f14699d69c39cfdd49893a8006">stan::math</a>
+</li>
+<li>scaled_inv_chi_square_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a93cfec0873f41fb0f7e4c83d874b45fc">stan::prob</a>
+</li>
+<li>scaled_inv_chi_square_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#aeed68e0c4e8cfb8b5c470ae0b59345c9">stan::prob</a>
+</li>
+<li>scaled_inv_chi_square_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac9609fecff26e0c07646f794f65a39a7">stan::prob</a>
+</li>
+<li>scaled_inv_chi_square_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6428f925f8c1b43c323ce549da410d58">stan::prob</a>
+</li>
+<li>scaled_inv_chi_square_rng()
+: <a class="el" href="namespacestan_1_1prob.html#af34f411fc637d2d1163663c0cf0a850e">stan::prob</a>
+</li>
+<li>sd()
+: <a class="el" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a34fd02fe795ea38c98f4a02befed309f">stan::math</a>
+</li>
+<li>segment()
+: <a class="el" href="namespacestan_1_1math.html#a4e828d606f1a1c8faf42e6d901089543">stan::math</a>
+</li>
+<li>set_fun_type2_f
+: <a class="el" href="namespacestan_1_1gm.html#a071fa25593504eb98cd7d9da2baab92d">stan::gm</a>
+</li>
+<li>set_fun_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a7e620438867564889b2124e8877a6707">stan::gm</a>
+</li>
+<li>set_fun_type_named_f
+: <a class="el" href="namespacestan_1_1gm.html#a7c2b54c2a8ea3233bb4e6b6984a5e2c7">stan::gm</a>
+</li>
+<li>set_var_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a4e0139a9c5cc5c02221aabee7b75d5aa">stan::gm</a>
+</li>
+<li>set_zero_all_adjoints()
+: <a class="el" href="namespacestan_1_1agrad.html#aadb1e5a1bc99069eeab84a0b27c4dceb">stan::agrad</a>
+</li>
+<li>sign()
+: <a class="el" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">stan::prob</a>
+</li>
+<li>simplex_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a34fe9ae8e8dcc7b4f619ffcdf2ac5387">stan::prob</a>
+</li>
+<li>simplex_free()
+: <a class="el" href="namespacestan_1_1prob.html#a6703d995557396cc5fd013c6cd882327">stan::prob</a>
+</li>
+<li>sin()
+: <a class="el" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779">stan::agrad</a>
+</li>
+<li>singular_values()
+: <a class="el" href="namespacestan_1_1math.html#a204f15e3685b2c610ca2c0c80a3005d5">stan::math</a>
+</li>
+<li>sinh()
+: <a class="el" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5">stan::agrad</a>
+</li>
+<li>size()
+: <a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">stan::math</a>
+</li>
+<li>size_of()
+: <a class="el" href="namespacestan.html#a4741beaf7ec88631fd2735cadf05365f">stan</a>
+</li>
+<li>size_type
+: <a class="el" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa29284c242450c2000920599105e4eb0">stan::math</a>
+</li>
+<li>skew_normal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a9b9d2a0cb044b4683b8ebc1f5664067a">stan::prob</a>
+</li>
+<li>skew_normal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#af883c9ea717a01e7835a5071cfb132bd">stan::prob</a>
+</li>
+<li>skew_normal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa702b78d553fccea5853eb3fad971200">stan::prob</a>
+</li>
+<li>skew_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa490430040824f21c59eb415f0b77051">stan::prob</a>
+</li>
+<li>skew_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ad193097bedddda283ba854e2ddcd6013">stan::prob</a>
+</li>
+<li>softmax()
+: <a class="el" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6">stan::math</a>
+</li>
+<li>sort_asc()
+: <a class="el" href="namespacestan_1_1agrad.html#ad95245f78e0f8d52eb288842562fc4a4">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a80f5418b16ea26e9bc6d2a8f9b764897">stan::math</a>
+</li>
+<li>sort_desc()
+: <a class="el" href="namespacestan_1_1agrad.html#abcc2609354cc5a38ad45c3b0a656e63f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#ab0b2712eab9b95535c0589455ed11cfc">stan::math</a>
+</li>
+<li>sqrt()
+: <a class="el" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98">stan::agrad</a>
+</li>
+<li>sqrt2()
+: <a class="el" href="namespacestan_1_1math.html#a1369f60a09e3af4933096de3a54ac28c">stan::math</a>
+</li>
+<li>SQRT_2
+: <a class="el" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd">stan::math</a>
+</li>
+<li>square()
+: <a class="el" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24">stan::math</a>
+</li>
+<li>squared_dist()
+: <a class="el" href="namespacestan_1_1agrad.html#a94d44dbc0e316489fb9af8f90ca2e283">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa870be227ae57e703770592d7d5d3a22">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a5f43e23662d36a6779a584428de7ccf2">stan::agrad</a>
+</li>
+<li>stan_print()
+: <a class="el" href="namespacestan_1_1agrad.html#a0d1d06f46e761f9f0fbcf078b6e6208e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a7c14b7fd70050f03a07fdf73a1df06d2">stan::math</a>
+</li>
+<li>step()
+: <a class="el" href="namespacestan_1_1agrad.html#a40c71c5396dbbbbcee5a8ae890345060">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a8fdc5e5ba8e306c2a594e928bfd62ea2">stan::math</a>
+</li>
+<li>string_argument
+: <a class="el" href="namespacestan_1_1gm.html#ae180adbeec14bbafaf3c7634061c614d">stan::gm</a>
+</li>
+<li>student_t_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a927a64a2497df7302ae7fa9098e65546">stan::prob</a>
+</li>
+<li>student_t_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a19cc3cf5b600b92144c79356c0e879fc">stan::prob</a>
+</li>
+<li>student_t_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aab514e4c15e40c36184b0291e3c2e814">stan::prob</a>
+</li>
+<li>student_t_log()
+: <a class="el" href="namespacestan_1_1prob.html#a9097e9dad2bbb017a14c491fa3750203">stan::prob</a>
+</li>
+<li>student_t_rng()
+: <a class="el" href="namespacestan_1_1prob.html#adb81f1474168ce77e5bb71ef3c7432d9">stan::prob</a>
+</li>
+<li>sub()
+: <a class="el" href="namespacestan_1_1math.html#a9e4c5e5b76b18a41b28f646104b3cd46">stan::math</a>
+</li>
+<li>sub_col()
+: <a class="el" href="namespacestan_1_1math.html#a63cf32e07d51c4ebfe042dd452eeae14">stan::math</a>
+</li>
+<li>sub_row()
+: <a class="el" href="namespacestan_1_1math.html#aa1ea780efd8d0282dbf069f0776d727b">stan::math</a>
+</li>
+<li>subtract()
+: <a class="el" href="namespacestan_1_1math.html#a776789f307db599fddcda6a68c480557">stan::math</a>
+</li>
+<li>subtraction
+: <a class="el" href="namespacestan_1_1gm.html#abd39613c1505c278ec7a2cdcc009bbcb">stan::gm</a>
+</li>
+<li>sum()
+: <a class="el" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a1efee0b4f8879a114af50b7e9802745c">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#ad6c767cb7dcb4963f468cc5a2aa494ac">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a44c32c2d7e895378feb11c99091765ad">stan::math</a>
+</li>
+<li>suppress_warning()
+: <a class="el" href="namespacestan_1_1gm.html#a33ab69ad9d56b9d1c99d8808fd106648">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
+  </div>
+  <div id="navrow3" class="tabs2">
+    <ul class="tablist">
+      <li class="current"><a href="namespacemembers.html"><span>All</span></a></li>
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+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
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+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
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+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
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+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li class="current"><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>tail()
+: <a class="el" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb">stan::math</a>
+</li>
+<li>tan()
+: <a class="el" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c">stan::agrad</a>
+</li>
+<li>tanh()
+: <a class="el" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d">stan::agrad</a>
+</li>
+<li>tcrossprod()
+: <a class="el" href="namespacestan_1_1agrad.html#afe68149651e5bbdab5c531bc82b0868e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a16b07b3f7d18cdb710806c5793a83d31">stan::math</a>
+</li>
+<li>test_gradients()
+: <a class="el" href="namespacestan_1_1model.html#a53b2d650c95140811fa1dee58bdfb0c4">stan::model</a>
+</li>
+<li>tgamma()
+: <a class="el" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">stan::agrad</a>
+</li>
+<li>to_fvar()
+: <a class="el" href="namespacestan_1_1agrad.html#a6a028d6aadad12e84b3a7a587458313d">stan::agrad</a>
+</li>
+<li>to_string()
+: <a class="el" href="namespacestan_1_1gm.html#abd7966e0ee430a0e4e12326fd9cd762f">stan::gm</a>
+</li>
+<li>to_var()
+: <a class="el" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e">stan::agrad</a>
+</li>
+<li>to_vector()
+: <a class="el" href="namespacestan_1_1math.html#a2576c9799bbb676b1b2d930be8032b8c">stan::math</a>
+</li>
+<li>total_dims()
+: <a class="el" href="namespacestan_1_1gm.html#a0888f90c4bb279ad09b9f7724912a2cd">stan::gm</a>
+</li>
+<li>trace()
+: <a class="el" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547">stan::math</a>
+</li>
+<li>trace_gen_quad_form()
+: <a class="el" href="namespacestan_1_1math.html#a09d402800ee27ba77d03dc3ec365d22e">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#ad63e47021cd7aa676fe91db80092997e">stan::agrad</a>
+</li>
+<li>trace_inv_quad_form_ldlt()
+: <a class="el" href="namespacestan_1_1agrad.html#a9e9f878f6533c815e81193669c47a4f1">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aab8b4d4ddbcb7df66d3baf8394318e1e">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a2fbca76427b2713b14f3445b3b5285c8">stan::agrad</a>
+</li>
+<li>trace_quad_form()
+: <a class="el" href="namespacestan_1_1math.html#a097af33142548fd565d1dab2233fa3e5">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a0d688dadede814a9e3f2a3b6af6601c5">stan::agrad</a>
+</li>
+<li>transformed_data_origin
+: <a class="el" href="namespacestan_1_1gm.html#a8badb02edbcc98351299f2b1a0f23740">stan::gm</a>
+</li>
+<li>transformed_parameter_origin
+: <a class="el" href="namespacestan_1_1gm.html#acd24a39b6850fab486aa1ab63d45d537">stan::gm</a>
+</li>
+<li>transpose()
+: <a class="el" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">stan::math</a>
+</li>
+<li>transpose_f
+: <a class="el" href="namespacestan_1_1gm.html#a7f4d79c4779b3252cb5d22ce80c79d98">stan::gm</a>
+</li>
+<li>trigamma()
+: <a class="el" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">stan::math</a>
+</li>
+<li>trunc()
+: <a class="el" href="namespacestan_1_1agrad.html#aea02c702f338cc531cdb7b6e11344b34">stan::agrad</a>
+</li>
+<li>TWO_OVER_SQRT_PI
+: <a class="el" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">stan::math</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+</table>
+</div>
+<!-- end header part -->
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+  <div id="navrow2" class="tabs2">
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+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
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+  <div id="navrow3" class="tabs2">
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+      <li><a href="namespacemembers_vars.html"><span>Variables</span></a></li>
+      <li><a href="namespacemembers_type.html"><span>Typedefs</span></a></li>
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+<div id="MSearchSelectWindow"
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+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>u_int_argument
+: <a class="el" href="namespacestan_1_1gm.html#ae43d445dc26f5d0423f77c37236d3b38">stan::gm</a>
+</li>
+<li>ub_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c">stan::prob</a>
+</li>
+<li>ub_free()
+: <a class="el" href="namespacestan_1_1prob.html#aa0fbf5448b5fdc2510256bbc73cc9b49">stan::prob</a>
+</li>
+<li>uniform_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab524f79f1c0a3d5f97b1e481b21f1736">stan::prob</a>
+</li>
+<li>uniform_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a2540292f80682fd8971fcf9b5c0b35b1">stan::prob</a>
+</li>
+<li>uniform_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a05dfe81e20c266f06cc111b1571edb4d">stan::prob</a>
+</li>
+<li>uniform_log()
+: <a class="el" href="namespacestan_1_1prob.html#a20f9e437a772626e4e6aac94f58f60fa">stan::prob</a>
+</li>
+<li>uniform_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">stan::prob</a>
+</li>
+<li>unit_vector_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#afd9044ce24ca929e0d1fcf49fdfcb7cc">stan::prob</a>
+</li>
+<li>unit_vector_free()
+: <a class="el" href="namespacestan_1_1prob.html#aa72cd0f07fe68884774feea5e5c0056c">stan::prob</a>
+</li>
+<li>unscope_locals_f
+: <a class="el" href="namespacestan_1_1gm.html#aecac3234ee1a4b8b9b6344c0679cfd8d">stan::gm</a>
+</li>
+<li>utc_time_string()
+: <a class="el" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0">stan::io</a>
+</li>
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+      <li><a href="namespacemembers_0x71.html#index_q"><span>q</span></a></li>
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+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>validate_allow_sample_f
+: <a class="el" href="namespacestan_1_1gm.html#aa30c31af794258c24cb18df976cf4296">stan::gm</a>
+</li>
+<li>validate_assignment_f
+: <a class="el" href="namespacestan_1_1gm.html#a06237cc6105be14cdd2eb0575bef7ae4">stan::gm</a>
+</li>
+<li>validate_column_index()
+: <a class="el" href="namespacestan_1_1math.html#a0908a541f73f2d206d9bc0d41c487a4d">stan::math</a>
+</li>
+<li>validate_expr_type2_f
+: <a class="el" href="namespacestan_1_1gm.html#a4a3fe9f1de32042785143d781cdaaae9">stan::gm</a>
+</li>
+<li>validate_expr_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a32f93691dd2a6209d3f19ac875b17f3e">stan::gm</a>
+</li>
+<li>validate_greater()
+: <a class="el" href="namespacestan_1_1math.html#a954f9705a277937f1a4e39f85c226304">stan::math</a>
+</li>
+<li>validate_greater_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#a153a2d6e5f828a2dc08ccba7dab2ba02">stan::math</a>
+</li>
+<li>validate_int_expr2_f
+: <a class="el" href="namespacestan_1_1gm.html#a46fe00392f8da59e985d5d347198d137">stan::gm</a>
+</li>
+<li>validate_int_expr3_f
+: <a class="el" href="namespacestan_1_1gm.html#a275f5389777c95f7178c6bc23f1e6441">stan::gm</a>
+</li>
+<li>validate_less()
+: <a class="el" href="namespacestan_1_1math.html#a849c8dde0b08965817c862676d5b8aa3">stan::math</a>
+</li>
+<li>validate_less_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#a3f5968c67a61a65e3fe2a434d9ffb7bf">stan::math</a>
+</li>
+<li>validate_matching_dims()
+: <a class="el" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math</a>
+</li>
+<li>validate_matching_sizes()
+: <a class="el" href="namespacestan_1_1math.html#a8129ae89cd2dbb265cb12b92f8e04422">stan::math</a>
+</li>
+<li>validate_multiplicable()
+: <a class="el" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math</a>
+</li>
+<li>validate_non_negative_index()
+: <a class="el" href="namespacestan_1_1math.html#a3abcd9b7deac4b6378eae04ee927f498">stan::math</a>
+</li>
+<li>validate_non_negative_rep()
+: <a class="el" href="namespacestan_1_1math.html#aa5fcab47a4a1c557ed22ce8c9dfa4690">stan::math</a>
+</li>
+<li>validate_nonzero_size()
+: <a class="el" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math</a>
+</li>
+<li>validate_row_index()
+: <a class="el" href="namespacestan_1_1math.html#a89eabaf81a12e1ba52dc95991f3c7cec">stan::math</a>
+</li>
+<li>validate_sample_f
+: <a class="el" href="namespacestan_1_1gm.html#ac38f7f49db3ee6f8fabb7b317eaa126c">stan::gm</a>
+</li>
+<li>validate_square()
+: <a class="el" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math</a>
+</li>
+<li>validate_std_vector_index()
+: <a class="el" href="namespacestan_1_1math.html#aa8bef2aad224049eb13f5de732d60805">stan::math</a>
+</li>
+<li>validate_symmetric()
+: <a class="el" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">stan::math</a>
+</li>
+<li>validate_vector()
+: <a class="el" href="namespacestan_1_1math.html#a883b9b83e5ca3d865f9dcf26d57a69fe">stan::math</a>
+</li>
+<li>value_of()
+: <a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11">stan::agrad</a>
+</li>
+<li>value_of&lt; double &gt;()
+: <a class="el" href="namespacestan_1_1math.html#a2d7774df98215b7d113075019d74ebbf">stan::math</a>
+</li>
+<li>var_alloc_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#aab83e8df917b0f383dc6c2821fac522a">stan::agrad</a>
+</li>
+<li>var_nochain_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#a1da2503303417b341d207feb1bfc9ef1">stan::agrad</a>
+</li>
+<li>var_origin
+: <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">stan::gm</a>
+</li>
+<li>var_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">stan::agrad</a>
+</li>
+<li>variance()
+: <a class="el" href="namespacestan_1_1agrad.html#a7ef648c386bf96d4cdc8b688f8de02af">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa433ac2fc47bbd40a6d87f62574dff85">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a4cb2a39469233dedb86b1000789a9595">stan::agrad</a>
+</li>
+<li>vector_d
+: <a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math</a>
+, <a class="el" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">stan::optimization</a>
+</li>
+<li>vector_fd
+: <a class="el" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">stan::agrad</a>
+</li>
+<li>vector_ffd
+: <a class="el" href="namespacestan_1_1agrad.html#a97cd52b23aca617183eb7deadb1c6d9d">stan::agrad</a>
+</li>
+<li>vector_ffv
+: <a class="el" href="namespacestan_1_1agrad.html#a96902ae4f8847b57803a5ac7e5d9754d">stan::agrad</a>
+</li>
+<li>vector_fv
+: <a class="el" href="namespacestan_1_1agrad.html#a4ee7f0ffda84be0aec51dfd293951daf">stan::agrad</a>
+</li>
+<li>VECTOR_T
+: <a class="el" href="namespacestan_1_1gm.html#a994b5bf5385c2c96190f9aaf19e0c711">stan::gm</a>
+</li>
+<li>vector_v
+: <a class="el" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f">stan::agrad</a>
+</li>
+<li>von_mises_log()
+: <a class="el" href="namespacestan_1_1prob.html#a34be34d214b53bf3d2f158ebe9b4c93d">stan::prob</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/namespacemembers_0x77.html b/doc/api/html/namespacemembers_0x77.html
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</table>
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+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
+    <ul class="tablist">
+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li class="current"><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
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+  <div id="navrow3" class="tabs2">
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+  </div>
+  <div id="navrow4" class="tabs3">
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+      <li><a href="namespacemembers.html#index_a"><span>a</span></a></li>
+      <li><a href="namespacemembers_0x62.html#index_b"><span>b</span></a></li>
+      <li><a href="namespacemembers_0x63.html#index_c"><span>c</span></a></li>
+      <li><a href="namespacemembers_0x64.html#index_d"><span>d</span></a></li>
+      <li><a href="namespacemembers_0x65.html#index_e"><span>e</span></a></li>
+      <li><a href="namespacemembers_0x66.html#index_f"><span>f</span></a></li>
+      <li><a href="namespacemembers_0x67.html#index_g"><span>g</span></a></li>
+      <li><a href="namespacemembers_0x68.html#index_h"><span>h</span></a></li>
+      <li><a href="namespacemembers_0x69.html#index_i"><span>i</span></a></li>
+      <li><a href="namespacemembers_0x6a.html#index_j"><span>j</span></a></li>
+      <li><a href="namespacemembers_0x6c.html#index_l"><span>l</span></a></li>
+      <li><a href="namespacemembers_0x6d.html#index_m"><span>m</span></a></li>
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+      <li><a href="namespacemembers_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_0x76.html#index_v"><span>v</span></a></li>
+      <li class="current"><a href="namespacemembers_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
+     onmouseout="return searchBox.OnSearchSelectHide()"
+     onkeydown="return searchBox.OnSearchSelectKey(event)">
+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="contents">
+<div class="textblock">Here is a list of all namespace members with links to the namespace documentation for each member:</div>
+
+<h3><a class="anchor" id="index_w"></a>- w -</h3><ul>
+<li>warmup()
+: <a class="el" href="namespacestan_1_1gm.html#a98eeb261d85ab5d16b98b8cfeaeb31cc">stan::gm</a>
+</li>
+<li>weibull_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a77b3086174c8c53f64a6040926e463c7">stan::prob</a>
+</li>
+<li>weibull_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#aebe40f64269bb4cad34cbf93faa258a3">stan::prob</a>
+</li>
+<li>weibull_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#adf406916a5b4faaa7ff6c09f38029418">stan::prob</a>
+</li>
+<li>weibull_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac9dd426180e500e8ce9ab2e401393c5a">stan::prob</a>
+</li>
+<li>weibull_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a446b0eda07246d07a2d539c9a511ea7e">stan::prob</a>
+</li>
+<li>wishart_log()
+: <a class="el" href="namespacestan_1_1prob.html#a10fd2efedb0954c290861d22335bd384">stan::prob</a>
+</li>
+<li>wishart_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">stan::prob</a>
+</li>
+<li>write_base_expr_type()
+: <a class="el" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">stan::gm</a>
+</li>
+<li>write_error_msg()
+: <a class="el" href="namespacestan_1_1gm.html#ae76346e1327805d1a7f6a28da263ec5d">stan::gm</a>
+</li>
+<li>write_model()
+: <a class="el" href="namespacestan_1_1gm.html#ae20aea4f2c25e3aa171c1c4740ee19d7">stan::gm</a>
+</li>
+<li>write_stan()
+: <a class="el" href="namespacestan_1_1gm.html#afef5e532e54ab9d2a07c9b67dbc9f71d">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+  </td>
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+ </tbody>
+</table>
+</div>
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+      <li><a href="namespacemembers_func_0x69.html#index_i"><span>i</span></a></li>
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+      <li><a href="namespacemembers_func_0x6d.html#index_m"><span>m</span></a></li>
+      <li><a href="namespacemembers_func_0x6e.html#index_n"><span>n</span></a></li>
+      <li><a href="namespacemembers_func_0x6f.html#index_o"><span>o</span></a></li>
+      <li><a href="namespacemembers_func_0x70.html#index_p"><span>p</span></a></li>
+      <li><a href="namespacemembers_func_0x71.html#index_q"><span>q</span></a></li>
+      <li><a href="namespacemembers_func_0x72.html#index_r"><span>r</span></a></li>
+      <li><a href="namespacemembers_func_0x73.html#index_s"><span>s</span></a></li>
+      <li><a href="namespacemembers_func_0x74.html#index_t"><span>t</span></a></li>
+      <li><a href="namespacemembers_func_0x75.html#index_u"><span>u</span></a></li>
+      <li><a href="namespacemembers_func_0x76.html#index_v"><span>v</span></a></li>
+      <li><a href="namespacemembers_func_0x77.html#index_w"><span>w</span></a></li>
+    </ul>
+  </div>
+</div><!-- top -->
+<!-- window showing the filter options -->
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+
+<h3><a class="anchor" id="index_a"></a>- a -</h3><ul>
+<li>abs()
+: <a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aeb4764556637084eee528b45d8eaa767">stan::math</a>
+</li>
+<li>acos()
+: <a class="el" href="namespacestan_1_1agrad.html#a3d7b4b9ba0df66c3ae59a4478fecdc2b">stan::agrad</a>
+</li>
+<li>acosh()
+: <a class="el" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">stan::agrad</a>
+</li>
+<li>add()
+: <a class="el" href="namespacestan_1_1math.html#a3d4b97f71328d3de40de286ec6e3754e">stan::math</a>
+</li>
+<li>as_bool()
+: <a class="el" href="namespacestan_1_1agrad.html#a0e0e98b7b8248f6303a3ae565a46305c">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6ad1c484220022b3abfb79c16d1d7f72">stan::math</a>
+</li>
+<li>as_bool&lt; int &gt;()
+: <a class="el" href="namespacestan_1_1math.html#a86b5156aa25d21592dbd3624aae1ea39">stan::math</a>
+</li>
+<li>asin()
+: <a class="el" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5">stan::agrad</a>
+</li>
+<li>asinh()
+: <a class="el" href="namespacestan_1_1agrad.html#aaf137922ce743a1f63adfaed2630dfe6">stan::agrad</a>
+</li>
+<li>assign()
+: <a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf">stan::math</a>
+</li>
+<li>atan()
+: <a class="el" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742">stan::agrad</a>
+</li>
+<li>atan2()
+: <a class="el" href="namespacestan_1_1agrad.html#ad1a44f881f4e456e06374ee511387769">stan::agrad</a>
+</li>
+<li>atanh()
+: <a class="el" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">stan::agrad</a>
+</li>
+<li>autocorrelation()
+: <a class="el" href="namespacestan_1_1prob.html#a426d883667d0707d0d6d6337831e41c4">stan::prob</a>
+</li>
+<li>autocovariance()
+: <a class="el" href="namespacestan_1_1prob.html#ac4390e4cb6742ab59c9d6c401cd7a188">stan::prob</a>
+</li>
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+<li>base_type_to_string()
+: <a class="el" href="namespacestan_1_1gm.html#a9c695724226e13246eefc23216841ffc">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a726363482ee79c9eec5168e0662878ee">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a0bc33fe590391b82dab751bdadaf7b62">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a6549c9b89bee939a79c35a797977e48e">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a260dee97213ab1ea2bcb345f2e5699f8">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a6b05e0ee6a8e83b15ab01a8bd2f75621">stan::prob</a>
+</li>
+<li>beta_binomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a0ab5a0632c3782b2feed87f13731a3cb">stan::prob</a>
+</li>
+<li>beta_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a2cf7120d50b02585fd722748e624b13e">stan::prob</a>
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+<li>beta_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#ae99fab56f54c2e0f879345eee28b82ca">stan::prob</a>
+</li>
+<li>beta_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab63ea302e7cd29f7a5f3f23152b3de1f">stan::prob</a>
+</li>
+<li>beta_log()
+: <a class="el" href="namespacestan_1_1prob.html#adcb4e073c7510ab55a2fd6f310168559">stan::prob</a>
+</li>
+<li>beta_rng()
+: <a class="el" href="namespacestan_1_1prob.html#af9ffa205c1948b93323a12b13954558b">stan::prob</a>
+</li>
+<li>binary_log_loss()
+: <a class="el" href="namespacestan_1_1agrad.html#af5d9abde22a78da0378d464f1ce24544">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5">stan::math</a>
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+<li>binomial_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6a5c4f320e9c4fd342a2bc95cd5cab06">stan::prob</a>
+</li>
+<li>binomial_cdf()
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+: <a class="el" href="namespacestan_1_1prob.html#ab5b95dc562c6fc2d9474debaae03903c">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a9b9e7ad2199a7cbcf958b4bab56eb5ba">stan::agrad</a>
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+, <a class="el" href="namespacestan_1_1agrad.html#a02695b9403bc2bd772610aec257b71ab">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a255338df1c9dc1edcaf556ec019e70f9">stan::prob</a>
+</li>
+<li>binomial_logit_log()
+: <a class="el" href="namespacestan_1_1prob.html#aeec51733f46d26326f271edaeb2c85fd">stan::prob</a>
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+<li>binomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a4fedb58fc6bbe6d006bab9fe0b72c2d2">stan::prob</a>
+</li>
+<li>block()
+: <a class="el" href="namespacestan_1_1math.html#af163dfd071f1cff0297b7418156563a8">stan::math</a>
+</li>
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+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>calculate_chain()
+: <a class="el" href="namespacestan_1_1agrad.html#aa16e752d268f0240dab6f484fe0026da">stan::agrad</a>
+</li>
+<li>categorical_log()
+: <a class="el" href="namespacestan_1_1prob.html#af95a794f03919aea39098f278d2c59d6">stan::prob</a>
+</li>
+<li>categorical_logit_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3fa98ec586dbbbceafb56261324b5170">stan::prob</a>
+</li>
+<li>categorical_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a4c3ca0ee1deca1cacd5211bbc995152e">stan::prob</a>
+</li>
+<li>cauchy_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ac70c31a88a9078a1abe3b7404504f1fe">stan::prob</a>
+</li>
+<li>cauchy_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a47c7985de17346e84f8d63941d094c6f">stan::prob</a>
+</li>
+<li>cauchy_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a438076c7412e6cc425b59489fd2288c3">stan::prob</a>
+</li>
+<li>cauchy_log()
+: <a class="el" href="namespacestan_1_1prob.html#a336c31f3968917b4cb73fdd6bcb7dbda">stan::prob</a>
+</li>
+<li>cauchy_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a018d09865f9ab743ec78422a4e69d2d0">stan::prob</a>
+</li>
+<li>cbrt()
+: <a class="el" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">stan::agrad</a>
+</li>
+<li>ceil()
+: <a class="el" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158">stan::agrad</a>
+</li>
+<li>check_bounded()
+: <a class="el" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math</a>
+</li>
+<li>check_cholesky_factor()
+: <a class="el" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9">stan::math</a>
+</li>
+<li>check_consistent_size()
+: <a class="el" href="namespacestan_1_1math.html#a8987da44a92a90edb79fd84fd39e39d3">stan::math</a>
+</li>
+<li>check_consistent_sizes()
+: <a class="el" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math</a>
+</li>
+<li>check_corr_matrix()
+: <a class="el" href="namespacestan_1_1math.html#ad32dc573d6046854e39913596554961b">stan::math</a>
+</li>
+<li>check_cov_matrix()
+: <a class="el" href="namespacestan_1_1math.html#a90326b7bfecdcd28d2555c001ca7cf0f">stan::math</a>
+</li>
+<li>check_finite()
+: <a class="el" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680">stan::math</a>
+</li>
+<li>check_greater()
+: <a class="el" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math</a>
+</li>
+<li>check_greater_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math</a>
+</li>
+<li>check_less()
+: <a class="el" href="namespacestan_1_1math.html#a7187754b7dfb0727664c3bed40ccf7b4">stan::math</a>
+</li>
+<li>check_less_or_equal()
+: <a class="el" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math</a>
+</li>
+<li>check_lower_triangular()
+: <a class="el" href="namespacestan_1_1math.html#a54f45f5cee19ad65fdd516e1b855d0fe">stan::math</a>
+</li>
+<li>check_nonnegative()
+: <a class="el" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math</a>
+</li>
+<li>check_not_nan()
+: <a class="el" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da">stan::math</a>
+</li>
+<li>check_ordered()
+: <a class="el" href="namespacestan_1_1math.html#a55bd442a2e6c56c40d7b60d0079ac8a7">stan::math</a>
+</li>
+<li>check_pos_definite()
+: <a class="el" href="namespacestan_1_1agrad.html#a5f647d8ef1686ba2b85035726e395f40">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa543443cb0c96a44613255c83d593a86">stan::math</a>
+</li>
+<li>check_pos_semidefinite()
+: <a class="el" href="namespacestan_1_1math.html#a7341142ee291b13f1ad04152a37f974f">stan::math</a>
+</li>
+<li>check_positive()
+: <a class="el" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math</a>
+</li>
+<li>check_positive_ordered()
+: <a class="el" href="namespacestan_1_1math.html#a953ca730fb62ef45047f2a73c0f84a88">stan::math</a>
+</li>
+<li>check_range()
+: <a class="el" href="namespacestan_1_1math.html#a1220906f5cf5892f9867a4b9bcec08c9">stan::math</a>
+</li>
+<li>check_simplex()
+: <a class="el" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4">stan::math</a>
+</li>
+<li>check_size_match()
+: <a class="el" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math</a>
+</li>
+<li>check_spsd_matrix()
+: <a class="el" href="namespacestan_1_1math.html#a1f953f345a5fc4d4258d65c9fd494d0d">stan::math</a>
+</li>
+<li>check_square()
+: <a class="el" href="namespacestan_1_1math.html#a354049e8dec929a4b054b7e8db06a4fb">stan::math</a>
+</li>
+<li>check_symmetric()
+: <a class="el" href="namespacestan_1_1math.html#a7d97aebea4cf628724dfd08030284bb2">stan::math</a>
+</li>
+<li>check_unit_vector()
+: <a class="el" href="namespacestan_1_1math.html#a7496b0022b662c358931d1ab0458f60e">stan::math</a>
+</li>
+<li>chi_square_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3053cf28f5702b2b815e90f6e13a0931">stan::prob</a>
+</li>
+<li>chi_square_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a200487188f204a155be81bcf76e3e578">stan::prob</a>
+</li>
+<li>chi_square_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#abec586221c76c3d3da9654cba160b35d">stan::prob</a>
+</li>
+<li>chi_square_log()
+: <a class="el" href="namespacestan_1_1prob.html#ab7eb2d6575574aa8b2838532bb81832d">stan::prob</a>
+</li>
+<li>chi_square_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">stan::prob</a>
+</li>
+<li>cholesky_decompose()
+: <a class="el" href="namespacestan_1_1math.html#abbcc91ff24e86fa318fe0f8a9111b4c5">stan::math</a>
+</li>
+<li>cholesky_factor_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#aaac795244dbcd9bb3fa44d2275ddc3c1">stan::prob</a>
+</li>
+<li>cholesky_factor_free()
+: <a class="el" href="namespacestan_1_1prob.html#a74157f1d9c708df760d602d6adb53712">stan::prob</a>
+</li>
+<li>cmd_line::bare&lt; std::string &gt;()
+: <a class="el" href="namespacestan_1_1io.html#aec5638401c1a9174c2a1755dbb9b9a1c">stan::io</a>
+</li>
+<li>cmd_line::val&lt; std::string &gt;()
+: <a class="el" href="namespacestan_1_1io.html#a6717f7e0267a49b9c35e24aa6183236a">stan::io</a>
+</li>
+<li>col()
+: <a class="el" href="namespacestan_1_1math.html#ae497ca37fd7867fd11c4cd095c8aaa71">stan::math</a>
+</li>
+<li>cols()
+: <a class="el" href="namespacestan_1_1math.html#a871bccc233a4dcd764ffece5a3f9a399">stan::math</a>
+</li>
+<li>columns_dot_product()
+: <a class="el" href="namespacestan_1_1agrad.html#ad72bd7f6e164cb2341d055ace67c32af">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6d03b34aa7329a68f31d1c7bc500c5c8">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a4690cc81441d5be35328e09c11b6d0bb">stan::agrad</a>
+</li>
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+: <a class="el" href="namespacestan_1_1agrad.html#aa4910329638fc8776c1568e9c41ae014">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#af03701ff6420231890468e9881eb9245">stan::math</a>
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+</li>
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+: <a class="el" href="namespacestan_1_1gm.html#a4f99fc7285080014068543c8d5ab71b1">stan::gm</a>
+</li>
+<li>compile()
+: <a class="el" href="namespacestan_1_1gm.html#afa03c3de30429fab595ea53c97b9edc8">stan::gm</a>
+</li>
+<li>corr_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a845c7b8687f4e6b588820b815e464729">stan::prob</a>
+</li>
+<li>corr_free()
+: <a class="el" href="namespacestan_1_1prob.html#ade592c3579e0e7a685b7e2ec5bb0218b">stan::prob</a>
+</li>
+<li>corr_matrix_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#ad9af41714d33fbe0e5e29aab85553ccc">stan::prob</a>
+</li>
+<li>corr_matrix_free()
+: <a class="el" href="namespacestan_1_1prob.html#acc2abdf331f1cc4b3f36b15a66088ab2">stan::prob</a>
+</li>
+<li>cos()
+: <a class="el" href="namespacestan_1_1agrad.html#a1768b39c559d7c8e0f467ea1916b625f">stan::agrad</a>
+</li>
+<li>cosh()
+: <a class="el" href="namespacestan_1_1agrad.html#a2401e1b775fc8f3ba201a30d66022d09">stan::agrad</a>
+</li>
+<li>cov_matrix_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#af8bbcd6e6f8239799dc9b2661059801b">stan::prob</a>
+</li>
+<li>cov_matrix_constrain_lkj()
+: <a class="el" href="namespacestan_1_1prob.html#ae151aa1645e82ec7cb298466edcbbb0b">stan::prob</a>
+</li>
+<li>cov_matrix_free()
+: <a class="el" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678">stan::prob</a>
+</li>
+<li>cov_matrix_free_lkj()
+: <a class="el" href="namespacestan_1_1prob.html#a7f6a575490d3de6839a6f544781bf464">stan::prob</a>
+</li>
+<li>crossprod()
+: <a class="el" href="namespacestan_1_1math.html#a62cc3a137ff3220bdd0137a52a4b9714">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a5091c4a9b716a75406b9cbee072a27c1">stan::agrad</a>
+</li>
+<li>cumulative_sum()
+: <a class="el" href="namespacestan_1_1math.html#a7340f6be8ae1e121c6d854005560fef5">stan::math</a>
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+: <a class="el" href="namespacestan_1_1math.html#a8a6a4ef7c701db7984297d153580c8d4">stan::math</a>
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+, <a class="el" href="namespacestan_1_1math.html#ac81ab85d390fcb594884773a85fac657">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#a88446fe7bdc500d280a66cd8b58bf475">stan::agrad</a>
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+<li>double_exponential_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a799d82a35ad39823a27340bb57656643">stan::prob</a>
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+<li>double_exponential_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#acb5d3e2870190b33cb60f9165820a07b">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a9f090972ba99ef96684475140e8d7e39">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a7621036746361ce33a182006375fcf56">stan::prob</a>
+</li>
+<li>double_exponential_rng()
+: <a class="el" href="namespacestan_1_1prob.html#aced8b51bafb8aa39773b8f278559ec09">stan::prob</a>
+</li>
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+<li>exp_mod_normal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#acda3771d153ce0b6699db1bcabc7f994">stan::prob</a>
+</li>
+<li>exp_mod_normal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a829c8e7a571893d48ee513be108162ac">stan::prob</a>
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+</li>
+<li>exp_mod_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a0c333035ef21be05f6124919256ca7df">stan::prob</a>
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+<li>exp_mod_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ad44443eca9be898e4a2fc013353a0f3c">stan::prob</a>
+</li>
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+: <a class="el" href="namespacestan_1_1agrad.html#a0d2243d6b4d61aa41c095622e61e7a3e">stan::agrad</a>
+</li>
+<li>exponential_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3ec6b8d579b4f186acb357692219d08e">stan::prob</a>
+</li>
+<li>exponential_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a3ed11c9b495e23976817f9c37b1f2af7">stan::prob</a>
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+<li>exponential_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a1f2a5189acae75f0eee599d604e872ab">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a6b5f560921b5b09edfe2f55ee909b17e">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1math.html#a582d3c65ec66505882d2d1b740887ae8">stan::math</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a6bfbbbe6a55f984d587261a0d7213936">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a46d5b1c42b386e876cadf5948cdf8256">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6">stan::agrad</a>
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+<li>gamma_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad7ee96f7433a8a2213f6c00d053fcc98">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a0056f042d18ab321812adae932f7788e">stan::prob</a>
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+<li>gamma_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a74f0bab3925e33a3f4d41ad844172b27">stan::prob</a>
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+<li>gamma_log()
+: <a class="el" href="namespacestan_1_1prob.html#a79b5cdb98cde395af01ceeb3e643788b">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">stan::prob</a>
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+<li>gaussian_dlm_obs_log()
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+<li>generate_constructor()
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+<li>generate_cpp()
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+: <a class="el" href="namespacestan_1_1gm.html#ad25e6e8b2a6244b38ce779887bb4c17f">stan::gm</a>
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+</li>
+<li>generate_end_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#a9771868cf777556e7ea3dfabbfcccecb">stan::gm</a>
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+<li>generate_expression()
+: <a class="el" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a6a9d6cf24f2051d0804f641525a36f8a">stan::gm</a>
+</li>
+<li>generate_indent()
+: <a class="el" href="namespacestan_1_1gm.html#a5dfdee531df2c1a3fa39c3c5d9ee5edd">stan::gm</a>
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+<li>generate_indexed_expr()
+: <a class="el" href="namespacestan_1_1gm.html#acd8d56cc6cd4afabfb2b65f2e721be01">stan::gm</a>
+</li>
+<li>generate_init_method()
+: <a class="el" href="namespacestan_1_1gm.html#a208a651630210246d1cff43ebd3e7d0e">stan::gm</a>
+</li>
+<li>generate_init_vars()
+: <a class="el" href="namespacestan_1_1gm.html#a5e4c218a7d9e607732925c5a266a8f79">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a2a09040ccbbc3628b80d4b17278a9d02">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#ac3b48b7ab230ddd3d882103245827857">stan::gm</a>
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+<li>generate_local_var_decls()
+: <a class="el" href="namespacestan_1_1gm.html#a258ce4643ff39bb93d455f8ae8698a8e">stan::gm</a>
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+<li>generate_local_var_init_nan()
+: <a class="el" href="namespacestan_1_1gm.html#a6b6842504d267f2ec759ad7b25e7fac3">stan::gm</a>
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+<li>generate_local_var_inits()
+: <a class="el" href="namespacestan_1_1gm.html#a890d6d9cd0b21a64327ccf76a9a7e824">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a425cf99f39ca9123446a5192eeee83e0">stan::gm</a>
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+<li>generate_member_var_decls()
+: <a class="el" href="namespacestan_1_1gm.html#a63d43e75db4c7e7ff2dda2d1036df363">stan::gm</a>
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+<li>generate_member_var_inits()
+: <a class="el" href="namespacestan_1_1gm.html#adc65399d7375f831d8d4d806b62b6293">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a06761a1392734570a22e5a492141bce8">stan::gm</a>
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+<li>generate_param_names_method()
+: <a class="el" href="namespacestan_1_1gm.html#a4c248f99b9df350026ff05c604181358">stan::gm</a>
+</li>
+<li>generate_printable()
+: <a class="el" href="namespacestan_1_1gm.html#ae27bbd9b3b5dbc0f93bbcd9f198a46eb">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a8c0b83999d50ab15f1c8503f33a3d47c">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a30e9216cd9f5d025bcb3dde6aa0c86b0">stan::gm</a>
+</li>
+<li>generate_set_param_ranges()
+: <a class="el" href="namespacestan_1_1gm.html#a7ce48f574b608d4ecebac5dc7c3fe21e">stan::gm</a>
+</li>
+<li>generate_start_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#a297a49a54728e0866002eeb4350f46dd">stan::gm</a>
+</li>
+<li>generate_statement()
+: <a class="el" href="namespacestan_1_1gm.html#ad06f7d19c1a004ec456362bd32369cc9">stan::gm</a>
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+<li>generate_statements()
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+</li>
+<li>generate_type()
+: <a class="el" href="namespacestan_1_1gm.html#a513a251d0b3d2e80bc0b9e32ecfeea0d">stan::gm</a>
+</li>
+<li>generate_typedef()
+: <a class="el" href="namespacestan_1_1gm.html#a6150f8826fdd1742c1287552966cb6d0">stan::gm</a>
+</li>
+<li>generate_typedefs()
+: <a class="el" href="namespacestan_1_1gm.html#a1515682780f226a7001d930fd2c1e1d0">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a7caf37b3f443d37d400f9f647a5d4f7b">stan::gm</a>
+</li>
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+: <a class="el" href="namespacestan_1_1gm.html#a8669bcb4fa524c442de23cedeb7aaa23">stan::gm</a>
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+<li>generate_using_namespace()
+: <a class="el" href="namespacestan_1_1gm.html#aab6c7437ec473e5dbe083f86b1b059ae">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#aa985aaef054c7f1af4a9628ef6a9155d">stan::gm</a>
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+<li>generate_validate_context_size()
+: <a class="el" href="namespacestan_1_1gm.html#a33b21b6ece1a626d859d7d0e16bc0914">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#ae5e451a20922d72237b17635a04629c6">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a52bae0dc2622d9a571205c83441d1bce">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a43655ffe4072e69181e20c6e5e3254cf">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a3d65cdc4d78792bed25979830e67b9eb">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a175fe5ebc2de7986e91d335a0f973642">stan::gm</a>
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+</li>
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+: <a class="el" href="namespacestan_1_1math.html#adffeab694f7588c92dc97b6736e5be7b">stan::math</a>
+</li>
+<li>grad()
+: <a class="el" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3">stan::agrad</a>
+</li>
+<li>grad2F1()
+: <a class="el" href="namespacestan_1_1math.html#a71aed6cfebd1e7a926130982018cfefe">stan::math</a>
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+<li>grad_hess_log_prob()
+: <a class="el" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588">stan::model</a>
+</li>
+<li>grad_tr_mat_times_hessian()
+: <a class="el" href="namespacestan_1_1agrad.html#acba3577a92618529775046335dc015ac">stan::agrad</a>
+</li>
+<li>gradF32()
+: <a class="el" href="namespacestan_1_1math.html#a8db199c237a3b502dccc197db9dfcd7d">stan::math</a>
+</li>
+<li>gradient()
+: <a class="el" href="namespacestan_1_1agrad.html#a3a0d7a65cb491249a40ce309b4c74433">stan::agrad</a>
+</li>
+<li>gradient_dot_vector()
+: <a class="el" href="namespacestan_1_1agrad.html#a193936962d2fceadcf578dd09b127776">stan::agrad</a>
+</li>
+<li>gradIncBeta()
+: <a class="el" href="namespacestan_1_1math.html#a6e61bf2a2523eac620649be1b836f6af">stan::math</a>
+</li>
+<li>gradRegIncBeta()
+: <a class="el" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math</a>
+</li>
+<li>gradRegIncGamma()
+: <a class="el" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math</a>
+</li>
+<li>gumbel_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a7031408cb549ef6e62d05a0e23050913">stan::prob</a>
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+<li>gumbel_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a51c9e75ef3d9f0aa113b1dff27bfd5f8">stan::prob</a>
+</li>
+<li>gumbel_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#af3a4abf9379ede54947a4a46c520a286">stan::prob</a>
+</li>
+<li>gumbel_log()
+: <a class="el" href="namespacestan_1_1prob.html#ad56fe89a003692852a43ed83e9020ade">stan::prob</a>
+</li>
+<li>gumbel_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a717c41a1a31ff84f523df17a4e894c23">stan::prob</a>
+</li>
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+<li>hypergeometric_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa8045ba7d2d74aa5142128b020ef91f9">stan::prob</a>
+</li>
+<li>hypergeometric_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ac1f5eb0ed8be3298f817d5f5b976144d">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1math.html#a1edc35cc581dda178263f6a4a4fd1158">stan::math</a>
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+</li>
+<li>is_aligned()
+: <a class="el" href="namespacestan_1_1memory.html#a952ba61b6936bdcad3955ec1f5e6ef8f">stan::memory</a>
+</li>
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+: <a class="el" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">stan::gm</a>
+</li>
+<li>is_nonempty()
+: <a class="el" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">stan::gm</a>
+</li>
+<li>is_space()
+: <a class="el" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">stan::gm</a>
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+, <a class="el" href="namespacestan_1_1agrad.html#a72761c1c17a04122ee2dbb0c56cbb9c0">stan::agrad</a>
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+: <a class="el" href="namespaceboost_1_1math.html#aacb94b2d8f46034875d78e4260274709">boost::math</a>
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+<li>isinf()
+: <a class="el" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74">boost::math</a>
+, <a class="el" href="namespacestd.html#a458a0f3c809188e7fb9a9e10d335ac60">std</a>
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+<li>isnan()
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+, <a class="el" href="namespaceboost_1_1math.html#a3987c91e5ae7f757baf28ae8efc0fbbe">boost::math</a>
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+</li>
+</ul>
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+<li>lb_constrain()
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+: <a class="el" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8">stan::model</a>
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+, <a class="el" href="namespacestan_1_1agrad.html#a3782da231c6c02f7ce65cf7b8a0d0b28">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a1669a67b8247ae502926890376c2b68b">stan::agrad</a>
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+, <a class="el" href="namespacestan_1_1agrad.html#adcaa1e54a0acf38f7a8f10a1bc33e8df">stan::agrad</a>
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+, <a class="el" href="namespacestan_1_1math.html#a3c5f32f7cd1a5690a697f4031df569c4">stan::math</a>
+</li>
+<li>logical_and()
+: <a class="el" href="namespacestan_1_1math.html#adc35bab2db89b3ceda66f11e1fa53ec8">stan::math</a>
+</li>
+<li>logical_eq()
+: <a class="el" href="namespacestan_1_1math.html#ab2213736b55fd6696fa0120fd3fe72e4">stan::math</a>
+</li>
+<li>logical_gt()
+: <a class="el" href="namespacestan_1_1math.html#aba86bfd994302061a0260e1202fca777">stan::math</a>
+</li>
+<li>logical_gte()
+: <a class="el" href="namespacestan_1_1math.html#ac6bb0b8623192207d35e207ea312d8be">stan::math</a>
+</li>
+<li>logical_lt()
+: <a class="el" href="namespacestan_1_1math.html#a0b5bd91412749e10933f304b54aef88f">stan::math</a>
+</li>
+<li>logical_lte()
+: <a class="el" href="namespacestan_1_1math.html#af3649d4c704962c4502cd6220a5e2230">stan::math</a>
+</li>
+<li>logical_negation()
+: <a class="el" href="namespacestan_1_1math.html#aad2fc9ce55dfac079d930335beb7e4a8">stan::math</a>
+</li>
+<li>logical_neq()
+: <a class="el" href="namespacestan_1_1math.html#a206eb210d8e7e2c718af25c40de8f9d1">stan::math</a>
+</li>
+<li>logical_or()
+: <a class="el" href="namespacestan_1_1math.html#ac74007e2d5f55d5ae4a308f535869aee">stan::math</a>
+</li>
+<li>logistic_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aeff91e2efd57e631955cb7ebde45a1c7">stan::prob</a>
+</li>
+<li>logistic_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#ac2a1d5c2316209f3a4d6cc90f3f3b6cf">stan::prob</a>
+</li>
+<li>logistic_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aca4c773da2a18fac3e13b91e51e9e18d">stan::prob</a>
+</li>
+<li>logistic_log()
+: <a class="el" href="namespacestan_1_1prob.html#a33be4a206231be2a1acda61c06c05039">stan::prob</a>
+</li>
+<li>logistic_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a664843596a52a9bc23dc5f2073f9806b">stan::prob</a>
+</li>
+<li>logit()
+: <a class="el" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">stan::agrad</a>
+</li>
+<li>lognormal_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a576b250e68b4cc83d9df5d697eb57fa2">stan::prob</a>
+</li>
+<li>lognormal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#af50822e781206859400fb659831eb000">stan::prob</a>
+</li>
+<li>lognormal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa7a25fc347587649f2ca55656fb23950">stan::prob</a>
+</li>
+<li>lognormal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a47dbe7f1b8096c72c8dc40496b9f082d">stan::prob</a>
+</li>
+<li>lognormal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a9dbaae05c716d93b29dfc3f00f26d4ed">stan::prob</a>
+</li>
+<li>lp_no_jacobian()
+: <a class="el" href="namespacestan_1_1optimization.html#a03faddd9bfe31c6237e1ce662d3f3d2d">stan::optimization</a>
+</li>
+<li>lub_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#af8825917ff4f4875b7820edc760e4440">stan::prob</a>
+</li>
+<li>lub_free()
+: <a class="el" href="namespacestan_1_1prob.html#a4e48912671137a74815f5194163279c9">stan::prob</a>
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+<li>machine_precision()
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+: <a class="el" href="namespacestan_1_1prob.html#a4aae2e874c72677ddb53ec9bdec1c29d">stan::prob</a>
+</li>
+<li>matrix_normal_prec_log()
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+</li>
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+<li>mdivide_left_spd()
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+</li>
+<li>mdivide_left_tri_low()
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+, <a class="el" href="namespacestan_1_1math.html#a199a9357715dff8b9a3bae8cc1bb4aa5">stan::math</a>
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+<li>mdivide_right()
+: <a class="el" href="namespacestan_1_1agrad.html#a92e113c418aa00fb0b0f05de3421a377">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a5efba9dddcf77889b66c1210ba55cf5f">stan::math</a>
+</li>
+<li>mdivide_right_ldlt()
+: <a class="el" href="namespacestan_1_1math.html#a68c862e90d97ea5d5552101b65978813">stan::math</a>
+</li>
+<li>mdivide_right_spd()
+: <a class="el" href="namespacestan_1_1math.html#a5d6f32dd8adc4a9ffa28d63b62d4c90f">stan::math</a>
+</li>
+<li>mdivide_right_tri()
+: <a class="el" href="namespacestan_1_1math.html#ae158767243e09b91b9ba6cd366e7dab8">stan::math</a>
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+<li>mdivide_right_tri_low()
+: <a class="el" href="namespacestan_1_1agrad.html#ad91af5d6f2192ec14360aa9f9e70bfc0">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a09f35fbeab4d8ff311ce77d91492e26b">stan::math</a>
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+<li>min()
+: <a class="el" href="namespacestan_1_1math.html#ab360c822174f211838f5979760c7e09e">stan::math</a>
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+<li>minus()
+: <a class="el" href="namespacestan_1_1math.html#a87b343d6dc12982c2b76c453650c0797">stan::math</a>
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+<li>modified_bessel_first_kind()
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+<li>multi_gp_log()
+: <a class="el" href="namespacestan_1_1prob.html#a87858b89fe976714f66df92989fb0f03">stan::prob</a>
+</li>
+<li>multi_normal_cholesky_log()
+: <a class="el" href="namespacestan_1_1prob.html#a01330a7c13ec8bb09a28b0983ef805c3">stan::prob</a>
+</li>
+<li>multi_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a71e8ba5779457e6f532f39e89de717e4">stan::prob</a>
+</li>
+<li>multi_normal_prec_log()
+: <a class="el" href="namespacestan_1_1prob.html#a3aa4c668766dc37248e6d5bd84eae338">stan::prob</a>
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+<li>multi_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a93eceb90a88d6432e3bda7c5e35db8e0">stan::prob</a>
+</li>
+<li>multi_student_t_log()
+: <a class="el" href="namespacestan_1_1prob.html#a48b71448bd4100f9dbbf884c9fee4de6">stan::prob</a>
+</li>
+<li>multi_student_t_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ab61ba841eb4bd76a7df2975e18f0b025">stan::prob</a>
+</li>
+<li>multinomial_log()
+: <a class="el" href="namespacestan_1_1prob.html#a30f2c82429f15f40ab59b038f35d29f4">stan::prob</a>
+</li>
+<li>multinomial_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a7d4d3be39750d795653ce0a8ee25e065">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a57ea43d861a571f86937062eda4fa5af">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a6e67698775aaac248efa49b646ca2a51">stan::math</a>
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+, <a class="el" href="namespacestan_1_1math.html#a7c72cdca253e0230e0dbd19400781b5c">stan::math</a>
+, <a class="el" href="namespacestan_1_1agrad.html#af5dfb2569a8f7f2f95830d0f0bb5bd40">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff">stan::math</a>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
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+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+: <a class="el" href="namespacestan_1_1agrad.html#a7712039ced9aa4a7d848369b36a81832">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a46f6bae01b579578493c501932d6df19">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a8013ef2d8df4e964a99688d4d5b66b30">stan::prob</a>
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+<li>sample()
+: <a class="el" href="namespacestan_1_1gm.html#a7cf4c17c47162f69708fa787fa09d4dc">stan::gm</a>
+</li>
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+: <a class="el" href="namespacestan_1_1math.html#a2eb786f14699d69c39cfdd49893a8006">stan::math</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a93cfec0873f41fb0f7e4c83d874b45fc">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#aeed68e0c4e8cfb8b5c470ae0b59345c9">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#ac9609fecff26e0c07646f794f65a39a7">stan::prob</a>
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+<li>scaled_inv_chi_square_log()
+: <a class="el" href="namespacestan_1_1prob.html#a6428f925f8c1b43c323ce549da410d58">stan::prob</a>
+</li>
+<li>scaled_inv_chi_square_rng()
+: <a class="el" href="namespacestan_1_1prob.html#af34f411fc637d2d1163663c0cf0a850e">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#af054a122bafce0c367eaca60a181bd47">stan::prob</a>
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+<li>simplex_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#a34fe9ae8e8dcc7b4f619ffcdf2ac5387">stan::prob</a>
+</li>
+<li>simplex_free()
+: <a class="el" href="namespacestan_1_1prob.html#a6703d995557396cc5fd013c6cd882327">stan::prob</a>
+</li>
+<li>sin()
+: <a class="el" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1math.html#a204f15e3685b2c610ca2c0c80a3005d5">stan::math</a>
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+: <a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">stan::math</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a9b9d2a0cb044b4683b8ebc1f5664067a">stan::prob</a>
+</li>
+<li>skew_normal_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#af883c9ea717a01e7835a5071cfb132bd">stan::prob</a>
+</li>
+<li>skew_normal_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aa702b78d553fccea5853eb3fad971200">stan::prob</a>
+</li>
+<li>skew_normal_log()
+: <a class="el" href="namespacestan_1_1prob.html#a72d94de0c6230acb70815802bddf5587">stan::prob</a>
+</li>
+<li>skew_normal_rng()
+: <a class="el" href="namespacestan_1_1prob.html#ad193097bedddda283ba854e2ddcd6013">stan::prob</a>
+</li>
+<li>softmax()
+: <a class="el" href="namespacestan_1_1agrad.html#afb1b8b97d1a6b36f59618a80a9c3778d">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6">stan::math</a>
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+</li>
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+: <a class="el" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1math.html#a1369f60a09e3af4933096de3a54ac28c">stan::math</a>
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+<li>square()
+: <a class="el" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24">stan::math</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a910dc759393c71753e4f9461ef002959">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1math.html#adffa61a0521d0c07b8c4cd7ccbbb4aca">stan::math</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a40c71c5396dbbbbcee5a8ae890345060">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a8fdc5e5ba8e306c2a594e928bfd62ea2">stan::math</a>
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+<li>student_t_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a927a64a2497df7302ae7fa9098e65546">stan::prob</a>
+</li>
+<li>student_t_cdf()
+: <a class="el" href="namespacestan_1_1prob.html#a19cc3cf5b600b92144c79356c0e879fc">stan::prob</a>
+</li>
+<li>student_t_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#aab514e4c15e40c36184b0291e3c2e814">stan::prob</a>
+</li>
+<li>student_t_log()
+: <a class="el" href="namespacestan_1_1prob.html#a72933c1b9a4eb2005d32e811ae124bd0">stan::prob</a>
+</li>
+<li>student_t_rng()
+: <a class="el" href="namespacestan_1_1prob.html#adb81f1474168ce77e5bb71ef3c7432d9">stan::prob</a>
+</li>
+<li>sub()
+: <a class="el" href="namespacestan_1_1math.html#a9e4c5e5b76b18a41b28f646104b3cd46">stan::math</a>
+</li>
+<li>sub_col()
+: <a class="el" href="namespacestan_1_1math.html#a63cf32e07d51c4ebfe042dd452eeae14">stan::math</a>
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+<li>sub_row()
+: <a class="el" href="namespacestan_1_1math.html#aa1ea780efd8d0282dbf069f0776d727b">stan::math</a>
+</li>
+<li>subtract()
+: <a class="el" href="namespacestan_1_1math.html#a776789f307db599fddcda6a68c480557">stan::math</a>
+</li>
+<li>sum()
+: <a class="el" href="namespacestan_1_1agrad.html#ad6c767cb7dcb4963f468cc5a2aa494ac">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547">stan::math</a>
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+: <a class="el" href="namespacestan_1_1math.html#aa0261f49dc318d8ee553e378325ee3db">stan::math</a>
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+: <a class="el" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">stan::math</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a05dfe81e20c266f06cc111b1571edb4d">stan::prob</a>
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+<li>unit_vector_constrain()
+: <a class="el" href="namespacestan_1_1prob.html#ac361cea0021ad5cbd7d9daa32935bf9b">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#aa72cd0f07fe68884774feea5e5c0056c">stan::prob</a>
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+<li>utc_time_string()
+: <a class="el" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0">stan::io</a>
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+<li>validate_matching_sizes()
+: <a class="el" href="namespacestan_1_1math.html#a41ec7da4239a007943fc013e07cba3aa">stan::math</a>
+</li>
+<li>validate_multiplicable()
+: <a class="el" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math</a>
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+<li>validate_non_negative_index()
+: <a class="el" href="namespacestan_1_1math.html#a3abcd9b7deac4b6378eae04ee927f498">stan::math</a>
+</li>
+<li>validate_non_negative_rep()
+: <a class="el" href="namespacestan_1_1math.html#aa5fcab47a4a1c557ed22ce8c9dfa4690">stan::math</a>
+</li>
+<li>validate_nonzero_size()
+: <a class="el" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math</a>
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+<li>validate_row_index()
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+: <a class="el" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math</a>
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+: <a class="el" href="namespacestan_1_1math.html#aa8bef2aad224049eb13f5de732d60805">stan::math</a>
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+<li>validate_symmetric()
+: <a class="el" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">stan::math</a>
+</li>
+<li>validate_vector()
+: <a class="el" href="namespacestan_1_1math.html#a883b9b83e5ca3d865f9dcf26d57a69fe">stan::math</a>
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+<li>value_of()
+: <a class="el" href="namespacestan_1_1agrad.html#aef1424bdc8ef1058ec2cef4584bb6d5f">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e">stan::math</a>
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+<li>value_of&lt; double &gt;()
+: <a class="el" href="namespacestan_1_1math.html#a2d7774df98215b7d113075019d74ebbf">stan::math</a>
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+<li>variance()
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+: <a class="el" href="namespacestan_1_1prob.html#a34be34d214b53bf3d2f158ebe9b4c93d">stan::prob</a>
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+<h3><a class="anchor" id="index_w"></a>- w -</h3><ul>
+<li>warmup()
+: <a class="el" href="namespacestan_1_1gm.html#a98eeb261d85ab5d16b98b8cfeaeb31cc">stan::gm</a>
+</li>
+<li>weibull_ccdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#a77b3086174c8c53f64a6040926e463c7">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#aebe40f64269bb4cad34cbf93faa258a3">stan::prob</a>
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+<li>weibull_cdf_log()
+: <a class="el" href="namespacestan_1_1prob.html#adf406916a5b4faaa7ff6c09f38029418">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#ac9dd426180e500e8ce9ab2e401393c5a">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a446b0eda07246d07a2d539c9a511ea7e">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1prob.html#a10fd2efedb0954c290861d22335bd384">stan::prob</a>
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+<li>wishart_rng()
+: <a class="el" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">stan::prob</a>
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+: <a class="el" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#ae76346e1327805d1a7f6a28da263ec5d">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1gm.html#ae20aea4f2c25e3aa171c1c4740ee19d7">stan::gm</a>
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+, <a class="el" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">stan::optimization</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#aac5f57e2caa5ea24203633335cfe3fc6">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">stan::agrad</a>
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+<li>pos_iterator_t
+: <a class="el" href="namespacestan_1_1gm.html#aa941962f9fda48879b4d84fd518852c9">stan::gm</a>
+</li>
+</ul>
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+<li>real_argument
+: <a class="el" href="namespacestan_1_1gm.html#a2d364040dd6f2d340627acb37db9c2be">stan::gm</a>
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+: <a class="el" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697">stan::math</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a034dc4f78e984e287123599a3b87ac97">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a493bb030b1f2016276f58fe67662e252">stan::agrad</a>
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+<li>row_vector_ffv
+: <a class="el" href="namespacestan_1_1agrad.html#a4a52427f4040846e15dca434ea633b7b">stan::agrad</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a031f0408fe91a974e1cc09d61cea8807">stan::agrad</a>
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+<li>row_vector_v
+: <a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">stan::agrad</a>
+</li>
+</ul>
+
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+<li>size_type
+: <a class="el" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">stan::agrad</a>
+, <a class="el" href="namespacestan_1_1math.html#aa29284c242450c2000920599105e4eb0">stan::math</a>
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+</li>
+</ul>
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+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>u_int_argument
+: <a class="el" href="namespacestan_1_1gm.html#ae43d445dc26f5d0423f77c37236d3b38">stan::gm</a>
+</li>
+</ul>
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+<li>var_origin
+: <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">stan::gm</a>
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+<li>vector_d
+: <a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math</a>
+, <a class="el" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">stan::optimization</a>
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+: <a class="el" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">stan::agrad</a>
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+<li>vector_ffd
+: <a class="el" href="namespacestan_1_1agrad.html#a97cd52b23aca617183eb7deadb1c6d9d">stan::agrad</a>
+</li>
+<li>vector_ffv
+: <a class="el" href="namespacestan_1_1agrad.html#a96902ae4f8847b57803a5ac7e5d9754d">stan::agrad</a>
+</li>
+<li>vector_fv
+: <a class="el" href="namespacestan_1_1agrad.html#a4ee7f0ffda84be0aec51dfd293951daf">stan::agrad</a>
+</li>
+<li>vector_v
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+: <a class="el" href="namespacestan_1_1gm.html#ad78f054e040e1e50bbca1c359bdfb212">stan::gm</a>
+</li>
+<li>add_conditional_condition_f
+: <a class="el" href="namespacestan_1_1gm.html#ac933d49bf64b047878de0a9cd6bee469">stan::gm</a>
+</li>
+<li>add_expression_dimss_f
+: <a class="el" href="namespacestan_1_1gm.html#a59538d290878f4de9cd33e6d21f57a3c">stan::gm</a>
+</li>
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+: <a class="el" href="namespacestan_1_1gm.html#aa52cffaf304fc09f5936e0fe6a708a15">stan::gm</a>
+</li>
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+: <a class="el" href="namespacestan_1_1gm.html#a6cd03a1b864b365878417733f67b523e">stan::gm</a>
+</li>
+<li>add_while_condition_f
+: <a class="el" href="namespacestan_1_1gm.html#adb748e38743964139413d8a31c622474">stan::gm</a>
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+<li>addition
+: <a class="el" href="namespacestan_1_1gm.html#a66dd9d718181d0b71df757b512a9e7b6">stan::gm</a>
+</li>
+</ul>
+
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+<li>binary_op_f
+: <a class="el" href="namespacestan_1_1gm.html#ac468cb2fce622382db58f8e9f2f6c628">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_c"></a>- c -</h3><ul>
+<li>CONSTRAINT_TOLERANCE
+: <a class="el" href="namespacestan_1_1math.html#aece739c5a2672028f0c7848045b89f08">stan::math</a>
+, <a class="el" href="namespacestan_1_1prob.html#a42d98044ad33e2fe147c7edcf09282f6">stan::prob</a>
+</li>
+</ul>
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+<li>data_origin
+: <a class="el" href="namespacestan_1_1gm.html#aa21145a91e4c8dd4d9495868c6f729a7">stan::gm</a>
+</li>
+<li>derived_origin
+: <a class="el" href="namespacestan_1_1gm.html#af2cb1df6a23d138782246a8304ad7d86">stan::gm</a>
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+<li>division
+: <a class="el" href="namespacestan_1_1gm.html#aba4de316e472e23ea0f375d1e1a7cc33">stan::gm</a>
+</li>
+<li>DOUBLE_T
+: <a class="el" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">stan::gm</a>
+</li>
+</ul>
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+<li>E
+: <a class="el" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe">stan::math</a>
+</li>
+<li>elt_division
+: <a class="el" href="namespacestan_1_1gm.html#a754bafd927243560d1f783d46ecb34a9">stan::gm</a>
+</li>
+<li>elt_multiplication
+: <a class="el" href="namespacestan_1_1gm.html#a0953feed6c7def5c5a3e9326007e81ea">stan::gm</a>
+</li>
+<li>EPSILON
+: <a class="el" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0">stan::math</a>
+</li>
+<li>expression_as_statement_f
+: <a class="el" href="namespacestan_1_1gm.html#a235997d18cc5a475e44e279951e7e96e">stan::gm</a>
+</li>
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+<h3><a class="anchor" id="index_i"></a>- i -</h3><ul>
+<li>ILL_FORMED_T
+: <a class="el" href="namespacestan_1_1gm.html#a41679a8cc9b047f5ce5aea48a4d6800a">stan::gm</a>
+</li>
+<li>INFTY
+: <a class="el" href="namespacestan_1_1math.html#a7f2ac8ebf3095e9934715bb34f0669b3">stan::math</a>
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+<li>INT_T
+: <a class="el" href="namespacestan_1_1gm.html#a2da21cb21d76a1fbafe6857e23e37b5b">stan::gm</a>
+</li>
+<li>INV_SQRT_2
+: <a class="el" href="namespacestan_1_1math.html#a5491e346d5a812af988f8de4a5948c88">stan::math</a>
+</li>
+<li>INV_SQRT_TWO_PI
+: <a class="el" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">stan::math</a>
+</li>
+</ul>
+
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+<li>left_division
+: <a class="el" href="namespacestan_1_1gm.html#a7ce0894487b3983ccf7f1d1ed59a1f4b">stan::gm</a>
+</li>
+<li>local_origin
+: <a class="el" href="namespacestan_1_1gm.html#ae5497a13c6ad9d782269f4b25fc7608a">stan::gm</a>
+</li>
+<li>LOG_10
+: <a class="el" href="namespacestan_1_1math.html#ab773773e2db53015eb48ab1730816fb5">stan::math</a>
+</li>
+<li>LOG_2
+: <a class="el" href="namespacestan_1_1math.html#a43fb48f0a7f26bc60c1dfb572283b149">stan::math</a>
+</li>
+<li>LOG_PI_OVER_FOUR
+: <a class="el" href="namespacestan_1_1math.html#a177764626d2378e0d7bdfb26aac187b6">stan::math</a>
+</li>
+<li>logical_negate_expr_f
+: <a class="el" href="namespacestan_1_1gm.html#a5d5139168f13961e213defe8bd85ba16">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_m"></a>- m -</h3><ul>
+<li>MAJOR_VERSION
+: <a class="el" href="namespacestan.html#a75c4bb3d494fafd9d1714d4db258975c">stan</a>
+</li>
+<li>MATRIX_T
+: <a class="el" href="namespacestan_1_1gm.html#af68190cae932b66ca3aa3c56bc2b0dc6">stan::gm</a>
+</li>
+<li>memalloc_
+: <a class="el" href="namespacestan_1_1agrad.html#aaa104691d168acd62c8adff8e1888d5f">stan::agrad</a>
+</li>
+<li>MINOR_VERSION
+: <a class="el" href="namespacestan.html#ad48b562c737bb49645bd8117067858b9">stan</a>
+</li>
+<li>model_name_origin
+: <a class="el" href="namespacestan_1_1gm.html#a119c68ad93a3fc5589c594433b8cb258">stan::gm</a>
+</li>
+<li>multiplication
+: <a class="el" href="namespacestan_1_1gm.html#a84ada99320bf1c4bb7bc1609d29965a4">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_n"></a>- n -</h3><ul>
+<li>NEG_TWO_OVER_SQRT_PI
+: <a class="el" href="namespacestan_1_1math.html#a344504ea0c1f4f956c85ea8027a07ba9">stan::math</a>
+</li>
+<li>negate_expr_f
+: <a class="el" href="namespacestan_1_1gm.html#a1b6085f99e8b4fb9b42a7add98ac9488">stan::gm</a>
+</li>
+<li>NEGATIVE_EPSILON
+: <a class="el" href="namespacestan_1_1math.html#a1dcea3a9752d079c9f972040b873b704">stan::math</a>
+</li>
+<li>NEGATIVE_INFTY
+: <a class="el" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb">stan::math</a>
+</li>
+<li>NOT_A_NUMBER
+: <a class="el" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a">stan::math</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_p"></a>- p -</h3><ul>
+<li>parameter_origin
+: <a class="el" href="namespacestan_1_1gm.html#a15fbbd2865f57526a81f238175751b83">stan::gm</a>
+</li>
+<li>PATCH_VERSION
+: <a class="el" href="namespacestan.html#ae9ae37a39676ea8ca7cbfeffce12f938">stan</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_r"></a>- r -</h3><ul>
+<li>remove_loop_identifier_f
+: <a class="el" href="namespacestan_1_1gm.html#add53eab5545aad3acada8a2f5c253a13">stan::gm</a>
+</li>
+<li>ROW_VECTOR_T
+: <a class="el" href="namespacestan_1_1gm.html#a262a14a590dd1cc841d61cfec98b1ecd">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_s"></a>- s -</h3><ul>
+<li>set_fun_type2_f
+: <a class="el" href="namespacestan_1_1gm.html#a071fa25593504eb98cd7d9da2baab92d">stan::gm</a>
+</li>
+<li>set_fun_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a7e620438867564889b2124e8877a6707">stan::gm</a>
+</li>
+<li>set_fun_type_named_f
+: <a class="el" href="namespacestan_1_1gm.html#a7c2b54c2a8ea3233bb4e6b6984a5e2c7">stan::gm</a>
+</li>
+<li>set_var_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a4e0139a9c5cc5c02221aabee7b75d5aa">stan::gm</a>
+</li>
+<li>SQRT_2
+: <a class="el" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd">stan::math</a>
+</li>
+<li>subtraction
+: <a class="el" href="namespacestan_1_1gm.html#abd39613c1505c278ec7a2cdcc009bbcb">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_t"></a>- t -</h3><ul>
+<li>transformed_data_origin
+: <a class="el" href="namespacestan_1_1gm.html#a8badb02edbcc98351299f2b1a0f23740">stan::gm</a>
+</li>
+<li>transformed_parameter_origin
+: <a class="el" href="namespacestan_1_1gm.html#acd24a39b6850fab486aa1ab63d45d537">stan::gm</a>
+</li>
+<li>transpose_f
+: <a class="el" href="namespacestan_1_1gm.html#a7f4d79c4779b3252cb5d22ce80c79d98">stan::gm</a>
+</li>
+<li>TWO_OVER_SQRT_PI
+: <a class="el" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">stan::math</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_u"></a>- u -</h3><ul>
+<li>unscope_locals_f
+: <a class="el" href="namespacestan_1_1gm.html#aecac3234ee1a4b8b9b6344c0679cfd8d">stan::gm</a>
+</li>
+</ul>
+
+
+<h3><a class="anchor" id="index_v"></a>- v -</h3><ul>
+<li>validate_allow_sample_f
+: <a class="el" href="namespacestan_1_1gm.html#aa30c31af794258c24cb18df976cf4296">stan::gm</a>
+</li>
+<li>validate_assignment_f
+: <a class="el" href="namespacestan_1_1gm.html#a06237cc6105be14cdd2eb0575bef7ae4">stan::gm</a>
+</li>
+<li>validate_expr_type2_f
+: <a class="el" href="namespacestan_1_1gm.html#a4a3fe9f1de32042785143d781cdaaae9">stan::gm</a>
+</li>
+<li>validate_expr_type_f
+: <a class="el" href="namespacestan_1_1gm.html#a32f93691dd2a6209d3f19ac875b17f3e">stan::gm</a>
+</li>
+<li>validate_int_expr2_f
+: <a class="el" href="namespacestan_1_1gm.html#a46fe00392f8da59e985d5d347198d137">stan::gm</a>
+</li>
+<li>validate_int_expr3_f
+: <a class="el" href="namespacestan_1_1gm.html#a275f5389777c95f7178c6bc23f1e6441">stan::gm</a>
+</li>
+<li>validate_sample_f
+: <a class="el" href="namespacestan_1_1gm.html#ac38f7f49db3ee6f8fabb7b317eaa126c">stan::gm</a>
+</li>
+<li>var_alloc_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#aab83e8df917b0f383dc6c2821fac522a">stan::agrad</a>
+</li>
+<li>var_nochain_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#a1da2503303417b341d207feb1bfc9ef1">stan::agrad</a>
+</li>
+<li>var_stack_
+: <a class="el" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">stan::agrad</a>
+</li>
+<li>VECTOR_T
+: <a class="el" href="namespacestan_1_1gm.html#a994b5bf5385c2c96190f9aaf19e0c711">stan::gm</a>
+</li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespaces.html b/doc/api/html/namespaces.html
new file mode 100644
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--- /dev/null
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Namespace List</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <div id="navrow2" class="tabs2">
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+      <li class="current"><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
+      <li><a href="namespacemembers.html"><span>Namespace&#160;Members</span></a></li>
+    </ul>
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+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+     onmouseover="return searchBox.OnSearchSelectShow()"
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+        name="MSearchResults" id="MSearchResults">
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+<div class="header">
+  <div class="headertitle">
+<div class="title">Namespace List</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock">Here is a list of all namespaces with brief descriptions:</div><div class="directory">
+<div class="levels">[detail level <span onclick="javascript:toggleLevel(1);">1</span><span onclick="javascript:toggleLevel(2);">2</span><span onclick="javascript:toggleLevel(3);">3</span><span onclick="javascript:toggleLevel(4);">4</span>]</div><table class="directory">
+<tr id="row_0_" class="even"><td class="entry"><img id="arr_0_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('0_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespaceboost.html" target="_self">boost</a></td><td class="desc">Reimplementing boost functionality</td></tr>
+<tr id="row_0_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespaceboost_1_1math.html" target="_self">math</a></td><td class="desc">Reimplmeneting boost functionality for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and and bugs in classification of integer types</td></tr>
+<tr id="row_1_" class="even"><td class="entry"><img id="arr_1_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('1_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespace_eigen.html" target="_self">Eigen</a></td><td class="desc">(Expert) Numerical traits for algorithmic differentiation variables</td></tr>
+<tr id="row_1_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespace_eigen_1_1internal.html" target="_self">internal</a></td><td class="desc">(Expert) Product traits for algorithmic differentiation variables</td></tr>
+<tr id="row_2_" class="even"><td class="entry"><img id="arr_2_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan.html" target="_self">stan</a></td><td class="desc">Probability, optimization and sampling library</td></tr>
+<tr id="row_2_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1agrad.html" target="_self">agrad</a></td><td class="desc">Function gradients via reverse-mode automatic differentiation</td></tr>
+<tr id="row_2_1_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1gm.html" target="_self">gm</a></td><td class="desc">Directed graphical model compiler</td></tr>
+<tr id="row_2_2_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1io.html" target="_self">io</a></td><td class="desc">Input/output utilities</td></tr>
+<tr id="row_2_3_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_3_" src="ftv2mnode.png" alt="o" width="16" height="22" onclick="toggleFolder('2_3_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1math.html" target="_self">math</a></td><td class="desc">Matrices and templated mathematical functions</td></tr>
+<tr id="row_2_3_0_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img id="arr_2_3_0_" src="ftv2mlastnode.png" alt="\" width="16" height="22" onclick="toggleFolder('2_3_0_')"/><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1math_1_1policies.html" target="_self">policies</a></td><td class="desc">Extending boost functionality</td></tr>
+<tr id="row_2_3_0_0_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2blank.png" alt="&#160;" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html" target="_self">detail</a></td><td class="desc">Reimplementing boost::math::policies::detail::raise_domain_error</td></tr>
+<tr id="row_2_4_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1mcmc.html" target="_self">mcmc</a></td><td class="desc">Markov chain Monte Carlo samplers</td></tr>
+<tr id="row_2_5_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1memory.html" target="_self">memory</a></td><td class="desc">(Expert) Allocate, free, and manage underlying system memory</td></tr>
+<tr id="row_2_6_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1model.html" target="_self">model</a></td><td class="desc">For compiling models</td></tr>
+<tr id="row_2_7_" class="even"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1optimization.html" target="_self">optimization</a></td><td class="desc"></td></tr>
+<tr id="row_2_8_"><td class="entry"><img src="ftv2vertline.png" alt="|" width="16" height="22" /><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestan_1_1prob.html" target="_self">prob</a></td><td class="desc">Templated probability distributions</td></tr>
+<tr id="row_3_" class="even"><td class="entry"><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2ns.png" alt="N" width="24" height="22" /><a class="el" href="namespacestd.html" target="_self">std</a></td><td class="desc">Template specification of functions in std for Stan</td></tr>
+</table>
+</div><!-- directory -->
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacestan.html b/doc/api/html/namespacestan.html
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+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: stan Namespace Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
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+<p>Probability, optimization and sampling library.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+        <tr>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00121">121</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00125">125</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
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+<p>Patch version for Stan package. </p>
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+<p>Definition at line <a class="el" href="version_8hpp_source.html#l00015">15</a> of file <a class="el" href="version_8hpp_source.html">version.hpp</a>.</p>
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+<p>Function gradients via reverse-mode automatic differentiation.  
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Function gradients via reverse-mode automatic differentiation. </p>
+</div><h2 class="groupheader">Typedef Documentation</h2>
+<a class="anchor" id="a9568a3aa8bbf0ba6c2e96ab703e83184"></a>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+<a class="anchor" id="aff56af7392587b36f7071967f87ad7d1"></a>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00026">26</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00030">30</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a31a0e0ac129c0a7d965b1fb17301c942"></a>
+<div class="memitem">
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+        </tr>
+      </table>
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+
+<p>The type of a matrix holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+<div class="memitem">
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a493bb030b1f2016276f58fe67662e252"></a>
+<div class="memitem">
+<div class="memproto">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a4a52427f4040846e15dca434ea633b7b"></a>
+<div class="memitem">
+<div class="memproto">
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00062">62</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a031f0408fe91a974e1cc09d61cea8807"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;,1,Eigen::Dynamic&gt; <a class="el" href="namespacestan_1_1agrad.html#a031f0408fe91a974e1cc09d61cea8807">stan::agrad::row_vector_fv</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00054">54</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+</div>
+<a class="anchor" id="ac3832e2dace4d1299a812cdcc53ab091"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,1,Eigen::Dynamic&gt; <a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">stan::agrad::row_vector_v</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The type of a row vector holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+<a class="anchor" id="aeae9e6e94d5656d748136a7c4780856e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">typedef Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt;::<a class="el" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a> <a class="el" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">stan::agrad::size_type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a50e8b3ee954a699c1467801ab52be810"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;double&gt;,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">stan::agrad::vector_fd</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00034">34</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a97cd52b23aca617183eb7deadb1c6d9d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;double&gt; &gt;,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1agrad.html#a97cd52b23aca617183eb7deadb1c6d9d">stan::agrad::vector_ffd</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00042">42</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a96902ae4f8847b57803a5ac7e5d9754d"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt; &gt;,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1agrad.html#a96902ae4f8847b57803a5ac7e5d9754d">stan::agrad::vector_ffv</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00046">46</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ee7f0ffda84be0aec51dfd293951daf"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1agrad.html#a4ee7f0ffda84be0aec51dfd293951daf">stan::agrad::vector_fv</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html#l00038">38</a> of file <a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acf0241b312ef1f17733c24766df1f49f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f">stan::agrad::vector_v</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The type of a (column) vector holding <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> values. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a16237ddae626928422d7c63f7f02ae6f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::abs </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2abs_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2abs_8hpp_source.html">abs.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::abs </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the absolute value of the variable (std). </p>
+<p>The value at the undifferentiable point 0 is conveniently set 0, so that</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx}|x| = \mbox{sgn}(x)$" src="form_38.png"/>.</p>
+<p>The function <a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs()</a> provides identical behavior, with <a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs()</a> defined in stdlib.h and <a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs()</a> defined in cmath.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Absolute value of variable.</dd></dl>
+<p>Delegates to <code><a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs()</a></code> (see for doc).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Absolute value of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01998">1998</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a8d58f71cd77c7447a63eb336f9b29857"></a>
+<div class="memitem">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::acos </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2acos_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2acos_8hpp_source.html">acos.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d7b4b9ba0df66c3ae59a4478fecdc2b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::acos </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc cosine of a variable, in radians (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \arccos x = \frac{-1}{\sqrt{1 - x^2}}$" src="form_28.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable in range [-1,1]. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Arc cosine of variable, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01725">1725</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f0ba2a81fb92e3f18d75fd4da3f5b67"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::acosh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2acosh_8hpp_source.html#l00017">17</a> of file <a class="el" href="fwd_2functions_2acosh_8hpp_source.html">acosh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a55d6c606ed591f3aa617ccf6ef912d17"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::acosh </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The inverse hyperbolic cosine function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">boost::math::acosh()</a>.</p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{acosh}(x) = \frac{x}{x^2 - 1}$" src="form_50.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse hyperbolic cosine of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2acosh_8hpp_source.html#l00040">40</a> of file <a class="el" href="rev_2functions_2acosh_8hpp_source.html">acosh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e0e98b7b8248f6303a3ae565a46305c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::agrad::as_bool </td>
+          <td>(</td>
+          <td class="paramtype">const agrad::var &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the argument is unequal to zero and 0 otherwise. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>1 if argument is equal to zero and 0 otherwise. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2as__bool_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2rev_2functions_2as__bool_8hpp_source.html">as_bool.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd98c31d8d43e552287de2dc9170ff3e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::asin </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2asin_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2asin_8hpp_source.html">asin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a376ec296a189c47edee18e50ba72b2f5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::asin </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc sine, in radians, of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \arcsin x = \frac{1}{\sqrt{1 - x^2}}$" src="form_29.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable in range [-1,1]. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Arc sine of variable, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01740">1740</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf137922ce743a1f63adfaed2630dfe6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::asinh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2asinh_8hpp_source.html#l00016">16</a> of file <a class="el" href="fwd_2functions_2asinh_8hpp_source.html">asinh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0fd3a2e895d3c03de0b670b3ba8b3b3c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::asinh </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The inverse hyperbolic sine function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#aaf137922ce743a1f63adfaed2630dfe6">boost::math::asinh()</a>.</p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{asinh}(x) = \frac{x}{x^2 + 1}$" src="form_51.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse hyperbolic sine of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2asinh_8hpp_source.html#l00040">40</a> of file <a class="el" href="rev_2functions_2asinh_8hpp_source.html">asinh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6546708d4dc0f19756f4e2380eb9b9e4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::atan </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2atan_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2atan_8hpp_source.html">atan.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0dfbfab0e6051aa349a6090f102f6742"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \arctan x = \frac{1}{1 + x^2}$" src="form_30.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable in range [-1,1]. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Arc tangent of variable, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01755">1755</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed06ff6c2ea34535f6c75ea7582aa203"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2atan2_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2atan2_8hpp_source.html">atan2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa982d2dff799ce857c3c0853628d3f1f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2atan2_8hpp_source.html#l00026">26</a> of file <a class="el" href="fwd_2functions_2atan2_8hpp_source.html">atan2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac193d89ea00a38466c89eff9c13bcd48"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2atan2_8hpp_source.html#l00036">36</a> of file <a class="el" href="fwd_2functions_2atan2_8hpp_source.html">atan2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a675cbb776b5402953bd180b4d6e1d90b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the first variable divided by the second scalar (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p>$ <img class="formulaInl" alt="$ \frac{d}{d x} \arctan \frac{x}{c} = \frac{c}{x^2 + c^2}$" src="form_33.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Numerator variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Denominator scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The arc tangent of the fraction, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2atan2_8hpp_source.html#l00079">79</a> of file <a class="el" href="rev_2functions_2atan2_8hpp_source.html">atan2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9963689c927130aef845582a1160678b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the first scalar divided by the second variable (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p>$ <img class="formulaInl" alt="$ \frac{\partial}{\partial y} \arctan \frac{c}{y} = \frac{-c}{c^2 + y^2}$" src="form_34.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Numerator scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Denominator variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The arc tangent of the fraction, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2atan2_8hpp_source.html#l00095">95</a> of file <a class="el" href="rev_2functions_2atan2_8hpp_source.html">atan2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae76a1cfac43312edacb47fd87fc2393a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the first variable divided by the second (cmath). </p>
+<p>The partial derivatives are defined by</p>
+<p>$ <img class="formulaInl" alt="$ \frac{\partial}{\partial x} \arctan \frac{x}{y} = \frac{y}{x^2 + y^2}$" src="form_31.png"/>, and</p>
+<p>$ <img class="formulaInl" alt="$ \frac{\partial}{\partial y} \arctan \frac{x}{y} = \frac{-x}{x^2 + y^2}$" src="form_32.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Numerator variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Denominator variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The arc tangent of the fraction, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01774">1774</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8d5bc116190d363cc639326df5e04aea"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the first variable divided by the second scalar (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p>$ <img class="formulaInl" alt="$ \frac{d}{d x} \arctan \frac{x}{c} = \frac{c}{x^2 + c^2}$" src="form_33.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Numerator variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Denominator scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The arc tangent of the fraction, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01790">1790</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad1a44f881f4e456e06374ee511387769"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atan2 </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the principal value of the arc tangent, in radians, of the first scalar divided by the second variable (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p>$ <img class="formulaInl" alt="$ \frac{\partial}{\partial y} \arctan \frac{c}{y} = \frac{-c}{c^2 + y^2}$" src="form_34.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Numerator scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Denominator variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The arc tangent of the fraction, in radians. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01806">1806</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5063c907c581ab5a2e735f8cccd7aad3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::atanh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2atanh_8hpp_source.html#l00016">16</a> of file <a class="el" href="fwd_2functions_2atanh_8hpp_source.html">atanh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af87034c9a4d6edfc1df46d96069fd68c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::atanh </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The inverse hyperbolic tangent function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">boost::math::atanh()</a>.</p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{atanh}(x) = \frac{1}{1 - x^2}$" src="form_52.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse hyperbolic tangent of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2atanh_8hpp_source.html#l00036">36</a> of file <a class="el" href="rev_2functions_2atanh_8hpp_source.html">atanh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a15ef0c83a99d3629e9ea8eb982ffe91c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2bessel__first__kind_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2bessel__first__kind_8hpp_source.html">bessel_first_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afc6ca13242211e5b43d3fcfb3bc8f3a7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2bessel__first__kind_8hpp_source.html#l00027">27</a> of file <a class="el" href="agrad_2rev_2functions_2bessel__first__kind_8hpp_source.html">bessel_first_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a70cd3f5b630e4cae786470b8a7d70c62"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2bessel__second__kind_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2bessel__second__kind_8hpp_source.html">bessel_second_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a17fd5151af2e0e715f84fbdcdea202cd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html#l00027">27</a> of file <a class="el" href="agrad_2rev_2functions_2bessel__second__kind_8hpp_source.html">bessel_second_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af5d9abde22a78da0378d464f1ce24544"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::binary_log_loss </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y_hat</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2binary__log__loss_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2binary__log__loss_8hpp_source.html">binary_log_loss.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acbbcd95da81df518f28454f7d2cb8772"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::binary_log_loss </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>y_hat</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The log loss function for variables (stan). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#add2a043f562537b8cc57bb35780ac5b5" title="Returns the log loss function for binary classification with specified reference and response values...">stan::math::binary_log_loss()</a> for the double-based version.</p>
+<p>The derivative with respect to the variable <img class="formulaInl" alt="$\hat{y}$" src="form_53.png"/> is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d\hat{y}} \mbox{logloss}(1,\hat{y}) = - \frac{1}{\hat{y}}$" src="form_54.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{d}{d\hat{y}} \mbox{logloss}(0,\hat{y}) = \frac{1}{1 - \hat{y}}$" src="form_55.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Reference value. </td></tr>
+    <tr><td class="paramname">y_hat</td><td>Response variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Log loss of response versus reference value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2binary__log__loss_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2rev_2functions_2binary__log__loss_8hpp_source.html">binary_log_loss.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ec7cdb5d5ad2c9b0a0257398570e55b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::binomial_coefficient_log </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html">binomial_coefficient_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02695b9403bc2bd772610aec257b71ab"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::binomial_coefficient_log </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html#l00045">45</a> of file <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html">binomial_coefficient_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9b9e7ad2199a7cbcf958b4bab56eb5ba"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::binomial_coefficient_log </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html#l00069">69</a> of file <a class="el" href="agrad_2fwd_2functions_2binomial__coefficient__log_8hpp_source.html">binomial_coefficient_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa16e752d268f0240dab6f484fe0026da"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::calculate_chain </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>val</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="calculate__chain_8hpp_source.html#l00008">8</a> of file <a class="el" href="calculate__chain_8hpp_source.html">calculate_chain.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a183eb686f1c72d5de6a1997e53bd2b49"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::cbrt </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2cbrt_8hpp_source.html#l00016">16</a> of file <a class="el" href="fwd_2functions_2cbrt_8hpp_source.html">cbrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a56daa2a3973305eca89f54b45b215b08"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::cbrt </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the cube root of the specified variable (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">boost::math::cbrt()</a> for the double-based version.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} x^{1/3} = \frac{1}{3 x^{2/3}}$" src="form_56.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Specified variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cube root of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2cbrt_8hpp_source.html#l00035">35</a> of file <a class="el" href="rev_2functions_2cbrt_8hpp_source.html">cbrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab5aa6d910a8a47ea9fc1b6199d710069"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::ceil </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2ceil_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2ceil_8hpp_source.html">ceil.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3edfb95b57f8b42c6c68968628ba0158"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::ceil </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the ceiling of the specified variable (cmath). </p>
+<p>The derivative of the ceiling function is defined and zero everywhere but at integers, and we set them to zero for convenience,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} {\lceil x \rceil} = 0$" src="form_44.png"/>.</p>
+<p>The ceiling function rounds up. For double values, this is the smallest integral value that is not less than the specified value. Although this function is not differentiable because it is discontinuous at integral values, its gradient is returned as zero everywhere.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Input variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Ceiling of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01922">1922</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f647d8ef1686ba2b85035726e395f40"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_result , class Policy &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::check_pos_definite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Policy &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2rev_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">check_pos_definite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4690cc81441d5be35328e09c11b6d0bb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, 1, C1&gt; stan::agrad::columns_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html">columns_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad72bd7f6e164cb2341d055ace67c32af"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, 1, C1&gt; stan::agrad::columns_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html">columns_dot_product.hpp</a>.</p>
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+<a class="anchor" id="ad2c2338e972cab17e0f8cbcaa190d90b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, 1, C1&gt; stan::agrad::columns_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html#l00049">49</a> of file <a class="el" href="agrad_2fwd_2matrix_2columns__dot__product_8hpp_source.html">columns_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d6da62972dd8c1d717b7e99838c84bc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>, 1, C1&gt; &gt;::type stan::agrad::columns_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00259">259</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="aa4910329638fc8776c1568e9c41ae014"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,1,C&gt; stan::agrad::columns_dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2columns__dot__self_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2matrix_2columns__dot__self_8hpp_source.html">columns_dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b316428660dff0e79e67e804ad1cbce"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,1,C&gt; stan::agrad::columns_dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of each column of a matrix with itself. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>scalar type </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html#l00089">89</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1768b39c559d7c8e0f467ea1916b625f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::cos </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2cos_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2cos_8hpp_source.html">cos.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6f03b0ce8e8e381865f09baa3036d48d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::cos </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the cosine of a radian-scaled variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \cos x = - \sin x$" src="form_25.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable for radians of angle. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cosine of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01682">1682</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2401e1b775fc8f3ba201a30d66022d09"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::cosh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2cosh_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2cosh_8hpp_source.html">cosh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0c2536220a01717d9efc8aa9b993d46b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::cosh </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the hyperbolic cosine of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \cosh x = \sinh x$" src="form_35.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Hyperbolic cosine of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01822">1822</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5091c4a9b716a75406b9cbee072a27c1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,C,C&gt; stan::agrad::crossprod </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2crossprod_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2matrix_2crossprod_8hpp_source.html">crossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a704fdafdbf6fd44b9b3a382bc23a026e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">matrix_v</a> stan::agrad::crossprod </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_v &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of pre-multiplying a matrix by its own transpose. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Matrix to multiply. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transpose of M times M </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2crossprod_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2matrix_2crossprod_8hpp_source.html">crossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf138af35c36b51a588f35e10dfa6e06"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::derivative </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>dfx_dx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00015">15</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa27b1abc14538bd9946ad1d6d1e8e60a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2determinant_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2fwd_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d1cf84909394145bb264afb9fee64ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html#l00068">68</a> of file <a class="el" href="agrad_2rev_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a253104e7f6fed46947b23b3e9515b668"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::digamma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2digamma_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2digamma_8hpp_source.html">digamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aec8af996186baacdbb3e707fa02d80ea"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::digamma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2digamma_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2functions_2digamma_8hpp_source.html">digamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8834a2f7763f46dd14e765d6c3287d23"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::divide </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8bfe03ac15191df9f6777217e8d698b8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::divide </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00023">23</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3abe6f014b50c5873fa84734cad4131"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::divide </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the division of the first scalar by the second scalar. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>Specified vector. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">y</td><td>Specified scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector divided by the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2divide_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1897f84d86b89b5485b10f20e30a2613"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::divide </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00034">34</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
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+<p>Return the division of the specified column vector by the specified scalar. </p>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2divide_8hpp_source.html#l00042">42</a> of file <a class="el" href="agrad_2rev_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00046">46</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
+          <td>(</td>
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+          <td class="paramname"><em>v1</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00065">65</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_type &amp;&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
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+        <tr>
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+          <td></td><td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00080">80</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
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+          <td class="paramtype">size_type &amp;&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00095">95</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
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+          <td class="paramname"><em>v1</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00110">110</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+        <tr>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00146">146</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; fvar&lt; T &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_type &amp;&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00158">158</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae8dea21d83c52cfdd1a0d6114633f2d3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; fvar&lt; T &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_type &amp;&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html#l00170">170</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4011d7bf9c85f3408ed0139436bcc958"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::type stan::agrad::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v1</td><td>First column vector. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">v2</td><td>Second column vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if length of v1 is not equal to length of v2. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00213">213</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad390f00556d047ae51e5a6a8dd5842a5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::type stan::agrad::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const T1 *&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 *&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v1</td><td>First array. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">v2</td><td>Second array. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">length</td><td>Length of both arrays. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the arrays. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00232">232</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a349c89cb994774063fd7fb561d130ad5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::type stan::agrad::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sizes of v1 and v2 do not match. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00248">248</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c1836521010bd6f18b5a58061cc3198"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a88446fe7bdc500d280a66cd8b58bf475"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of a vector with itself. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>Vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vector with itself. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">R</td><td>number of rows or <code>Eigen::Dynamic</code> for dynamic; one of R or C must be 1 </td></tr>
+    <tr><td class="paramname">C</td><td>number of rows or <code>Eigen::Dyanmic</code> for dynamic; one of R or C must be 1 </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html#l00077">77</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4d0f7557b5cea3a8e3a4ca05b5967fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::erf </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2erf_8hpp_source.html#l00017">17</a> of file <a class="el" href="fwd_2functions_2erf_8hpp_source.html">erf.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa84c9d13118bbeb0d8838e79edb33406"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::erf </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The error function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">boost::math::erf()</a></p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{erf}(x) = \frac{2}{\sqrt{\pi}} \exp(-x^2)$" src="form_57.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Error function applied to the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2erf_8hpp_source.html#l00037">37</a> of file <a class="el" href="rev_2functions_2erf_8hpp_source.html">erf.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad43010d593e90d2e8fffe7d314fc78a1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::erfc </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2erfc_8hpp_source.html#l00017">17</a> of file <a class="el" href="fwd_2functions_2erfc_8hpp_source.html">erfc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5e56afd5e6984624acdf4e6b0aebc251"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::erfc </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The complementary error function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">boost::math::erfc()</a>.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{erfc}(x) = - \frac{2}{\sqrt{\pi}} \exp(-x^2)$" src="form_58.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Complementary error function applied to the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2erfc_8hpp_source.html#l00037">37</a> of file <a class="el" href="rev_2functions_2erfc_8hpp_source.html">erfc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3953dfa2629b70db4117da64e77a1ba6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2exp_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2exp_8hpp_source.html">exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8dbb5923cb5c5e94b80b21e1263e0e7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::exp </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the exponentiation of the specified variable (cmath). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to exponentiate. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Exponentiated variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01571">1571</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4bb4a54d8488b2d7ca364037c7495cf8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::exp2 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2exp2_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2exp2_8hpp_source.html">exp2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c7b9522635566471bd40c9b994bd8b8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::exp2 </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Exponentiation base 2 function for variables (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#a4bb4a54d8488b2d7ca364037c7495cf8">boost::math::exp2()</a>.</p>
+<p>The derivatie is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} 2^x = (\log 2) 2^x$" src="form_59.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Two to the power of the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2exp2_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2rev_2functions_2exp2_8hpp_source.html">exp2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0ebbcc9d6368c357c1daba678d71beec"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::expm1 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2expm1_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2expm1_8hpp_source.html">expm1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d2243d6b4d61aa41c095622e61e7a3e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::expm1 </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The exponentiation of the specified variable minus 1 (C99). </p>
+<p>For non-variable function, see <a class="el" href="namespacestan_1_1agrad.html#a0ebbcc9d6368c357c1daba678d71beec">boost::math::expm1()</a>.</p>
+<p>The derivative is given by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \exp(a) - 1 = \exp(a)$" src="form_60.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Two to the power of the specified variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2expm1_8hpp_source.html#l00036">36</a> of file <a class="el" href="rev_2functions_2expm1_8hpp_source.html">expm1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae8cb1fd9f1e72fef6e442c1e566006b9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fabs </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fabs_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2fabs_8hpp_source.html">fabs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16b719a6d38dc2ccc9eeae9ecbdc6cce"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fabs </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the absolute value of the variable (cmath). </p>
+<p>Choosing an arbitrary value at the non-differentiable point 0,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx}|x| = \mbox{sgn}(x)$" src="form_38.png"/>.</p>
+<p>where <img class="formulaInl" alt="$\mbox{sgn}(x)$" src="form_39.png"/> is the signum function, taking values -1 if <img class="formulaInl" alt="$x < 0$" src="form_40.png"/>, 0 if <img class="formulaInl" alt="$x == 0$" src="form_41.png"/>, and 1 if <img class="formulaInl" alt="$x == 1$" src="form_42.png"/>.</p>
+<p>The function <code><a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs()</a></code> provides the same behavior, with <code><a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs()</a></code> defined in stdlib.h and <code><a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs()</a></code> defined in <code>cmath</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Input variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Absolute value of variable.</dd></dl>
+<p>Choosing an arbitrary value at the non-differentiable point 0,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx}|x| = \mbox{sgn}(x)$" src="form_38.png"/>.</p>
+<p>where <img class="formulaInl" alt="$\mbox{sgn}(x)$" src="form_39.png"/> is the signum function, taking values -1 if <img class="formulaInl" alt="$x < 0$" src="form_40.png"/>, 0 if <img class="formulaInl" alt="$x == 0$" src="form_41.png"/>, and 1 if <img class="formulaInl" alt="$x == 1$" src="form_42.png"/>.</p>
+<p>The function <code><a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs()</a></code> provides the same behavior, with <code><a class="el" href="namespacestan_1_1agrad.html#a2d5337cd9cddc3807cb3b3740221ace1" title="Return the absolute value of the variable (std).">abs()</a></code> defined in stdlib.h and <code><a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs()</a></code> defined in <code>cmath</code>. The derivative is 0 if the input is 0.</p>
+<p>Returns std::numeric_limits&lt;double&gt;::quiet_NaN() for NaN inputs.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Input variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Absolute value of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01873">1873</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd34f7d31e0b8259abb0f61fac5e6fcd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a22978d7897d2c1b62f9faa70b69969bb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html#l00026">26</a> of file <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a371442e647e39bf957ec3c9c58454d03"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html#l00037">37</a> of file <a class="el" href="agrad_2fwd_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3fe9336533c29b3f48381f31e5b2f34d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html#l00048">48</a> of file <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac91a3d31a2220937ca9052d66c12292b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html#l00053">53</a> of file <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9dee7426dac152938bbdb79b70395106"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2rev_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3602c7867931bfd2085509c75596ce09"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0be65ebed198f4ea8dbc5b7b1cd7126f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html#l00028">28</a> of file <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1035a00ecb52c988bab0a77698c00f44"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html#l00040">40</a> of file <a class="el" href="agrad_2fwd_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8b11e04370013c6df527524463f9ca74"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the positive difference between the first variable's the value and the second's (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#a7d2db622c0f83134b7f3ebd1eec3c1d6" title="The positive difference function (C99).">stan::math::fdim()</a> for the double-based version.</p>
+<p>The partial derivative with respect to the first argument is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} \mbox{fdim}(x,y) = 0.0$" src="form_61.png"/> if <img class="formulaInl" alt="$x < y$" src="form_62.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} \mbox{fdim}(x,y) = 1.0$" src="form_63.png"/> if <img class="formulaInl" alt="$x \geq y$" src="form_64.png"/>.</p>
+<p>With respect to the second argument, the partial is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} \mbox{fdim}(x,y) = 0.0$" src="form_65.png"/> if <img class="formulaInl" alt="$x < y$" src="form_62.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} \mbox{fdim}(x,y) = -\lfloor\frac{x}{y}\rfloor$" src="form_66.png"/> if <img class="formulaInl" alt="$x \geq y$" src="form_64.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The positive difference between the first and second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html#l00068">68</a> of file <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3cbb5f05f4a177ad199188f3be030b3e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the positive difference between the first value and the value of the second variable (C99). </p>
+<p>See fdim(var,var) for definitions of values and derivatives.</p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{fdim}(c,y) = 0.0$" src="form_67.png"/> if <img class="formulaInl" alt="$c < y$" src="form_68.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{fdim}(c,y) = -\lfloor\frac{c}{y}\rfloor$" src="form_69.png"/> if <img class="formulaInl" alt="$c \geq y$" src="form_70.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The positive difference between the first and second arguments. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html#l00093">93</a> of file <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ace71dd32d041a962cb481242ecacab0b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fdim </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the positive difference between the first variable's value and the second value (C99). </p>
+<p>See fdim(var,var) for definitions of values and derivatives.</p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} \mbox{fdim}(x,c) = 0.0$" src="form_71.png"/> if <img class="formulaInl" alt="$x < c$" src="form_72.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} \mbox{fdim}(x,c) = 1.0$" src="form_73.png"/> if <img class="formulaInl" alt="$x \geq yc$" src="form_74.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The positive difference between the first and second arguments. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html#l00116">116</a> of file <a class="el" href="agrad_2rev_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a266dcbe1451957c1fc2c32b2ae2870f3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::floor </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2floor_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2floor_8hpp_source.html">floor.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa9046719ea83cad7cf7dace32ede78ce"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::floor </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floor of the specified variable (cmath). </p>
+<p>The derivative of the floor function is defined and zero everywhere but at integers, so we set these derivatives to zero for convenience,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} {\lfloor x \rfloor} = 0$" src="form_43.png"/>.</p>
+<p>The floor function rounds down. For double values, this is the largest integral value that is not greater than the specified value. Although this function is not differentiable because it is discontinuous at integral values, its gradient is returned as zero everywhere.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Input variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floor of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01900">1900</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f77bec24d717ec5f98b996f0be4cab4"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a86c32e534514f635bf641508b30804bb"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0b96f19fcab78ceea15a6c0a95f8d7d"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a663c1cc77abf57686013dbb666bf1ed0"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00045">45</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a48956c680d59182a8b63d9e52f2ee2d8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00055">55</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f1cefa8d0717c47703394f7724f86d8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00065">65</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1116b96b95098db023b128fa810a3828"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T1,T2,T3&gt;::type&gt; stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html#l00075">75</a> of file <a class="el" href="agrad_2fwd_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a236c6ba1684b8993ab0ca0d4319ebc15"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for three variables (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The partial derivatives are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * y) + z = y$" src="form_75.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x * y) + z = x$" src="form_76.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial z} (x * y) + z = 1$" src="form_77.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00098">98</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a60d474fe443809433d909f153e326f63"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for two variables and a value (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The partial derivatives are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * y) + c = y$" src="form_78.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x * y) + c = x$" src="form_79.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00122">122</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4a8f1b59063836f79f91e61aa37e7f24"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for a variable, value, and variable (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The partial derivatives are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * c) + z = c$" src="form_80.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial z} (x * c) + z = 1$" src="form_81.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00146">146</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afbff5da93a0ea4d23fc83faf70d866c0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for a variable and two values (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} (x * c) + d = c$" src="form_82.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00168">168</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a114089c3582069352ec3055927da54b3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for a value, variable, and value (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} (c * y) + d = c$" src="form_83.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00190">190</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2858845a5ac98800b708c7c42ccaac35"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for two values and a variable, and value (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial z} (c * d) + z = 1$" src="form_84.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00212">212</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aba5953fcb09dca0142b23409bd6c2766"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fma </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add function for a value and two variables (C99). </p>
+<p>This function returns the product of the first two arguments plus the third argument.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a5f77bec24d717ec5f98b996f0be4cab4">boost::math::fma()</a> for the double-based version.</p>
+<p>The partial derivaties are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (c * y) + z = c$" src="form_85.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial z} (c * y) + z = 1$" src="form_86.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First multiplicand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second multiplicand. </td></tr>
+    <tr><td class="paramname">c</td><td>Summand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the multiplicands plus the summand, ($a * $b) + $c. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html#l00236">236</a> of file <a class="el" href="agrad_2rev_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cf89150207e0d529ffd68744593a2bc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmax_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6bfbbbe6a55f984d587261a0d7213936"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum of the two variable arguments (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">boost::math::fmax()</a> for the double-based version.</p>
+<p>No new variable implementations are created, with this function defined as if by</p>
+<p><code>fmax(a,b) = a</code> if a's value is greater than b's, and .</p>
+<p><code>fmax(a,b) = b</code> if b's value is greater than or equal to a's.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first variable's value is larger than the second's, the first variable, otherwise the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmax_8hpp_source.html#l00026">26</a> of file <a class="el" href="rev_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cf4931ad43b37de539770207eb9e531"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmax_8hpp_source.html#l00029">29</a> of file <a class="el" href="fwd_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3f3435dc40e6c86fd4fd495357fbf6a9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmax_8hpp_source.html#l00043">43</a> of file <a class="el" href="fwd_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae46ecdd6d3cfa395ddfe12b425ae292a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum of the variable and scalar, promoting the scalar to a variable if it is larger (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">boost::math::fmax()</a> for the double-based version.</p>
+<p>For <code>fmax(a,b)</code>, if a's value is greater than b, then a is returned, otherwise a fesh variable implementation wrapping the value b is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first variable's value is larger than or equal to the second value, the first variable, otherwise the second value promoted to a fresh variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmax_8hpp_source.html#l00047">47</a> of file <a class="el" href="rev_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc9389efdd26ce3ba31890e70620026b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmax </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum of a scalar and variable, promoting the scalar to a variable if it is larger (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a2cf89150207e0d529ffd68744593a2bc">boost::math::fmax()</a> for the double-based version.</p>
+<p>For <code>fmax(a,b)</code>, if a is greater than b's value, then a fresh variable implementation wrapping a is returned, otherwise b is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first value is larger than the second variable's value, return the first value promoted to a variable, otherwise return the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmax_8hpp_source.html#l00068">68</a> of file <a class="el" href="rev_2functions_2fmax_8hpp_source.html">fmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aac4bc7dd96a78ed7ba7a03d268ead9eb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmin_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9ad06d7c50e65542e3a83c1d7bf8bcc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum of the two variable arguments (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">boost::math::fmin()</a> for the double-based version.</p>
+<p>For <code>fmin(a,b)</code>, if a's value is less than b's, then a is returned, otherwise b is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first variable's value is smaller than the second's, the first variable, otherwise the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmin_8hpp_source.html#l00022">22</a> of file <a class="el" href="rev_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a855b36ac5868d163a4501b77359560ab"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmin_8hpp_source.html#l00029">29</a> of file <a class="el" href="fwd_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a46d5b1c42b386e876cadf5948cdf8256"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum of the variable and scalar, promoting the scalar to a variable if it is larger (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">boost::math::fmin()</a> for the double-based version.</p>
+<p>For <code>fmin(a,b)</code>, if a's value is less than b, then a is returned, otherwise a fresh variable wrapping b is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first variable's value is less than or equal to the second value, the first variable, otherwise the second value promoted to a fresh variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmin_8hpp_source.html#l00041">41</a> of file <a class="el" href="rev_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3f0537c9981801bd4c0f04d6580b9385"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmin_8hpp_source.html#l00043">43</a> of file <a class="el" href="fwd_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3afd698a7b861deeca2539c60ce89743"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmin </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum of a scalar and variable, promoting the scalar to a variable if it is larger (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#aac4bc7dd96a78ed7ba7a03d268ead9eb">boost::math::fmin()</a> for the double-based version.</p>
+<p>For <code>fmin(a,b)</code>, if a is less than b's value, then a fresh variable implementation wrapping a is returned, otherwise b is returned.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>If the first value is smaller than the second variable's value, return the first value promoted to a variable, otherwise return the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmin_8hpp_source.html#l00062">62</a> of file <a class="el" href="rev_2functions_2fmin_8hpp_source.html">fmin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f6323825127dbf709facbed66f9e788"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmod_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2fmod_8hpp_source.html">fmod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad974df65ff640e773ea32c6061d732f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmod_8hpp_source.html#l00024">24</a> of file <a class="el" href="fwd_2functions_2fmod_8hpp_source.html">fmod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a419533f3ed45a0fd5c77673e0db37915"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2fmod_8hpp_source.html#l00032">32</a> of file <a class="el" href="fwd_2functions_2fmod_8hpp_source.html">fmod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a48a712f23dfb6e5fe484fdda678bdff9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point remainder after dividing the the first variable by the second scalar (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} \mbox{fmod}(x,c) = \frac{1}{c}$" src="form_48.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floating pointer remainder of dividing the first variable by the second scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmod_8hpp_source.html#l00081">81</a> of file <a class="el" href="rev_2functions_2fmod_8hpp_source.html">fmod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a478d71eb2e0aeb0df8fdba5c6933a2e6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point remainder after dividing the first scalar by the second variable (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{fmod}(c,y) = -\lfloor \frac{c}{y} \rfloor$" src="form_49.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floating pointer remainder of dividing first scalar by the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2fmod_8hpp_source.html#l00098">98</a> of file <a class="el" href="rev_2functions_2fmod_8hpp_source.html">fmod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad475182b7f8b4849bb596e2529838bb6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point remainder after dividing the first variable by the second (cmath). </p>
+<p>The partial derivatives with respect to the variables are defined everywhere but where <img class="formulaInl" alt="$x = y$" src="form_45.png"/>, but we set these to match other values, with</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} \mbox{fmod}(x,y) = 1$" src="form_46.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} \mbox{fmod}(x,y) = -\lfloor \frac{x}{y} \rfloor$" src="form_47.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floating pointer remainder of dividing the first variable by the second. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01943">1943</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af96a5057c49216f1bda2be3a906b93f3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point remainder after dividing the the first variable by the second scalar (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} \mbox{fmod}(x,c) = \frac{1}{c}$" src="form_48.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floating pointer remainder of dividing the first variable by the second scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01960">1960</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf82aceb2eca59a1fa422ea6dcfad435"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::fmod </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the floating point remainder after dividing the first scalar by the second variable (cmath). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{fmod}(c,y) = -\lfloor \frac{c}{y} \rfloor$" src="form_49.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Floating pointer remainder of dividing first scalar by the second variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01977">1977</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a97c8b13e0b24beeb9a67b880ac34b48c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::free_memory </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return all memory used for gradients back to the system. </p>
+
+<p>Definition at line <a class="el" href="var__stack_8hpp_source.html#l00049">49</a> of file <a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af866ffae5b244d1e6e93bd7ed85452c9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8448454064a4337b6358d60e2d6820ff"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html#l00052">52</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0b6a1689e89d7de041e7bc4e57bcd1c7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html#l00087">87</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a998c50e583b44604ded2c213ed565b72"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html#l00091">91</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a27226e41e865a880d1d5628d7b7aeba5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html#l00096">96</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1be9111ad018e40e8388d628e527255d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html#l00101">101</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a11135a2ea60dac802a560b6d650df60f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a032ac91edd3d7ca00478b937353fd63f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html#l00051">51</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abbfd6400f96010759da0a7f20a0e6991"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html#l00061">61</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9f89bf49133aa1ef45e6b3257b84c63"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html#l00066">66</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5df71efbadd34735e269ce904160ceb9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html#l00071">71</a> of file <a class="el" href="agrad_2rev_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad8bb1c38eb8ba69d50c8ccb3452719e3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html#l00086">86</a> of file <a class="el" href="agrad_2fwd_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1fb22c831a12e8fea76ef7ee0bd32cb3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::grad </td>
+          <td>(</td>
+          <td class="paramtype">chainable *&#160;</td>
+          <td class="paramname"><em>vi</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="aab9a3ff45fadad49e4797f3687ab7e8a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::grad </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; var, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>g</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="grad_8hpp_source.html#l00013">13</a> of file <a class="el" href="grad_8hpp_source.html">grad.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1fb22c831a12e8fea76ef7ee0bd32cb3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::grad </td>
+          <td>(</td>
+          <td class="paramtype">chainable *&#160;</td>
+          <td class="paramname"><em>vi</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute the gradient for all variables starting from the specified root variable implementation. </p>
+<p>Does not recover memory. This chainable variable's adjoint is initialized using the method <code>init_dependent()</code> and then the chain rule is applied working down the stack from this chainable and calling each chainable's <code>chain()</code> method in turn.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">vi</td><td>Variable implementation for root of partial derivative propagation. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00106">106</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acba3577a92618529775046335dc015ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::grad_tr_mat_times_hessian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad_tr_MH</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00272">272</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3a0d7a65cb491249a40ce309b4c74433"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::gradient </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad_fx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculate the value and the gradient of the specified function at the specified argument. </p>
+<p>The functor must implement</p>
+<p><code> <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> operator()(const Eigen::Matrix&lt;stan::agrad::var,Eigen::Dynamic,1&gt;&amp;) </code></p>
+<p>using only operations that are defined for <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code>. This latter constraint usually requires the functions to be defined in terms of the libraries defined in Stan or in terms of functions with appropriately general namespace imports that eventually depend on functions defined in Stan.</p>
+<p>Time and memory usage is on the order of the size of the fully unfolded expression for the function applied to the argument, independently of dimension.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">F</td><td>Type of function </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">f</td><td>Function </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>Argument to function </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">fx</td><td>Function applied to argument </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">grad_fx</td><td>Gradient of function at argument </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00071">71</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a90556a6034444a74ac3859ab41d79334"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::gradient </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad_fx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00090">90</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a193936962d2fceadcf578dd09b127776"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::gradient_dot_vector </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T1 &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T1 &amp;&#160;</td>
+          <td class="paramname"><em>grad_fx_dot_v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00210">210</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7bb9b2db82474a079e4fe1cfe980f41b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::hessian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Hv</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="hessian_8hpp_source.html#l00020">20</a> of file <a class="el" href="hessian_8hpp_source.html">hessian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a757135302068c250c2379b0c13a28e2e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::hessian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>H</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00159">159</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae0c1250f021e0a792f89308da1798c52"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::hessian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>H</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00181">181</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a65e3ff9debccf35476fd084b965c3eb1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::hessian_times_vector </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Hv</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00232">232</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a410d4227fbb881a70b80ae5d110dafe9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::hessian_times_vector </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Hv</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00255">255</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abefe7efd440d029f4ae53c723c1835cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2hypot_8hpp_source.html#l00016">16</a> of file <a class="el" href="fwd_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afaa49a34b4a0d6977cacc4eed74aa276"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2hypot_8hpp_source.html#l00027">27</a> of file <a class="el" href="fwd_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8ec2045c8ca3af2bc0f411819e287108"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2hypot_8hpp_source.html#l00037">37</a> of file <a class="el" href="fwd_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca9ecbd3c8db717865343fe7dc363490"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">boost::math::hypot()</a> for double-based function.</p>
+<p>The partial derivatives are given by</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} \sqrt{x^2 + y^2} = \frac{x}{\sqrt{x^2 + y^2}}$" src="form_87.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} \sqrt{x^2 + y^2} = \frac{y}{\sqrt{x^2 + y^2}}$" src="form_88.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Length of first side. </td></tr>
+    <tr><td class="paramname">b</td><td>Length of second side. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Length of hypoteneuse. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2hypot_8hpp_source.html#l00054">54</a> of file <a class="el" href="rev_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4671da443c63a084e9511fc3dad810c6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">boost::math::hypot()</a> for double-based function.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d x} \sqrt{x^2 + c^2} = \frac{x}{\sqrt{x^2 + c^2}}$" src="form_89.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Length of first side. </td></tr>
+    <tr><td class="paramname">b</td><td>Length of second side. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Length of hypoteneuse. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2hypot_8hpp_source.html#l00073">73</a> of file <a class="el" href="rev_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b4379c4eaaa6367836430274d82a06b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::hypot </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">boost::math::hypot()</a> for double-based function.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \sqrt{c^2 + y^2} = \frac{y}{\sqrt{c^2 + y^2}}$" src="form_90.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Length of first side. </td></tr>
+    <tr><td class="paramname">b</td><td>Length of second side. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Length of hypoteneuse. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2hypot_8hpp_source.html#l00092">92</a> of file <a class="el" href="rev_2functions_2hypot_8hpp_source.html">hypot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a54d4bc3e46a75315a2c098c3d4e0b3f4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::ibeta </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The normalized incomplete beta function of a, b, and x. </p>
+<p>Used to compute the cumulative density function for the beta distribution.</p>
+<p>Partial derivatives are those specified by wolfram alpha. The values were checked using both finite differences and by independent code for calculating the derivatives found in JSS (paper by Boik and Robison-Cox).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">b</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">x</td><td>Random variate.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The normalized incomplete beta function. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2ibeta_8hpp_source.html#l00222">222</a> of file <a class="el" href="agrad_2rev_2functions_2ibeta_8hpp_source.html">ibeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2a018c9770257f38d93125db6c7eda5f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::if_else </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>y_true</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>y_false</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>If the specified condition is true, return the first variable, otherwise return the second variable. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Boolean condition. </td></tr>
+    <tr><td class="paramname">y_true</td><td>Variable to return if condition is true. </td></tr>
+    <tr><td class="paramname">y_false</td><td>Variable to return if condition is false. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html">if_else.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2b19777661eada4e32b7d84b64c9f4db"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::if_else </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y_true</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>y_false</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>If the specified condition is true, return a new variable constructed from the first scalar, otherwise return the second variable. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Boolean condition. </td></tr>
+    <tr><td class="paramname">y_true</td><td>Value to promote to variable and return if condition is true. </td></tr>
+    <tr><td class="paramname">y_false</td><td>Variable to return if condition is false. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html#l00029">29</a> of file <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html">if_else.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a86ce2dc25f73176ea45b300a9cfd63eb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::if_else </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>y_true</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>y_false</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>If the specified condition is true, return the first variable, otherwise return a new variable constructed from the second scalar. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Boolean condition. </td></tr>
+    <tr><td class="paramname">y_true</td><td>Variable to return if condition is true. </td></tr>
+    <tr><td class="paramname">y_false</td><td>Value to promote to variable and return if condition is false. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html#l00044">44</a> of file <a class="el" href="agrad_2rev_2functions_2if__else_8hpp_source.html">if_else.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae4df62fded6cf60ac4928f942190f39d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::initialize_variable </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>variable</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>value</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Initialize variable to value. </p>
+<p>(Function may look pointless, but its needed to bottom out recursion.) </p>
+
+<p>Definition at line <a class="el" href="initialize__variable_8hpp_source.html#l00015">15</a> of file <a class="el" href="initialize__variable_8hpp_source.html">initialize_variable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6de2168e9cf12f2dad32a9a823b385a6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::initialize_variable </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>matrix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>value</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Initialize every cell in the matrix to the specified value. </p>
+
+<p>Definition at line <a class="el" href="initialize__variable_8hpp_source.html#l00024">24</a> of file <a class="el" href="initialize__variable_8hpp_source.html">initialize_variable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a15a79398931d22105e55c92dc3b8c6be"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::initialize_variable </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>variables</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>value</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Initialize the variables in the standard vector recursively. </p>
+
+<p>Definition at line <a class="el" href="initialize__variable_8hpp_source.html#l00033">33</a> of file <a class="el" href="initialize__variable_8hpp_source.html">initialize_variable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08b011331905f0a026fa4270582fe5d5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::inv </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2inv_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2inv_8hpp_source.html">inv.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab3034b6e4ac96bb83a5b6f40c310d64d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::inv </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2inv_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2functions_2inv_8hpp_source.html">inv.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a14ec5b6590b42a6405fa06a34105ce84"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::inv_cloglog </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2inv__cloglog_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2inv__cloglog_8hpp_source.html">inv_cloglog.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afa07068a7659049c1404ff6e380176ef"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::inv_cloglog </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the inverse complementary log-log function applied specified variable (stan). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#a008bf0b6c2ab38d088b0aba5d7b10c8d" title="The inverse complementary log-log function.">stan::math::inv_cloglog()</a> for the double-based version.</p>
+<p>The derivative is given by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{cloglog}^{-1}(x) = \exp (x - \exp (x))$" src="form_91.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The inverse complementary log-log of the specified argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2inv__cloglog_8hpp_source.html#l00037">37</a> of file <a class="el" href="agrad_2rev_2functions_2inv__cloglog_8hpp_source.html">inv_cloglog.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab812d33218848139b280e30cd8863ac2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2inv__logit_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2inv__logit_8hpp_source.html">inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a015c1e0733bd9a3d7c26175d7072a759"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The inverse logit function for variables (stan). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit()</a> for the double-based version.</p>
+<p>The derivative of inverse logit is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{logit}^{-1}(x) = \mbox{logit}^{-1}(x) (1 - \mbox{logit}^{-1}(x))$" src="form_92.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse logit of argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2inv__logit_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2rev_2functions_2inv__logit_8hpp_source.html">inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a17ce517fb5ec226947603b3dfbbc235b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::inv_sqrt </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2inv__sqrt_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2inv__sqrt_8hpp_source.html">inv_sqrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aac8f303b29b23f9952c2ad5ada543319"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::inv_sqrt </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2inv__sqrt_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2functions_2inv__sqrt_8hpp_source.html">inv_sqrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad0cd65a6699f1fa471523ecef19102b4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::inv_square </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2inv__square_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2inv__square_8hpp_source.html">inv_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab283916863ab97eab6aed628480f8a8b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::inv_square </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2inv__square_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2functions_2inv__square_8hpp_source.html">inv_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad04d66a7b2f44ae630c904534a43687a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::inverse </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2fwd_2matrix_2inverse_8hpp_source.html">inverse.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72761c1c17a04122ee2dbb0c56cbb9c0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::is_uninitialized </td>
+          <td>(</td>
+          <td class="paramtype">var&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns <code>true</code> if the specified variable is uninitialized. </p>
+<p>This overload of the <code><a class="el" href="namespacestan_1_1math.html#a40c14c26dc55a985e05695b3ff1eeef2" title="Returns true if the specified variable is uninitialized.">stan::math::is_uninitialized()</a></code> function delegates the return to the <code><a class="el" href="namespacestan_1_1agrad.html#a72761c1c17a04122ee2dbb0c56cbb9c0" title="Returns true if the specified variable is uninitialized.">is_uninitialized()</a></code> method on the specified variable.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Object to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the specified object is uninitialized. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2is__uninitialized_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2functions_2is__uninitialized_8hpp_source.html">is_uninitialized.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4121d2877f4a3569f878b8e9207af3c1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::jacobian </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; var &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dependents</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; var &gt; &amp;&#160;</td>
+          <td class="paramname"><em>independents</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; double &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>jacobian</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the Jacobian of the function producing the specified dependent variables with respect to the specified independent variables. </p>
+<p>A typical use case would be to take the Jacobian of a function from independent variables to dependentant variables. For instance,</p>
+<pre>
+std::vector&lt;var&gt; f(std::vector&lt;var&gt;&amp; x) { ... }
+std::vector&lt;var&gt; x = ...;
+std::vector&lt;var&gt; y = f(x);
+std::vector&lt;std::vector&lt;double&gt; &gt; J;
+jacobian(y,x,J);
+</pre><p>After executing this code, <code>J</code> will contain the Jacobian, stored as a standard vector of gradients. Specifically, <code>J[m]</code> will be the gradient of <code>y[m]</code> with respect to <code>x</code>, and thus <code>J[m][n]</code> will be <code><em>d</em>y[m]/<em>d</em>x[n]</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">dependents</td><td>Dependent (output) variables. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">independents</td><td>Indepent (input) variables. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">jacobian</td><td>Jacobian of the transform. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="jacobian_8hpp_source.html#l00036">36</a> of file <a class="el" href="jacobian_8hpp_source.html">jacobian.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a660e1cd77e3dcb11faf98da2521ee0f8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::jacobian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>J</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00108">108</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7d496770e4f01fa73a4adf17e2ea1313"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::jacobian </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>J</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00132">132</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7f20a5b3ac5abeef9b69b629c64f075"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::lbeta </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html">lbeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae4c9ce80559602ab8d0ec6f5ae3e7d3b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::lbeta </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html#l00028">28</a> of file <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html">lbeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f095ba758cbca01594b6b7be1513ce4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::lbeta </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html#l00038">38</a> of file <a class="el" href="agrad_2fwd_2functions_2lbeta_8hpp_source.html">lbeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb8b7366b1ecbe633d2c96f1c8dc62b8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::lgamma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2lgamma_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2lgamma_8hpp_source.html">lgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9d1f65093166797ec93ec580abc77d15"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::lgamma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The log gamma function for variables (C99). </p>
+<p>The derivatie is the digamma function,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \Gamma(x) = \psi^{(0)}(x)$" src="form_93.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Log gamma of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2lgamma_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2rev_2functions_2lgamma_8hpp_source.html">lgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abcf5c1dacc44b491a46040004177e1ad"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;typename <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt;T,int&gt;::type&gt; stan::agrad::lmgamma </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2lmgamma_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2lmgamma_8hpp_source.html">lmgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af080723d19e8d4fa6dbe74cab69ee3f2"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::lmgamma </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2lmgamma_8hpp_source.html#l00029">29</a> of file <a class="el" href="agrad_2rev_2functions_2lmgamma_8hpp_source.html">lmgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a43089bcc90b7c1aaff44406aaa426e85"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2log_8hpp_source.html">log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac98c1c298301701efe36438130bac705"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the natural log of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \log x = \frac{1}{x}$" src="form_18.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable whose log is taken. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Natural log of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01585">1585</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa63c2c14dbdb19b7edf2834b287a4676"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log10 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2log10_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2log10_8hpp_source.html">log10.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6eb95bc79aff1cd13c794525c5a907e8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log10 </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base 10 log of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \log_{10} x = \frac{1}{x \log 10}$" src="form_19.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable whose log is taken. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base 10 log of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01599">1599</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af4be9cece7a9094512941604d195fafc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log1m </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log1m_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2log1m_8hpp_source.html">log1m.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a428e6958e002b027bdbfe4a844a267a4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log1m </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The log (1 - x) function for variables. </p>
+<p>The derivative is given by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \log (1 - x) = -\frac{1}{1 - x}$" src="form_94.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The variable representing log of 1 minus the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log1m_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2rev_2functions_2log1m_8hpp_source.html">log1m.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a501a03587bc86f5ec3745e9fbee6636a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log1m_exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log1m__exp_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2functions_2log1m__exp_8hpp_source.html">log1m_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8a7bcd350916b80b3bd0e6633344861"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log1m_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the log of 1 minus the exponential of the specified variable. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log1m__exp_8hpp_source.html#l00031">31</a> of file <a class="el" href="agrad_2rev_2functions_2log1m__exp_8hpp_source.html">log1m_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ef1d069b2a0b0e79e6a96096ced05a5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log1m_inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log1m__inv__logit_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2log1m__inv__logit_8hpp_source.html">log1m_inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3e8efd5110369daca4516294e61113cc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log1p </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log1p_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2log1p_8hpp_source.html">log1p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a668283bab0c6bc04b5b106d236a2377a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log1p </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The log (1 + x) function for variables (C99). </p>
+<p>The derivative is given by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \log (1 + x) = \frac{1}{1 + x}$" src="form_95.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>The variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of 1 plus the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log1p_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2rev_2functions_2log1p_8hpp_source.html">log1p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1ff177e7dc2559a9f0e11b60aa024aac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log1p_exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log1p__exp_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2log1p__exp_8hpp_source.html">log1p_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a10454c0b2b4185635d09ceb22bb1e8b0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log1p_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the log of 1 plus the exponential of the specified variable. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log1p__exp_8hpp_source.html#l00029">29</a> of file <a class="el" href="agrad_2rev_2functions_2log1p__exp_8hpp_source.html">log1p_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc1fbe8f169e3dbaf05dce2399b87177"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log2 </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log2_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2functions_2log2_8hpp_source.html">log2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca9b147f7efd83ab91e1169324e42172"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log2 </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the base 2 logarithm of the specified variable (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#aa25e1572bf46e3a6b9ee270f0c7e2c4d" title="Returns the base 2 logarithm of the argument (C99).">stan::math::log2()</a> for the double-based version.</p>
+<p>The derivative is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \log_2 x = \frac{1}{x \log 2}$" src="form_96.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Specified variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base 2 logarithm of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log2_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2rev_2functions_2log2_8hpp_source.html">log2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8a1d37f736333bd2c5e22f0ccb645e5c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2log__determinant_8hpp_source.html#l00019">19</a> of file <a class="el" href="agrad_2fwd_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a987a42c964cf999f61943d6811843964"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html#l00070">70</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a836b4fbc18e46a0b211c77362ee5ea7f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_determinant_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">stan::math::LDLT_factor&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00305">305</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb47e4ac872b94a58defa619ba0b96e3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_determinant_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html#l00117">117</a> of file <a class="el" href="agrad_2rev_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8b63a8fd1ac87815107c75c405e810dd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5d5141fbaefe30307b79611c1391ca5c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T2&gt; stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a24844c12cad61f5e2ee54fe198347a98"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T1&gt; stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2fwd_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a119e409264dfab429ffaa814ba6133c0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html#l00055">55</a> of file <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2475060db47484c7a076f404fbb2394d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html#l00062">62</a> of file <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
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+<a class="anchor" id="a9a895635ca7f66a6bf4372fe314f2d21"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html#l00069">69</a> of file <a class="el" href="agrad_2rev_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
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+<a class="anchor" id="a0ffd034a1939c647aead3fdafae32afa"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab039c4e5fecc51d8772b632c3a9acb53"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2fwd_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5f969e2991f83a5e66a3f8822486215"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html#l00048">48</a> of file <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08dde4140ae5a400855918f6cd91e17e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html#l00053">53</a> of file <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adebdfe1af8c92bcd3a142794c954316b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2rev_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a25aaaf2eca128514fc4cf52b59872658"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2log__inv__logit_8hpp_source.html">log_inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3782da231c6c02f7ce65cf7b8a0d0b28"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af00e8b62f7721b68f450588b1842d005"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html#l00027">27</a> of file <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a58c0933b722f43bed32a6dd069716698"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html#l00039">39</a> of file <a class="el" href="agrad_2fwd_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa260d82a2cae776fafd0b65f40da2a91"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html#l00049">49</a> of file <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aee3ad0a137a3ac1164ef4afbbfc3aa17"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html#l00054">54</a> of file <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9ecc1f14a7e33f59a6349b37aeb6846"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html#l00059">59</a> of file <a class="el" href="agrad_2rev_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1669a67b8247ae502926890376c2b68b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,Eigen::Dynamic,1&gt; stan::agrad::log_softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2log__softmax_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adcaa1e54a0acf38f7a8f10a1bc33e8df"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,Eigen::Dynamic,1&gt; stan::agrad::log_softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Return the softmax of the specified <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector. </p>
+<p>Softmax is guaranteed to return a simplex.</p>
+<p>The gradient calculations are unfolded.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">alpha</td><td>Unconstrained input vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Softmax of the input. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the input vector is size 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html#l00059">59</a> of file <a class="el" href="agrad_2rev_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6cd9f7f4203d0dd299489be37445b5e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
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+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2log__sum__exp_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2matrix_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a65accd2105cd3b00e370ba7ba2de38e4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
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+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html#l00026">26</a> of file <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_sum_exp </td>
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+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
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+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+<a class="anchor" id="a3d1039fe876efe94f6a8d40f9d1c96cd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::log_sum_exp </td>
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+          <td class="paramtype">const std::vector&lt; fvar&lt; T &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html#l00045">45</a> of file <a class="el" href="agrad_2fwd_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a902892cf9092c81ee4d26c54ba672c38"></a>
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+<div class="memproto">
+<div class="memtemplate">
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+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<p>Returns the log sum of exponentials. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2log__sum__exp_8hpp_source.html#l00059">59</a> of file <a class="el" href="agrad_2rev_2matrix_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac64b74224b38e3bcff5e33c2ffdb673e"></a>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
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+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html#l00081">81</a> of file <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="af6960e01ec13ad3bffda2295e5f10c33"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html#l00088">88</a> of file <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+<a class="anchor" id="a845f5338275b390a8eeedb3e66f097f8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html#l00095">95</a> of file <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a5706fda535b2473b48024f50ce69be18"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Returns the log sum of exponentials. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html#l00102">102</a> of file <a class="el" href="agrad_2rev_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
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+<a class="anchor" id="ab43cf2fb570203a8492c272da3d2922f"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::logit </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2logit_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2functions_2logit_8hpp_source.html">logit.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html#l00068">68</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
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+          <td class="paramkey"></td>
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+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
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+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html#l00093">93</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
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+        <tr>
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html#l00264">264</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html#l00287">287</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a35f1d7800586ac5f5c1930627c2ed408"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left </td>
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+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html#l00310">310</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a73fe08a0aed98a06f69afd7efdcf7e91"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
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+  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00311">311</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
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+<a class="anchor" id="aca6cefcad36a0a43763634d7e399192e"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00329">329</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
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+<a class="anchor" id="a2cd1fc34cc6a308373729f667a21a243"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00347">347</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
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+<a class="anchor" id="a20ea5c1fbce1ed4ad4d54fc8f2c558c2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00244">244</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00267">267</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+</div>
+<a class="anchor" id="aec4a59ebe9eae939784d0a7e202bd7de"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html#l00290">290</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
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+<a class="anchor" id="a4cc1b5631c20f7a48b973d5ca0418c34"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html#l00296">296</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
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+<a class="anchor" id="a97be1bb5da2a12a36c9d32235d59bd5f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html#l00318">318</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
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+</div>
+<a class="anchor" id="aac856c62d730cb5880add59627d59d5a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int TriView, int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; stan::agrad::mdivide_left_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html#l00340">340</a> of file <a class="el" href="agrad_2rev_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
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+<a class="anchor" id="a4976e3da1ade5b442fdf9a98ce657e1b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::mdivide_left_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html">mdivide_left_tri_low.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::mdivide_left_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html#l00065">65</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html">mdivide_left_tri_low.hpp</a>.</p>
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::mdivide_left_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html#l00104">104</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__left__tri__low_8hpp_source.html">mdivide_left_tri_low.hpp</a>.</p>
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+</div>
+</div>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_right </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html#l00020">20</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html">mdivide_right.hpp</a>.</p>
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+</div>
+<a class="anchor" id="ab1bf56872a19067bf76e9e0ae0319ff3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_right </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html#l00063">63</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html">mdivide_right.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_right </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html#l00089">89</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right_8hpp_source.html">mdivide_right.hpp</a>.</p>
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+</div>
+<a class="anchor" id="ad91af5d6f2192ec14360aa9f9e70bfc0"></a>
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+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::mdivide_right_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html">mdivide_right_tri_low.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a2dc33743ae5cee446bca0e9f0c18c1fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_right_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html#l00065">65</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html">mdivide_right_tri_low.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6f2d6e5dd89d2094f04d9a81cb8a6191"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::mdivide_right_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html#l00099">99</a> of file <a class="el" href="agrad_2fwd_2matrix_2mdivide__right__tri__low_8hpp_source.html">mdivide_right_tri_low.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af1e6f0609bef81a1832bd4c624350e6e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::modified_bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2modified__bessel__first__kind_8hpp_source.html">modified_bessel_first_kind.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a4667276304c443e9bde5fb7218c56778"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::modified_bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2modified__bessel__first__kind_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2functions_2modified__bessel__first__kind_8hpp_source.html">modified_bessel_first_kind.hpp</a>.</p>
+
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+<a class="anchor" id="a2af4019aee25cb289b88d3dc946eea77"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::modified_bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2modified__bessel__second__kind_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2modified__bessel__second__kind_8hpp_source.html">modified_bessel_second_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4a949984f1a537a77db66f4d4f15cfeb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::modified_bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2functions_2modified__bessel__second__kind_8hpp_source.html">modified_bessel_second_kind.hpp</a>.</p>
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+<a class="anchor" id="af5dfb2569a8f7f2f95830d0f0bb5bd40"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+<a class="anchor" id="a57ea43d861a571f86937062eda4fa5af"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; (boost::is_scalar&lt;T1&gt;::value || boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value) &amp;&amp; (boost::is_scalar&lt;T2&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value), typename boost::math::tools::promote_args&lt;T1,T2&gt;::type&gt;::type stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the product of two scalars. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>First scalar. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">c</td><td>Specified scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of scalars. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html#l00032">32</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+<div class="memtemplate">
+template&lt;typename T , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, R2, C2&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00033">33</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R2,C2&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
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+<p>Return the product of scalar and matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">c</td><td>Specified scalar. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">m</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of scalar and matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html#l00043">43</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
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+        </tr>
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+          <td></td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00046">46</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
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+        <tr>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the product of scalar and matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">c</td><td>Specified scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of scalar and matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html#l00057">57</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00059">59</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+template&lt;typename T , int R1, int C1&gt; </div>
+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00066">66</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1&gt; </div>
+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C1&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00073">73</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R1,C2&gt; &gt;::type stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Return the product of the specified matrices. </p>
+<p>The number of columns in the first matrix must be the same as the number of rows in the second matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">m1</td><td>First matrix. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">m2</td><td>Second matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The product of the first and second matrices. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the number of columns of m1 does not match the number of rows of m2. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html#l00077">77</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+      <table class="memname">
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+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00080">80</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+<a class="anchor" id="a467103932d1ea2c9717b85872a3ea60b"></a>
+<div class="memitem">
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+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
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+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00097">97</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R1,C2&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
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+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00115">115</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+template&lt;typename T1 , int C1, typename T2 , int R2&gt; </div>
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+      <table class="memname">
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+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt;::type stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, 1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Return the scalar product of the specified row vector and specified column vector. </p>
+<p>The return is the same as the dot product. The two vectors must be the same size. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">rv</td><td>Row vector. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>Column vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Scalar result of multiplying row vector by column vector. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if rv and v are not the same size </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html#l00123">123</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00133">133</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5a6f66eeddc4fcfeced24f4a710fdb97"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int C1, int R2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, 1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00143">143</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af00532cd123eac94a193d0c76e9d58ee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int C1, int R2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, 1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html#l00153">153</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d696a83dc04e19d84ea2fb6a0cfa61a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad21e093d0619e2099f38902925cc292d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a60b90b0dce0a75a73c63673f189ff9aa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2fwd_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e93c32718fc1d0762b3543a246f00ec"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of a*log(b). </p>
+<p>When both a and b are 0, the value returned is 0. The partial deriviative with respect to a is log(b). The partial deriviative with respect to b is a/b. When a and b are both 0, this is set to Inf.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of a*log(b) </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html#l00066">66</a> of file <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a041ccf4847a3f896904c7baeaefddb34"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of a*log(b). </p>
+<p>When both a and b are 0, the value returned is 0. The partial deriviative with respect to a is log(b).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of a*log(b) </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html#l00079">79</a> of file <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca18b1e8909315b63cc1a98f4505a0dd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of a*log(b). </p>
+<p>When both a and b are 0, the value returned is 0. The partial deriviative with respect to b is a/b. When a and b are both 0, this is set to Inf.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of a*log(b) </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html#l00093">93</a> of file <a class="el" href="agrad_2rev_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6635a0f0dfb1767a1930f1ff1984098a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,R&gt; stan::agrad::multiply_lower_tri_self_transpose </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">multiply_lower_tri_self_transpose.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e6a55fe5d7057ad569ec10edfe8187a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">matrix_v</a> stan::agrad::multiply_lower_tri_self_transpose </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_v &amp;&#160;</td>
+          <td class="paramname"><em>L</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html#l00021">21</a> of file <a class="el" href="agrad_2rev_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">multiply_lower_tri_self_transpose.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae9d3324d88a532f80e9451dd9f9c5a83"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator! </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Prefix logical negation for the value of variables (C++). </p>
+<p>The expression (!a) is equivalent to negating the scalar value of the variable a.</p>
+<p>Note that this is the only logical operator defined for variables. Overridden logical conjunction (&amp;&amp;) and disjunction (||) operators do not apply the same "short circuit" rules as the built-in logical operators.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to negate. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if variable is non-zero. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01265">1265</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abc2a6a3826a8c40963c2c43de787c6d9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html">operator_not_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d2b7b3282b4dc8853c2a5821668c058"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
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+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html">operator_not_equal.hpp</a>.</p>
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+</div>
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
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+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__not__equal_8hpp_source.html">operator_not_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7bb28051fbfb4acffa58bc94a78fcf20"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Inequality operator comparing a variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is not the same as the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html#l00030">30</a> of file <a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">operator_not_equal.hpp</a>.</p>
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+</div>
+<a class="anchor" id="a3068e402162a891ca257dc2bd55fe47e"></a>
+<div class="memitem">
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+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Inequality operator comparing a double and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first value is not the same as the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html#l00043">43</a> of file <a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">operator_not_equal.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="a63631a963a524e14c26616a546e75ad7"></a>
+<div class="memitem">
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+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Inequality operator comparing two variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is not the same as the second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01072">1072</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a772cb5941614d15e4796e4e28c7b3626"></a>
+<div class="memitem">
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+<table class="mlabels">
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+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Inequality operator comparing a variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is not the same as the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01085">1085</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0896d4e6a953397b0421f25b1583bb66"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="namespacestan_1_1agrad.html#ae9d3324d88a532f80e9451dd9f9c5a83">stan::agrad::operator!</a>= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Inequality operator comparing a double and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first value is not the same as the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01098">1098</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a58030b052901596ec4978f651504619c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">operator_multiplication.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4e2bbe49f478f96a9fb2716c76523bea"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html#l00022">22</a> of file <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">operator_multiplication.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a31ef0939decd80327614cbf795f23b05"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html#l00029">29</a> of file <a class="el" href="fwd_2operators_2operator__multiplication_8hpp_source.html">operator_multiplication.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a19282727c9f5d3b03a33fc3e1400ffe9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Multiplication operator for a variable and a scalar (C++). </p>
+<p>The partial derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * c) = c$" src="form_12.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of multiplying operands. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html#l00062">62</a> of file <a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">operator_multiplication.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8683cc0c4ae269dde86a7a75adff3962"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Multiplication operator for a scalar and a variable (C++). </p>
+<p>The partial derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (c * y) = c$" src="form_13.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of multiplying the operands. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html#l00079">79</a> of file <a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">operator_multiplication.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="ab98d09a4888ed80cc22ef9fbdd63c725"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Multiplication operator for two variables (C++). </p>
+<p>The partial derivatives are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * y) = y$" src="form_10.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x * y) = x$" src="form_11.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of multiplying operands. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01411">1411</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
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+</div>
+</div>
+<a class="anchor" id="acd3d5f35e32b3b80f294ae2581744963"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Multiplication operator for a variable and a scalar (C++). </p>
+<p>The partial derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x * c) = c$" src="form_12.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of multiplying operands. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01426">1426</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf70e0701de307a0228d8b26e2b03043"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator* </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Multiplication operator for a scalar and a variable (C++). </p>
+<p>The partial derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (c * y) = c$" src="form_13.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of multiplying the operands. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01441">1441</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8bfe21c1bd8ab796527f2b74cf389469"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html">operator_addition.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a952d610e660fc372f93fac76ede56096"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html">operator_addition.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8208f5ba8bb28ad10e61f7b374c84dd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__addition_8hpp_source.html">operator_addition.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf0933c87c5d700de971755f40979d2a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Addition operator for variable and scalar (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} (x + c) = 1$" src="form_4.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of adding variable and scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__addition_8hpp_source.html#l00062">62</a> of file <a class="el" href="rev_2operators_2operator__addition_8hpp_source.html">operator_addition.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a71d87c889481dd165b69e5ae18afd358"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Addition operator for scalar and variable (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dy} (c + y) = 1$" src="form_5.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of adding variable and scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__addition_8hpp_source.html#l00079">79</a> of file <a class="el" href="rev_2operators_2operator__addition_8hpp_source.html">operator_addition.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c56114bde6eda1fc7d8a2a86c7df5e0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Unary plus operator for variables (C++). </p>
+<p>The function simply returns its input, because</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} +x = \frac{d}{dx} x = 1$" src="form_0.png"/>.</p>
+<p>The effect of unary plus on a built-in C++ scalar type is integer promotion. Because variables are all double-precision floating point already, promotion is not necessary.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The input reference. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01286">1286</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9b0bdcc1fdb32b8025983612faa4900d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Addition operator for variables (C++). </p>
+<p>The partial derivatives are defined by</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x+y) = 1$" src="form_2.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x+y) = 1$" src="form_3.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of adding two variables. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01315">1315</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeba6062298b3063bb259ee201d941bc6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Addition operator for variable and scalar (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} (x + c) = 1$" src="form_4.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of adding variable and scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01331">1331</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aba8668d340bca165895e64479728b8da"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator+ </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Addition operator for scalar and variable (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dy} (c + y) = 1$" src="form_5.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of adding variable and scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01346">1346</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac3d5ee13c66c2eeef697c20567fb9fe3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::operator++ </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Prefix increment operator for variables (C++). </p>
+<p>Following C++, (++a) is defined to behave exactly as (a = a + 1.0) does, but is faster and uses less memory. In particular, the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Reference the result of incrementing this input variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01502">1502</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae5bc7c4bde258ad0fc845b2aa2897a11"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator++ </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Postfix increment operator for variables (C++). </p>
+<p>Following C++, the expression <code>(a++)</code> i s defined to behave like the sequence of operations</p>
+<p><code>var temp = a; a = a + 1.0; return temp;</code></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to increment. </td></tr>
+    <tr><td class="paramname">dummy</td><td>Unused dummy variable used to distinguish postfix operator from prefix operator. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input variable.</dd></dl>
+<p>Following C++, the expression <code>(a++)</code> is defined to behave like the sequence of operations</p>
+<p><code>var temp = a; a = a + 1.0; return temp;</code></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01520">1520</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7ca680c6523576a2ffefabe1fce682b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="operator__unary__minus_8hpp_source.html#l00014">14</a> of file <a class="el" href="operator__unary__minus_8hpp_source.html">operator_unary_minus.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af03dcfffbcfab11eadf069f9e7549683"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html">operator_subtraction.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa503cf2df6453a29ea38e921c1f72702"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html">operator_subtraction.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ad03eae992d5dd4475f4462cda0460c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__subtraction_8hpp_source.html">operator_subtraction.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab2ad74276bb5b689f6d3e4a3d68b588"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Subtraction operator for variable and scalar (C++). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x-c) = 1$" src="form_8.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of subtracting the scalar from the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html#l00074">74</a> of file <a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html">operator_subtraction.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f4fae66485d0711155ff06709d90d40"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Subtraction operator for scalar and variable (C++). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (c-y) = -1$" src="form_9.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of sutracting a variable from a scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html#l00091">91</a> of file <a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html">operator_subtraction.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a32cdb534a0a3e4efb74ac57b240b2abd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Unary negation operator for variables (C++). </p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} -x = -1$" src="form_1.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Negation of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01298">1298</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a50db79b36e350ddadea93da21467bd2b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Subtraction operator for variables (C++). </p>
+<p>The partial derivatives are defined by</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x-y) = 1$" src="form_6.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x-y) = -1$" src="form_7.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of subtracting the second variable from the first. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01364">1364</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1a85fcc0258ec8c8f93e544c9099cc78"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Subtraction operator for variable and scalar (C++). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x-c) = 1$" src="form_8.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of subtracting the scalar from the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01379">1379</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a922d9be5b47d2964d681da023ce86252"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator- </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Subtraction operator for scalar and variable (C++). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (c-y) = -1$" src="form_9.png"/>, and</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of sutracting a variable from a scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01394">1394</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd628cbe961d30214e9599706cb9df3d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &amp; stan::agrad::operator-- </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Prefix decrement operator for variables (C++). </p>
+<p>Following C++, <code>(&ndash;a)</code> is defined to behave exactly as</p>
+<p><code>a = a - 1.0)</code></p>
+<p>does, but is faster and uses less memory. In particular, the result is an assignable lvalue.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to decrement. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Reference the result of decrementing this input variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01539">1539</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2c7866db3308cb99e1e6ebe3d276f805"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator-- </td>
+          <td>(</td>
+          <td class="paramtype">var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Postfix decrement operator for variables (C++). </p>
+<p>Following C++, the expression <code>(a&ndash;)</code> is defined to behave like the sequence of operations</p>
+<p><code>var temp = a; a = a - 1.0; return temp;</code></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to decrement. </td></tr>
+    <tr><td class="paramname">dummy</td><td>Unused dummy variable used to distinguish suffix operator from prefix operator. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input variable.</dd></dl>
+<p>Following C++, the expression <code>(a&ndash;)</code> is defined to behave like the sequence of operations</p>
+<p><code>var temp = a; a = a - 1.0; return temp;</code></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to decrement. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01557">1557</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72c74ea31db523c28cef63c20b1a66ef"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html">operator_division.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7e7e231514df7e0e61bb94dea9436b57"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html#l00022">22</a> of file <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html">operator_division.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a00027f1730fec7abb98522c809f4cf40"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html#l00030">30</a> of file <a class="el" href="fwd_2operators_2operator__division_8hpp_source.html">operator_division.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af4268a75b7456526175bcf5db4210ef4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18ac8b46664850a5703fd3caa9c68c08"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00064">64</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abc825eb3bf95f70a94e073eaaddff374"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html#l00070">70</a> of file <a class="el" href="agrad_2fwd_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acfdf2b1289c99bb87bc37e44dae5b3c4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Division operator for dividing a variable by a scalar (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x/c) = 1/c$" src="form_16.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of dividing the variable by the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__division_8hpp_source.html#l00075">75</a> of file <a class="el" href="rev_2operators_2operator__division_8hpp_source.html">operator_division.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aef6041bf907aa9f560f2902c96d9befb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Division operator for dividing a scalar by a variable (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} (c/y) = -c / y^2$" src="form_17.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of dividing the scalar by the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__division_8hpp_source.html#l00092">92</a> of file <a class="el" href="rev_2operators_2operator__division_8hpp_source.html">operator_division.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7712039ced9aa4a7d848369b36a81832"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Division operator for two variables (C++). </p>
+<p>The partial derivatives for the variables are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x/y) = 1/y$" src="form_14.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} (x/y) = -x / y^2$" src="form_15.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of dividing the first variable by the second. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01459">1459</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af02e91c7d6a2402c055905816ae914e7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Division operator for dividing a variable by a scalar (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} (x/c) = 1/c$" src="form_16.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Scalar operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of dividing the variable by the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01474">1474</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac920e55ed730cdc2989729a7237f5975"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::operator/ </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Division operator for dividing a scalar by a variable (C++). </p>
+<p>The derivative with respect to the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} (c/y) = -c / y^2$" src="form_17.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Scalar operand. </td></tr>
+    <tr><td class="paramname">b</td><td>Variable operand. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Variable result of dividing the scalar by the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01489">1489</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a46f6bae01b579578493c501932d6df19"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html#l00012">12</a> of file <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html">operator_less_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a302261483eb474a1c2791a19a68efb89"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html#l00018">18</a> of file <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html">operator_less_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abe5f505189008af63094d119f3e8f375"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html#l00024">24</a> of file <a class="el" href="fwd_2operators_2operator__less__than_8hpp_source.html">operator_less_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad3a4834d55bf56c24cc32d847f2c4116"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than operator comparing variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html#l00028">28</a> of file <a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html">operator_less_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a190ba1fcff502eab8db57971c2fee3c2"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than operator comparing a double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is less than second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html#l00040">40</a> of file <a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html">operator_less_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7ee2f26775300ee2e40be6815f68cc2f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than operator comparing variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01109">1109</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6955eaac53f1f699cd00859bec37f035"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than operator comparing variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01121">1121</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a30910779586484a4244b3730b9a6d7c7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt; </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than operator comparing a double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is less than second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01133">1133</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a37a95747a6282483fd15682760013967"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html">operator_less_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a85d1a3b82ccc2cdec61adbce358a23de"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html">operator_less_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a59152358a21913aa69c58e87fc895559"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__less__than__or__equal_8hpp_source.html">operator_less_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad79a6afe31a88499457cd316da3228f6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than or equal operator comparing a variable's value and a scalar (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than or equal to the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__less__than__or__equal_8hpp_source.html#l00031">31</a> of file <a class="el" href="rev_2operators_2operator__less__than__or__equal_8hpp_source.html">operator_less_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a95038cb175ff8a78ae74260dad67762a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than or equal operator comparing a double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is less than or equal to the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__less__than__or__equal_8hpp_source.html#l00044">44</a> of file <a class="el" href="rev_2operators_2operator__less__than__or__equal_8hpp_source.html">operator_less_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16c687c4cda4039dc722cfbccb98a836"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than or equal operator comparing two variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than or equal to the second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01181">1181</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7994ac18959dc8e5dfa2a2e184e6f844"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than or equal operator comparing a variable's value and a scalar (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is less than or equal to the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01194">1194</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a922f5b8418b94d72ad5751b057fa2a6f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&lt;= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Less than or equal operator comparing a double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is less than or equal to the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01207">1207</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af7ac331f5be998e2ecfbcd7359a295e8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html">operator_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e5426b1de61dd143a791ea9375ea1f3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html">operator_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa935399fdfdb5cb9017062c403623897"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__equal_8hpp_source.html">operator_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1188a11f7af64553356cad475e6d6fd7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Equality operator comparing a variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is the same as the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__equal_8hpp_source.html#l00030">30</a> of file <a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">operator_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf03ce96aca2d91ebfd9082ddb08ab60"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Equality operator comparing a scalar and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the variable's value is equal to the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__equal_8hpp_source.html#l00042">42</a> of file <a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">operator_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a830d82c706b521cee378eb7e8a0cd7b7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Equality operator comparing two variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is the same as the second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01035">1035</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a927bbd061c1f873a70aca58c803315e0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Equality operator comparing a variable's value and a double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first variable's value is the same as the second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01048">1048</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a55d28b38ec68e94b1504f657bcfe0e07"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator== </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Equality operator comparing a scalar and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First scalar. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the variable's value is equal to the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01060">1060</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5e161b7bc2dbcb9d990969ccb12499d9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html">operator_greater_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a50f810a2b10225f4aaabafb9e7e89054"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html">operator_greater_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ada1ccd3c3b7edb45aa02f9775e9a955d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__greater__than_8hpp_source.html">operator_greater_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a15ed77a2c9f81fb7293fdd4748a6ea53"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than operator comparing variable's value and double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html#l00028">28</a> of file <a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">operator_greater_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c76a2c886c5a8dfd04a8db314b023dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than operator comparing a double and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is greater than second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html#l00040">40</a> of file <a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">operator_greater_than.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad712e7d5e7b6ac090a17367ce063ad12"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than operator comparing variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01144">1144</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abb74b46284f1c5e4b878a63ee1400cb9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than operator comparing variable's value and double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01156">1156</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3baa98195c96dfda85e1d3e7b3dad18"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt; </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than operator comparing a double and a variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first value is greater than second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01168">1168</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac654b0ca4c217705ed1bff6503723405"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html">operator_greater_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4edcfc2e7c89ac76c0c43f1d01b9edb1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html">operator_greater_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af90b0c11af13e7d31bab2b7429bec732"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2operators_2operator__greater__than__or__equal_8hpp_source.html">operator_greater_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9907066c12b56235c233ec56e108b684"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than or equal operator comparing variable's value and double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than or equal to second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html#l00031">31</a> of file <a class="el" href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html">operator_greater_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a89e08d2dddf60454bbae9c3a7078d14a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than or equal operator comparing double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first value is greater than or equal to the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html#l00044">44</a> of file <a class="el" href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html">operator_greater_than_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a31cdf0b7a08d01a685d30822f9d395dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than or equal operator comparing two variables' values (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than or equal to the second's. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01220">1220</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5ec0b4f2ff8cc4c9119b9cc2a5d3c58"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than or equal operator comparing variable's value and double (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First variable. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if first variable's value is greater than or equal to second value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01233">1233</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af841090352d0e1f31978afbf7e1469db"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::agrad::operator&gt;= </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Greater than or equal operator comparing double and variable's value (C++). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>True if the first value is greater than or equal to the second variable's value. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01246">1246</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6a34e8ac9ab34d8bd7309b914670f77f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad7c9ae7ec1a20f802579797c3951846d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html#l00035">35</a> of file <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9888ef51a909a957ca30b306cfd90beb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html#l00052">52</a> of file <a class="el" href="agrad_2fwd_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4ffb11bd376c638b747a8be17548b021"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>h</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The Owen's T function of h and a. </p>
+<p>Used to compute the cumulative density function for the skew normal distribution.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">h</td><td>var parameter. </td></tr>
+    <tr><td class="paramname">a</td><td>var parameter.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The Owen's T function. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html#l00060">60</a> of file <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af68b3a37d8fede3f6ab613cf4278b86c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>h</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The Owen's T function of h and a. </p>
+<p>Used to compute the cumulative density function for the skew normal distribution.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">h</td><td>var parameter. </td></tr>
+    <tr><td class="paramname">a</td><td>double parameter.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The Owen's T function. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html#l00076">76</a> of file <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e87f87799c9d0290d5c972494e4caea"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>h</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The Owen's T function of h and a. </p>
+<p>Used to compute the cumulative density function for the skew normal distribution.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">h</td><td>double parameter. </td></tr>
+    <tr><td class="paramname">a</td><td>var parameter.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The Owen's T function. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html#l00092">92</a> of file <a class="el" href="agrad_2rev_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad8a49a8b8a5b06f4053c40cb64a1fe48"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename F &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::partial_derivative </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>f</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>fx</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>dfx_dxn</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="autodiff_8hpp_source.html#l00027">27</a> of file <a class="el" href="autodiff_8hpp_source.html">autodiff.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a310443649bed5c3a85c01ee0cb5a8499"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::Phi </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2_phi_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2fwd_2functions_2_phi_8hpp_source.html">Phi.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab4d19226597a86f74257bde4f457521"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::Phi </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The unit normal cumulative density function for variables (stan). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#ac85644bbd92359d699f374adea62c643" title="The unit normal cumulative distribution function.">stan::math::Phi()</a> for the double-based version.</p>
+<p>The derivative is the unit normal density function,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \Phi(x) = \mbox{\sf Norm}(x|0,1) = \frac{1}{\sqrt{2\pi}} \exp(-\frac{1}{2} x^2)$" src="form_97.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The unit normal cdf evaluated at the specified argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2_phi_8hpp_source.html#l00037">37</a> of file <a class="el" href="agrad_2rev_2functions_2_phi_8hpp_source.html">Phi.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8332749395cd428484eb176964e28052"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::Phi_approx </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Approximation of the unit normal CDF for variables (stan). </p>
+<p><a href="http://www.jiem.org/index.php/jiem/article/download/60/27">http://www.jiem.org/index.php/jiem/article/download/60/27</a></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The corresponding unit normal cdf approximation. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2_phi__approx_8hpp_source.html#l00019">19</a> of file <a class="el" href="agrad_2rev_2functions_2_phi__approx_8hpp_source.html">Phi_approx.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2d8fddd3123eb3574ff8e06d4fc7248d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2pow_8hpp_source.html#l00017">17</a> of file <a class="el" href="fwd_2functions_2pow_8hpp_source.html">pow.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ace3246b2d3ac1a77d9f4a0f8974960b8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2pow_8hpp_source.html#l00029">29</a> of file <a class="el" href="fwd_2functions_2pow_8hpp_source.html">pow.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a25f02a3133f34b96d74727823e21d70b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2pow_8hpp_source.html#l00039">39</a> of file <a class="el" href="fwd_2functions_2pow_8hpp_source.html">pow.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add7765fa6394e825bd26a69f84218193"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>base</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>exponent</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base variable raised to the power of the exponent scalar (cmath). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{pow}(x,c) = c x^{c-1}$" src="form_23.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">base</td><td>Base variable. </td></tr>
+    <tr><td class="paramname">exponent</td><td>Exponent scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base raised to the exponent. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2pow_8hpp_source.html#l00080">80</a> of file <a class="el" href="rev_2functions_2pow_8hpp_source.html">pow.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acd1d27b770b1609c7f161ed57c4621ac"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>base</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>exponent</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base scalar raised to the power of the exponent variable (cmath). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{pow}(c,y) = c^y \log c $" src="form_24.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">base</td><td>Base scalar. </td></tr>
+    <tr><td class="paramname">exponent</td><td>Exponent variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base raised to the exponent. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2pow_8hpp_source.html#l00102">102</a> of file <a class="el" href="rev_2functions_2pow_8hpp_source.html">pow.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab1f104b0302a07417e72b4dbae3fc74c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>base</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>exponent</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base raised to the power of the exponent (cmath). </p>
+<p>The partial derivatives are</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial x} \mbox{pow}(x,y) = y x^{y-1}$" src="form_21.png"/>, and</p>
+<p><img class="formulaInl" alt="$\frac{\partial}{\partial y} \mbox{pow}(x,y) = x^y \ \log x$" src="form_22.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">base</td><td>Base variable. </td></tr>
+    <tr><td class="paramname">exponent</td><td>Exponent variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base raised to the exponent. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01633">1633</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abff57b6f6ebb58545a7e8d4a0c05611d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>base</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>exponent</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base variable raised to the power of the exponent scalar (cmath). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{pow}(x,c) = c x^{c-1}$" src="form_23.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">base</td><td>Base variable. </td></tr>
+    <tr><td class="paramname">exponent</td><td>Exponent scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base raised to the exponent. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01649">1649</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8e4a959251353750a1656804b46507fd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::pow </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>base</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>exponent</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base scalar raised to the power of the exponent variable (cmath). </p>
+<p>The derivative for the variable is</p>
+<p><img class="formulaInl" alt="$\frac{d}{d y} \mbox{pow}(c,y) = c^y \log c $" src="form_24.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">base</td><td>Base scalar. </td></tr>
+    <tr><td class="paramname">exponent</td><td>Exponent variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base raised to the exponent. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01665">1665</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a77de304bacc69535fb9a5ccd52454219"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::print_stack </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Prints the auto-dif variable stack. </p>
+<p>This function is used for debugging purposes.</p>
+<p>Only works if all members of stack are vari* as it casts to vari*.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">o</td><td>ostream to modify </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="print__stack_8hpp_source.html#l00020">20</a> of file <a class="el" href="print__stack_8hpp_source.html">print_stack.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a12051c57c37d841f90b64d18d18b3572"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,CB,CB&gt; &gt;::type stan::agrad::quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00129">129</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad10e001e4f70e7c20a0d0e4fc9ad6e45"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TA , int RA, int CA, typename TB , int RB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt;::type stan::agrad::quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00144">144</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0065419b6716e2e9bd2b046209eeb29d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,CB,CB&gt; &gt;::type stan::agrad::quad_form_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00160">160</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18283c753845a6ff14c457500314171c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TA , int RA, int CA, typename TB , int RB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt;::type stan::agrad::quad_form_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html#l00176">176</a> of file <a class="el" href="agrad_2rev_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a352bfc3b18e738626b7cbbbbcd23ef06"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::recover_memory </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="a352bfc3b18e738626b7cbbbbcd23ef06"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::recover_memory </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Recover memory used for all variables for reuse. </p>
+
+<p>Definition at line <a class="el" href="var__stack_8hpp_source.html#l00037">37</a> of file <a class="el" href="var__stack_8hpp_source.html">var_stack.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae4c3b430f306e040a9179e658765b149"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad41059332ac855c615d8595f1ec2912d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html#l00028">28</a> of file <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af7f09d1c92ebab44b0765c7cbbece686"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html#l00040">40</a> of file <a class="el" href="agrad_2fwd_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2938f3b0f93ab4f19e3809fe4f69c94f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html#l00048">48</a> of file <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a20247c229eb0eff045d4f8eb46754d2e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html#l00053">53</a> of file <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abe622a48fa2a2942b149fdba55f333e1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html#l00058">58</a> of file <a class="el" href="agrad_2rev_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afec6a38f518019111c47c6e6c2a593b2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::round </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2round_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2round_8hpp_source.html">round.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad590e62d8c71957c7af8415e85905161"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::round </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the rounded form of the specified variable (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">boost::math::round()</a> for the double-based version.</p>
+<p>The derivative is zero everywhere but numbers half way between whole numbers, so for convenience the derivative is defined to be everywhere zero,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{round}(x) = 0$" src="form_98.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Specified variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Rounded variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2round_8hpp_source.html#l00035">35</a> of file <a class="el" href="rev_2functions_2round_8hpp_source.html">round.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad53bb44b66e3b1129e5454cda93c700c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, R1, 1&gt; stan::agrad::rows_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html#l00019">19</a> of file <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html">rows_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a78dcc991d879df3adf65cd1869015317"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, R1, 1&gt; stan::agrad::rows_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html#l00034">34</a> of file <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html">rows_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa6efe02004903faea4953ea2b0a6c02c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, R1, 1&gt; stan::agrad::rows_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2fwd_2matrix_2rows__dot__product_8hpp_source.html">rows_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a515860810335a99d111cda0614bc00e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>, R1, 1&gt; &gt;::type stan::agrad::rows_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00274">274</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aba5acba7161f7e4080052f1bd6063e9a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,1&gt; stan::agrad::rows_dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2rows__dot__self_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2fwd_2matrix_2rows__dot__self_8hpp_source.html">rows_dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d4edc50e38fa85f989dd2bc6a0b35b2"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sd </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the sample standard deviation of the specified standard vector. </p>
+<p>Raise domain error if size is not greater than zero.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>a vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>sample standard deviation of specified vector </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sd_8hpp_source.html#l00062">62</a> of file <a class="el" href="agrad_2rev_2matrix_2sd_8hpp_source.html">sd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab13ef786c424299f0312dc5372c97ee1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sd_8hpp_source.html#l00079">79</a> of file <a class="el" href="agrad_2rev_2matrix_2sd_8hpp_source.html">sd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aadb1e5a1bc99069eeab84a0b27c4dceb"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::agrad::set_zero_all_adjoints </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Reset all adjoint values in the stack to zero. </p>
+
+<p>Definition at line <a class="el" href="chainable_8hpp_source.html#l00087">87</a> of file <a class="el" href="chainable_8hpp_source.html">chainable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acd0120597292585e7729ba613fdbb42a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::sin </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2sin_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2sin_8hpp_source.html">sin.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b48feb9c99466a3be1efb1abc686779"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sin </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sine of a radian-scaled variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \sin x = \cos x$" src="form_26.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable for radians of angle. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sine of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01696">1696</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d1505ab5904db650f5d478a09beb7dc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::sinh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2sinh_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2sinh_8hpp_source.html">sinh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afac6cdf77cc95b678ffde768754810e5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sinh </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the hyperbolic sine of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \sinh x = \cosh x$" src="form_36.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Hyperbolic sine of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01836">1836</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afb1b8b97d1a6b36f59618a80a9c3778d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,Eigen::Dynamic,1&gt; stan::agrad::softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2softmax_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2fwd_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a611391662c0928a68fa23be96188a49d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,Eigen::Dynamic,1&gt; stan::agrad::softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the softmax of the specified <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector. </p>
+<p>Softmax is guaranteed to return a simplex.</p>
+<p>The gradient calculations are unfolded.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">alpha</td><td>Unconstrained input vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Softmax of the input. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the input vector is size 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html#l00057">57</a> of file <a class="el" href="agrad_2rev_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad95245f78e0f8d52eb288842562fc4a4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; &gt; stan::agrad::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; fvar&lt; T &gt; &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html#l00018">18</a> of file <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9eb00d0b49af47ecd65373ef59ae1640"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt; stan::agrad::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; var &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified standard vector in ascending order with gradients kept. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td>Standard vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Standard vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html#l00024">24</a> of file <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9ac1f0102b58f1e1a1dee468a383f27d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html#l00034">34</a> of file <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a64d1e2a0f135d1ce0a1e1f4e768bc8e5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R,C&gt; stan::agrad::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; var, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified eigen vector in ascending order with gradients kept. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html#l00049">49</a> of file <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abcc2609354cc5a38ad45c3b0a656e63f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; &gt; stan::agrad::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; fvar&lt; T &gt; &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html#l00026">26</a> of file <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acdf543712f8bac6eb1b7dff1eae7c3c6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt; stan::agrad::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; var &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified standard vector in descending order with gradients kept. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td>Standard vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Standard vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html#l00036">36</a> of file <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a77b9ed0b3272b0bf9623fe31b69bc965"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,C&gt; stan::agrad::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html#l00042">42</a> of file <a class="el" href="agrad_2fwd_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a41cc77adf1c2cb5df2034d8d94da39da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>,R,C&gt; stan::agrad::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; var, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified eigen vector in descending order with gradients kept. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html#l00062">62</a> of file <a class="el" href="agrad_2rev_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af7d52e77074ba94b4485cc33f8f637df"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::sqrt </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2sqrt_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2sqrt_8hpp_source.html">sqrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a14e7c78163cf5677786955053de27a98"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sqrt </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the square root of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \sqrt{x} = \frac{1}{2 \sqrt{x}}$" src="form_20.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable whose square root is taken. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Square root of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01616">1616</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5de00b0d86ae64136a4952a28f9bd84f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::square </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2functions_2square_8hpp_source.html#l00015">15</a> of file <a class="el" href="agrad_2fwd_2functions_2square_8hpp_source.html">square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18783225f7d6895849af12dd12b305bf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::square </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the square of the input variable. </p>
+<p>Using <code>square(x)</code> is more efficient than using <code>x * x</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Variable to square. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Square of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2square_8hpp_source.html#l00031">31</a> of file <a class="el" href="agrad_2rev_2functions_2square_8hpp_source.html">square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a910dc759393c71753e4f9461ef002959"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::squared_dist </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00096">96</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f43e23662d36a6779a584428de7ccf2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::squared_dist </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00104">104</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a94d44dbc0e316489fb9af8f90ca2e283"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::squared_dist </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html#l00112">112</a> of file <a class="el" href="agrad_2rev_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d1d06f46e761f9f0fbcf078b6e6208e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::agrad::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2stan__print_8hpp_source.html#l00010">10</a> of file <a class="el" href="agrad_2rev_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a40c71c5396dbbbbcee5a8ae890345060"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::step </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the step, or heaviside, function applied to the specified variable (stan). </p>
+<p>See <a class="el" href="namespacestan_1_1math.html#a8fdc5e5ba8e306c2a594e928bfd62ea2" title="The step, or Heaviside, function.">stan::math::step()</a> for the double-based version.</p>
+<p>The derivative of the step function is zero everywhere but at 0, so for convenience, it is taken to be everywhere zero,</p>
+<p><img class="formulaInl" alt="$\mbox{step}(x) = 0$" src="form_99.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The constant variable with value 1.0 if the argument's value is greater than or equal to 0.0, and value 0.0 otherwise. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2step_8hpp_source.html#l00025">25</a> of file <a class="el" href="agrad_2rev_2functions_2step_8hpp_source.html">step.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8baa11534c7cfb1b5e6f96bd958dfd03"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::sum </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2sum_8hpp_source.html#l00014">14</a> of file <a class="el" href="agrad_2fwd_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad6c767cb7dcb4963f468cc5a2aa494ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::sum </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sum of the coefficients of the specified matrix, column vector or row vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sum of coefficients of matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html#l00068">68</a> of file <a class="el" href="agrad_2rev_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a48c6154fdb08d77249c5fa5216d34e2f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::tan </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2tan_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2tan_8hpp_source.html">tan.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adbc956463e3d58643e2a10dd3b6fd00c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::tan </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the tangent of a radian-scaled variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \tan x = \sec^2 x$" src="form_27.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable for radians of angle. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Tangent of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01710">1710</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae56147f3f502e8436c2a02ed7d275128"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::tanh </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2tanh_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2functions_2tanh_8hpp_source.html">tanh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e4ae39cc622b5388d16b971616da01d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::tanh </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the hyperbolic tangent of the specified variable (cmath). </p>
+<p>The derivative is defined by</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \tanh x = \frac{1}{\cosh^2 x}$" src="form_37.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Hyperbolic tangent of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad__thread__safe_8hpp_source.html#l01850">1850</a> of file <a class="el" href="agrad__thread__safe_8hpp_source.html">agrad_thread_safe.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afe68149651e5bbdab5c531bc82b0868e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;,R,R&gt; stan::agrad::tcrossprod </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2matrix_2tcrossprod_8hpp_source.html#l00017">17</a> of file <a class="el" href="agrad_2fwd_2matrix_2tcrossprod_8hpp_source.html">tcrossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a756be37f5934ada1e12abec937e3d13b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">matrix_v</a> stan::agrad::tcrossprod </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_v &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of post-multiplying a matrix by its own transpose. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Matrix to multiply. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>M times its transpose. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2tcrossprod_8hpp_source.html#l00027">27</a> of file <a class="el" href="agrad_2rev_2matrix_2tcrossprod_8hpp_source.html">tcrossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1a5ceb1f1202bd9c910bb9a447ea12a4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::tgamma </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2tgamma_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2tgamma_8hpp_source.html">tgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad3efbbe0949604d6a169864776508b5d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::tgamma </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+</table>
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+<p>Return the Gamma function applied to the specified variable (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma()</a> for the double-based version.</p>
+<p>The derivative with respect to the argument is</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \Gamma(x) = \Gamma(x) \Psi^{(0)}(x)$" src="form_100.png"/></p>
+<p>where <img class="formulaInl" alt="$\Psi^{(0)}(x)$" src="form_101.png"/> is the digamma function.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma()</a> for the double-based version.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument to function. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The Gamma function applied to the specified argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2tgamma_8hpp_source.html#l00039">39</a> of file <a class="el" href="rev_2functions_2tgamma_8hpp_source.html">tgamma.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<table class="mlabels">
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+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::to_fvar </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
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+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00017">17</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+<a class="anchor" id="a88f3f805d72a977a680135249341f0e6"></a>
+<div class="memitem">
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+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::to_fvar </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00024">24</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
+
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+<a class="anchor" id="a6a028d6aadad12e84b3a7a587458313d"></a>
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+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">matrix_fd</a> stan::agrad::to_fvar </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">stan::math::matrix_d</a> &amp;&#160;</td>
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+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+
+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00030">30</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const matrix_fd &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00040">40</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const matrix_fv &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00046">46</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const matrix_ffd &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00052">52</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
+
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+          <td>(</td>
+          <td class="paramtype">const matrix_ffv &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00058">58</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math::vector_d</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00064">64</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const vector_fd &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00073">73</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const vector_fv &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00079">79</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+<table class="mlabels">
+  <tr>
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+          <td>(</td>
+          <td class="paramtype">const vector_ffd &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00085">85</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
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+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00091">91</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697">stan::math::row_vector_d</a> &amp;&#160;</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00097">97</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00106">106</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
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+          <td class="paramname"><em>rv</em></td><td>)</td>
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+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a4a52427f4040846e15dca434ea633b7b">row_vector_ffv</a> stan::agrad::to_fvar </td>
+          <td>(</td>
+          <td class="paramtype">const row_vector_ffv &amp;&#160;</td>
+          <td class="paramname"><em>rv</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00124">124</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aefe945fec82fc902015d82c4363e3adc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;, R, C&gt; stan::agrad::to_fvar </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>deriv</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="to__fvar_8hpp_source.html#l00131">131</a> of file <a class="el" href="to__fvar_8hpp_source.html">to_fvar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a29fd7db9833fa17e3ff54709c13bba7e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const double &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>A scalar value </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>An automatic differentiation variable with the input value. </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00021">21</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7d1c1c2fdd2ac909cde84c4cf3ae0b97"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const var &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>An automatic differentiation variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>An automatic differentiation variable with the input value. </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00032">32</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3a13a3857bc425dab978636de428a7cf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">matrix_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">stan::math::matrix_d</a> &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">m</td><td>A Matrix with scalars </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A Matrix with automatic differentiation variables </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00043">43</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="affc9f72e4afab7464103565795be6b5a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942">matrix_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_v &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">m</td><td>A Matrix with automatic differentiation variables. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A Matrix with automatic differentiation variables. </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00058">58</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87949ec636f056e2ed3956675ab2cfd1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f">vector_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math::vector_d</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>A Vector of scalars </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A Vector of automatic differentiation variables with values of v </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00070">70</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5ccc4666fffc6f06b1fcae217ea7b9a5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f">vector_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const vector_v &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>A Vector of automatic differentiation variables </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A Vector of automatic differentiation variables with values of v </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00085">85</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a27974665dae3441df744285776390314"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">row_vector_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697">stan::math::row_vector_d</a> &amp;&#160;</td>
+          <td class="paramname"><em>rv</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">rv</td><td>A row vector of scalars </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A row vector of automatic differentation variables with values of rv. </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00097">97</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3f723b593d96af7f204e0f138ee49ec3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091">row_vector_v</a> stan::agrad::to_var </td>
+          <td>(</td>
+          <td class="paramtype">const row_vector_v &amp;&#160;</td>
+          <td class="paramname"><em>rv</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Converts argument to an automatic differentiation variable. </p>
+<p>Returns a <a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a> variable with the input value.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">rv</td><td>A row vector with automatic differentiation variables </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>A row vector with automatic differentiation variables with values of rv. </dd></dl>
+
+<p>Definition at line <a class="el" href="to__var_8hpp_source.html#l00112">112</a> of file <a class="el" href="to__var_8hpp_source.html">to_var.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad63e47021cd7aa676fe91db80092997e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TD , int RD, int CD, typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TD,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt;::type stan::agrad::trace_gen_quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TD, RD, CD &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html#l00111">111</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a2fbca76427b2713b14f3445b3b5285c8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2, typename T3 , int R3, int C3&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T1,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T3,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::type stan::agrad::trace_inv_quad_form_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T3, R3, C3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute the trace of an inverse quadratic form. </p>
+<p>I.E., this computes trace(D B^T A^-1 B) where D is a square matrix and the <a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> of A is provided. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00506">506</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e9f878f6533c815e81193669c47a4f1"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T2 , int R2, int C2, typename T3 , int R3, int C3&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_same&lt;T2,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;T3,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::type stan::agrad::trace_inv_quad_form_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T3, R3, C3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute the trace of an inverse quadratic form. </p>
+<p>I.E., this computes trace(B^T A^-1 B) where the <a class="el" href="class_l_d_l_t__factor.html">LDLT_factor</a> of A is provided. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html#l00528">528</a> of file <a class="el" href="agrad_2rev_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0d688dadede814a9e3f2a3b6af6601c5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename TA , int RA, int CA, typename TB , int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; boost::is_same&lt;TA,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value || boost::is_same&lt;TB,<a class="el" href="classstan_1_1agrad_1_1var.html">var</a>&gt;::value, <a class="el" href="classstan_1_1agrad_1_1var.html">var</a> &gt;::type stan::agrad::trace_quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; TA, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; TB, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html#l00099">99</a> of file <a class="el" href="agrad_2rev_2matrix_2trace__quad__form_8hpp_source.html">trace_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aea02c702f338cc531cdb7b6e11344b34"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt; stan::agrad::trunc </td>
+          <td>(</td>
+          <td class="paramtype">const fvar&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2functions_2trunc_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2functions_2trunc_8hpp_source.html">trunc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af5cde78a4f7b7ee45f8f98c75343174e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::trunc </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the truncatation of the specified variable (C99). </p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#aea02c702f338cc531cdb7b6e11344b34">boost::math::trunc()</a> for the double-based version.</p>
+<p>The derivative is zero everywhere but at integer values, so for convenience the derivative is defined to be everywhere zero,</p>
+<p><img class="formulaInl" alt="$\frac{d}{dx} \mbox{trunc}(x) = 0$" src="form_102.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Specified variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Truncation of the variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2functions_2trunc_8hpp_source.html#l00034">34</a> of file <a class="el" href="rev_2functions_2trunc_8hpp_source.html">trunc.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a241ff687791a297532aeed5955d6b137"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::Matrix&lt;double,R,C&gt;&amp; stan::agrad::value_of </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Convert a matrix to a matrix of doubles. </p>
+<p>When the input is already a matrix of doubles a reference is returned.</p>
+<p>This is used as a convenience function for implementing varis of matrix operations. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html#l00016">16</a> of file <a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">value_of.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8ce52917ab0cd91c9db4d615f1988e11"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::agrad::value_of </td>
+          <td>(</td>
+          <td class="paramtype">const agrad::var &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of the specified variable. </p>
+<p>This function is used internally by auto-dif functions along with <code><a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of(T x)</a></code> to extract the <code>double</code> value of either a scalar or an auto-dif variable. This function will be called when the argument is a <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> even if the function is not referred to by namespace because of argument-dependent lookup.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Variable. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of variable. </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2functions_2value__of_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2functions_2value__of_8hpp_source.html">value_of.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aef1424bdc8ef1058ec2cef4584bb6d5f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,R,C&gt; stan::agrad::value_of </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Convert a matrix to a matrix of doubles. </p>
+<p>When the input is already a matrix of vars a new matrix is returned with the value of the constituent vars.</p>
+<p>This is used as a convenience function for implementing varis of matrix operations. </p>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html#l00027">27</a> of file <a class="el" href="agrad_2rev_2matrix_2value__of_8hpp_source.html">value_of.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4cb2a39469233dedb86b1000789a9595"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::variance </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the sample variance of the specified standard vector. </p>
+<p>Raise domain error if size is not greater than zero.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>a vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>sample variance of specified vector </dd></dl>
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2variance_8hpp_source.html#l00050">50</a> of file <a class="el" href="agrad_2rev_2matrix_2variance_8hpp_source.html">variance.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7ef648c386bf96d4cdc8b688f8de02af"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1agrad_1_1var.html">var</a> stan::agrad::variance </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; var, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2variance_8hpp_source.html#l00067">67</a> of file <a class="el" href="agrad_2rev_2matrix_2variance_8hpp_source.html">variance.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="aaa104691d168acd62c8adff8e1888d5f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">memory::stack_alloc</a> stan::agrad::memalloc_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8cpp_source.html#l00013">13</a> of file <a class="el" href="var__stack_8cpp_source.html">var_stack.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab83e8df917b0f383dc6c2821fac522a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html">chainable_alloc</a> * &gt; stan::agrad::var_alloc_stack_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8cpp_source.html#l00012">12</a> of file <a class="el" href="var__stack_8cpp_source.html">var_stack.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1da2503303417b341d207feb1bfc9ef1"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1chainable.html">chainable</a> * &gt; stan::agrad::var_nochain_stack_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8cpp_source.html#l00011">11</a> of file <a class="el" href="var__stack_8cpp_source.html">var_stack.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02d750bf3c4aca82309533ecb869237b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt; <a class="el" href="classstan_1_1agrad_1_1chainable.html">chainable</a> * &gt; stan::agrad::var_stack_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__stack_8cpp_source.html#l00010">10</a> of file <a class="el" href="var__stack_8cpp_source.html">var_stack.cpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+</div>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a9c695724226e13246eefc23216841ffc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::base_type_to_string </td>
+          <td>(</td>
+          <td class="paramtype">const base_expr_type &amp;&#160;</td>
+          <td class="paramname"><em>bt</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00135">135</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f99fc7285080014068543c8d5ab71b1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Model &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::command </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[]&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00269">269</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afa03c3de30429fab595ea53c97b9edc8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::compile </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>stan_gm_in</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>cpp_out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>include_main</em> = <code>true</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>in_file_name</em> = <code>&quot;input&quot;</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Read a Stan model specification from the specified input, parse it, and write the C++ code for it to the specified output. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">msgs</td><td>Output stream for warning messages </td></tr>
+    <tr><td class="paramname">stan_gm_in</td><td>Stan model specification </td></tr>
+    <tr><td class="paramname">cpp_out</td><td>C++ code output stream </td></tr>
+    <tr><td class="paramname">model_name</td><td>Name of model class </td></tr>
+    <tr><td class="paramname">include_main</td><td>Indicates whether to generate a main function </td></tr>
+    <tr><td class="paramname">in_file_name</td><td>Name of input file to use in error messages; defaults to <code>input</code>. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>false</code> if code could not be generated due to syntax error in the Stan model; <code>true</code> otherwise. </dd></dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">msgs</td><td></td></tr>
+    <tr><td class="paramname">stan_gm_in</td><td></td></tr>
+    <tr><td class="paramname">cpp_out</td><td></td></tr>
+    <tr><td class="paramname">model_name</td><td></td></tr>
+    <tr><td class="paramname">include_main</td><td></td></tr>
+    <tr><td class="paramname">in_file_name</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="compiler_8hpp_source.html#l00038">38</a> of file <a class="el" href="compiler_8hpp_source.html">compiler.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0505a5edd8692d9113977c9cd19bc778"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::do_print </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>refresh</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00076">76</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b75153f298993fbca07d0e128a75771"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::EMPTY_EXP_VECTOR </td>
+          <td>(</td>
+          <td class="paramtype">0&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="a24fe8f1f728798f3f4e922ae086c2473"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string stan::gm::EOL </td>
+          <td>(</td>
+          <td class="paramtype">&quot;\n&quot;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="affc181dd85ce73c82cfbd0cde2321c6b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string stan::gm::EOL2 </td>
+          <td>(</td>
+          <td class="paramtype">&quot;\n\n&quot;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="af08d462ee1f0e163d614e9ed03fe53c0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_class_decl </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00300">300</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abba632c440fa0d045a469d12a7cef474"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_comment </td>
+          <td>(</td>
+          <td class="paramtype">std::string const &amp;&#160;</td>
+          <td class="paramname"><em>msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00076">76</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5064d8f1632c7557de53ab9af11342f3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_constrained_param_names_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03055">3055</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa582396b750dabd6768f4adb30508349"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_constructor </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02293">2293</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a668b578a61c97daacf978986469d1af1"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_cpp </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>out</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>include_main</em> = <code>true</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03962">3962</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2547842ef250f715e7121eab59f2263c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_destructor </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02109">2109</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad25e6e8b2a6244b38ce779887bb4c17f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_dims_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02682">2682</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc6eed04035b3dd32a5e04d227d4cf68"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_end_class_decl </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00305">305</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9771868cf777556e7ea3dfabbfcccecb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_end_namespace </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00072">72</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d7cbee2be927cee628328a4e879294a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_expression </td>
+          <td>(</td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00208">208</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab12d33faf3ee33c50995679a53496706"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_include </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>lib_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00285">285</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6a9d6cf24f2051d0804f641525a36f8a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_includes </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00289">289</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5dfdee531df2c1a3fa39c3c5d9ee5edd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_indent </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00047">47</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acd8d56cc6cd4afabfb2b65f2e721be01"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool isLHS&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_indexed_expr </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; expression &gt;&#160;</td>
+          <td class="paramname"><em>indexes</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">base_expr_type&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>e_num_dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00084">84</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a208a651630210246d1cff43ebd3e7d0e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_method </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02563">2563</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5e4c218a7d9e607732925c5a266a8f79"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_vars </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01253">1253</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2a09040ccbbc3628b80d4b17278a9d02"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_initialization </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; expression &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg1</em> = <code>expression()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg2</em> = <code>expression()</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00427">427</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac3b48b7ab230ddd3d882103245827857"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_initializer </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; expression &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg1</em> = <code>expression()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg2</em> = <code>expression()</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00309">309</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a258ce4643ff39bb93d455f8ae8698a8e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_decls </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01111">1111</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b6842504d267f2ec759ad7b25e7fac3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01184">1184</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a890d6d9cd0b21a64327ccf76a9a7e824"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_inits </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; var_decl &gt;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>declare_vars</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00704">704</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d93a678fb6ead7a8554de1758f36034"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_log_prob </td>
+          <td>(</td>
+          <td class="paramtype">program const &amp;&#160;</td>
+          <td class="paramname"><em>p</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01605">1605</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a425cf99f39ca9123446a5192eeee83e0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_main </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>out</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03936">3936</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a63d43e75db4c7e7ff2dda2d1036df363"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_member_var_decls </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00927">927</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc65399d7375f831d8d4d806b62b6293"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_member_var_inits </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02102">2102</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a06761a1392734570a22e5a492141bce8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_model_name_method </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>out</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03955">3955</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c248f99b9df350026ff05c604181358"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_param_names_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02760">2760</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae27bbd9b3b5dbc0f93bbcd9f198a46eb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_printable </td>
+          <td>(</td>
+          <td class="paramtype">const printable &amp;&#160;</td>
+          <td class="paramname"><em>p</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00242">242</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c0b83999d50ab15f1c8503f33a3d47c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_private_decl </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00724">724</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a30e9216cd9f5d025bcb3dde6aa0c86b0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_public_decl </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00720">720</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7ce48f574b608d4ecebac5dc7c3fe21e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_set_param_ranges </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>var_decls</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02281">2281</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a297a49a54728e0866002eeb4350f46dd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_start_namespace </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00067">67</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad06f7d19c1a004ec456362bd32369cc9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_statement </td>
+          <td>(</td>
+          <td class="paramtype">statement const &amp;&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>include_sampling</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01585">1585</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a09382dd26edd6d5095555b7b1dea2c6d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_statements </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; statement &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ss</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>include_sampling</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01594">1594</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a513a251d0b3d2e80bc0b9e32ecfeea0d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_type </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; expression &gt; &amp;&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>end</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00123">123</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6150f8826fdd1742c1287552966cb6d0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_typedef </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>abbrev</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00272">272</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1515682780f226a7001d930fd2c1e1d0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_typedefs </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00278">278</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7caf37b3f443d37d400f9f647a5d4f7b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_unconstrained_param_names_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03225">3225</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8669bcb4fa524c442de23cedeb7aaa23"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_using </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00247">247</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab6c7437ec473e5dbe083f86b1b059ae"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_using_namespace </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00251">251</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa985aaef054c7f1af4a9628ef6a9155d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_usings </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00256">256</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33b21b6ece1a626d859d7d0e16bc0914"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_validate_context_size </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>stage</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; expression &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg1</em> = <code>expression()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>type_arg2</em> = <code>expression()</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00341">341</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae5e451a20922d72237b17635a04629c6"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_validate_positive </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00416">416</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae40fee02e525b4599929a3898b14493a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_validate_transformed_params </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01383">1383</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a52bae0dc2622d9a571205c83441d1bce"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_validate_var_decl </td>
+          <td>(</td>
+          <td class="paramtype">const var_decl &amp;&#160;</td>
+          <td class="paramname"><em>decl</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00850">850</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a43655ffe4072e69181e20c6e5e3254cf"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_validate_var_decls </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt;&#160;</td>
+          <td class="paramname"><em>decls</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00857">857</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d65cdc4d78792bed25979830e67b9eb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_var_resizing </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; var_decl &gt; &amp;&#160;</td>
+          <td class="paramname"><em>vs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00492">492</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad46a7bc5909963f3af53bb69c764c415"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_version_comment </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00295">295</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa1deb42499e1aeaf64a3f66f7e08220e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_void_statement </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00052">52</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a56f6bed9b4ff736ba8282d9cb81ff0c2"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_write_array_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03842">3842</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a175fe5ebc2de7986e91d335a0f973642"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_write_csv_header_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02926">2926</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8576715fcf1c68be750ae6f9b5928923"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_write_csv_method </td>
+          <td>(</td>
+          <td class="paramtype">const program &amp;&#160;</td>
+          <td class="paramname"><em>prog</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03497">3497</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f8f794036a1282d39160c8005350fb6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename D &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_lb </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00036">36</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a354abd99f7fd052b3be9e590a90f51af"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename D &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_lub </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00028">28</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5cd24fa3880414fae68b9f140341781c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_non_param_var </td>
+          <td>(</td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const variable_map &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00481">481</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adbc7bd18dc8464af8d3deee3dc1119de"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_rng_suffix </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>s</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01039">1039</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af96a2f3903f1feab3fce868fefee250b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename D &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_ub </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00032">32</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2fd9d0472225916eae17d19fde00fe30"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::has_var </td>
+          <td>(</td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const variable_map &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00435">435</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0c2dcd808a0d9ba32a552d5da9449dad"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string stan::gm::INDENT </td>
+          <td>(</td>
+          <td class="paramtype">&quot; &quot;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="ac233ed8139ded7c35ee0583d7840914a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string stan::gm::INDENT2 </td>
+          <td>(</td>
+          <td class="paramtype">&quot; &quot;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="a6ff34cca044609d9dd669dcc9c992c60"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const std::string stan::gm::INDENT3 </td>
+          <td>(</td>
+          <td class="paramtype">&quot; &quot;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a class="anchor" id="a17574edb8e226bfd71f69da1d4f97168"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::infer_type_indexing </td>
+          <td>(</td>
+          <td class="paramtype">const base_expr_type &amp;&#160;</td>
+          <td class="paramname"><em>expr_base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_expr_dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_index_dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00587">587</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a46f979229875f1d6d427dbbe87fa8a59"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::infer_type_indexing </td>
+          <td>(</td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_index_dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00606">606</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab49a5fee3bf2cacd63f0ce7e252a6a93"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Sampler &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::init_adapt </td>
+          <td>(</td>
+          <td class="paramtype">Sampler *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>delta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>gamma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>kappa</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>t0</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>cont_params</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00211">211</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae3483b7eb32848c5bee0ee48b431f46e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Sampler &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::init_adapt </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">categorical_argument *&#160;</td>
+          <td class="paramname"><em>adapt</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>cont_params</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00239">239</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaa8e6ed991ef6bf3b5afc96b953e18ca"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Sampler &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::init_nuts </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">argument *&#160;</td>
+          <td class="paramname"><em>algorithm</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00190">190</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad9e999952303f4c193f24b063ff55d91"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Sampler &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::init_static_hmc </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">argument *&#160;</td>
+          <td class="paramname"><em>algorithm</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00169">169</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5121125c3b419aa099ab6fca8cb9d1c6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Sampler &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::init_windowed_adapt </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">categorical_argument *&#160;</td>
+          <td class="paramname"><em>adapt</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>num_warmup</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>cont_params</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00253">253</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a90e5f154350b02c39f381659672f9581"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::is_nil </td>
+          <td>(</td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>e</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00500">500</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9cb045831aff85e2a5bc5d51bfc6584a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::is_nonempty </td>
+          <td>(</td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>s</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="parser_8hpp_source.html#l00050">50</a> of file <a class="el" href="parser_8hpp_source.html">parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a68fe0b83fbaa4ec1300a89f5097127b3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::is_space </td>
+          <td>(</td>
+          <td class="paramtype">char&#160;</td>
+          <td class="paramname"><em>c</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="parser_8hpp_source.html#l00046">46</a> of file <a class="el" href="parser_8hpp_source.html">parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae9c40c419ed4088b66443029e8359904"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream &amp; stan::gm::operator&lt;&lt; </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expr_type &amp;&#160;</td>
+          <td class="paramname"><em>et</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00092">92</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a027bc5ebd84646c7ce8fb6128e33dae8"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::parse </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>output_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::istream &amp;&#160;</td>
+          <td class="paramname"><em>input</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>filename</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">program &amp;&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="parser_8hpp_source.html#l00062">62</a> of file <a class="el" href="parser_8hpp_source.html">parser.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a36c90a4a1e6a4833c1e3a12a964f31dc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::print_progress </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>refresh</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>warmup</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00081">81</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a53960511e1fa7ae0e66d681f3055f199"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::gm::print_quoted_expression </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expression &amp;&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00224">224</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0047255699c74937f85d6fc52a25cb7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void stan::gm::print_string_literal </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00213">213</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afbacd22142d44e8f79d40a512441c060"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::print_var_origin </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const var_origin &amp;&#160;</td>
+          <td class="paramname"><em>vo</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00658">658</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ca8ea09cf26b1fdd7c5e31c8febd8d9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::promote_primitive </td>
+          <td>(</td>
+          <td class="paramtype">const expr_type &amp;&#160;</td>
+          <td class="paramname"><em>et</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00099">99</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08ffae837e524e7ee4ede3cc51c7a2fb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::promote_primitive </td>
+          <td>(</td>
+          <td class="paramtype">const expr_type &amp;&#160;</td>
+          <td class="paramname"><em>et1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const expr_type &amp;&#160;</td>
+          <td class="paramname"><em>et2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00105">105</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9209ad79a636ceb3152038e76e81acc4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Model , class RNG &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::run_markov_chain </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_iterations</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>start</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>finish</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_thin</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>refresh</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>save</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>warmup</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; Model &gt; &amp;&#160;</td>
+          <td class="paramname"><em>writer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Model &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>base_rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00101">101</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7cf4c17c47162f69708fa787fa09d4dc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Model , class RNG &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void <a class="el" href="structstan_1_1gm_1_1sample.html">stan::gm::sample</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_warmup</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_samples</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_thin</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>refresh</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>save</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; Model &gt; &amp;&#160;</td>
+          <td class="paramname"><em>writer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Model &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>base_rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00149">149</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33ab69ad9d56b9d1c99d8808fd106648"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::suppress_warning </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02093">2093</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abd7966e0ee430a0e4e12326fd9cd762f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::to_string </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>i</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00041">41</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0888f90c4bb279ad09b9f7724912a2cd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::gm::total_dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; expression &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dimss</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00579">579</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a98eeb261d85ab5d16b98b8cfeaeb31cc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class Model , class RNG &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::warmup </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1base__mcmc.html">stan::mcmc::base_mcmc</a> *&#160;</td>
+          <td class="paramname"><em>sampler</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_warmup</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_samples</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>num_thin</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>refresh</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>save</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1io_1_1mcmc__writer.html">stan::io::mcmc_writer</a>&lt; Model &gt; &amp;&#160;</td>
+          <td class="paramname"><em>writer</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>init_s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Model &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>base_rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00130">130</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a281907d01ac42b6c4c703f9285361419"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::ostream &amp; stan::gm::write_base_expr_type </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">base_expr_type&#160;</td>
+          <td class="paramname"><em>type</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00023">23</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ae76346e1327805d1a7f6a28da263ec5d"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">void stan::gm::write_error_msg </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>error_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::domain_error &amp;&#160;</td>
+          <td class="paramname"><em>e</em>&#160;</td>
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+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00057">57</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">void stan::gm::write_model </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>model_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em> = <code>'\0'</code>&#160;</td>
+        </tr>
+        <tr>
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+          <td>)</td>
+          <td></td><td></td>
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+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00050">50</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="afef5e532e54ab9d2a07c9b67dbc9f71d"></a>
+<div class="memitem">
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+          <td class="memname">void stan::gm::write_stan </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char&#160;</td>
+          <td class="paramname"><em>prefix</em> = <code>'\0'</code>&#160;</td>
+        </tr>
+        <tr>
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+
+<p>Definition at line <a class="el" href="command_8hpp_source.html#l00041">41</a> of file <a class="el" href="command_8hpp_source.html">command.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="ad78f054e040e1e50bbca1c359bdfb212"></a>
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+<div class="memproto">
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00083">83</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
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+        </tr>
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+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00073">73</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00361">361</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1add__loop__identifier.html">add_loop_identifier</a>&gt; stan::gm::add_loop_identifier_f</td>
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+      </table>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00383">383</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00361">361</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00351">351</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00140">140</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00116">116</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::data_origin = 1</td>
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+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00370">370</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::derived_origin = 5</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00374">374</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1division__expr.html">division_expr</a>&gt; stan::gm::division</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00200">200</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::DOUBLE_T = 2</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00060">60</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<a class="anchor" id="a754bafd927243560d1f783d46ecb34a9"></a>
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+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1elt__division__expr.html">elt_division_expr</a>&gt; stan::gm::elt_division</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00278">278</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00254">254</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00323">323</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::ILL_FORMED_T = 6</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00064">64</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::INT_T = 1</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00059">59</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1left__division__expr.html">left_division_expr</a>&gt; stan::gm::left_division</td>
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+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00230">230</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<div class="memproto">
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+          <td class="memname">const int stan::gm::local_origin = 6</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00375">375</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1logical__negate__expr.html">logical_negate_expr</a>&gt; stan::gm::logical_negate_expr_f</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00322">322</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::MATRIX_T = 5</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00063">63</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::model_name_origin = 0</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00369">369</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00154">154</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+      </table>
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+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00302">302</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00372">372</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00393">393</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00062">62</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00085">85</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00088">88</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00129">129</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00391">391</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1subtraction__expr.html">subtraction_expr</a>&gt; stan::gm::subtraction</td>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00163">163</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::transformed_data_origin = 2</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00371">371</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::transformed_parameter_origin = 4</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00373">373</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1transpose__expr.html">transpose_expr</a>&gt; stan::gm::transpose_f</td>
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+      </table>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00341">341</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1unscope__locals.html">unscope_locals</a>&gt; stan::gm::unscope_locals_f</td>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00334">334</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html">validate_allow_sample</a>&gt; stan::gm::validate_allow_sample_f</td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00425">425</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1validate__assignment.html">validate_assignment</a>&gt; stan::gm::validate_assignment_f</td>
+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00158">158</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1validate__expr__type2.html">validate_expr_type2</a>&gt; stan::gm::validate_expr_type2_f</td>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00067">67</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1validate__expr__type.html">validate_expr_type</a>&gt; stan::gm::validate_expr_type_f</td>
+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00423">423</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00409">409</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+          <td class="memname">boost::phoenix::function&lt;<a class="el" href="structstan_1_1gm_1_1validate__int__expr3.html">validate_int_expr3</a>&gt; stan::gm::validate_int_expr3_f</td>
+        </tr>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00407">407</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00295">295</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00061">61</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1stan__csv__reader.html">stan_csv_reader</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reads from a Stan output csv file.  <a href="classstan_1_1io_1_1stan__csv__reader.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1var__context.html">var_context</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A <code>var_reader</code> reads array variables of integer and floating point type by name and dimension.  <a href="classstan_1_1io_1_1var__context.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html">writer</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from constrained to a sequence of constrained variables.  <a href="classstan_1_1io_1_1writer.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aefe8bb54168558ab08f140cb2886f1e3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#aefe8bb54168558ab08f140cb2886f1e3">pad_help_option</a> (std::ostream *o, const std::string &amp;option=&quot;&quot;, unsigned int width=20)</td></tr>
+<tr class="memdesc:aefe8bb54168558ab08f140cb2886f1e3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Print help option with padding.  <a href="#aefe8bb54168558ab08f140cb2886f1e3"></a><br/></td></tr>
+<tr class="separator:aefe8bb54168558ab08f140cb2886f1e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6a7173ea51d2f2c2dc710d3a846fc732"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a6a7173ea51d2f2c2dc710d3a846fc732">print_help_helper</a> (std::ostream *o, const std::string &amp;key_val, const std::string &amp;msg, const std::string &amp;note=&quot;&quot;)</td></tr>
+<tr class="memdesc:a6a7173ea51d2f2c2dc710d3a846fc732"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints single print option to output ptr if non-null.  <a href="#a6a7173ea51d2f2c2dc710d3a846fc732"></a><br/></td></tr>
+<tr class="separator:a6a7173ea51d2f2c2dc710d3a846fc732"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0b47261532cf7c027e939aca02088c06"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06">print_help_option</a> (std::ostream *o, const std::string &amp;key, const std::string &amp;value_type, const std::string &amp;msg, const std::string &amp;note=&quot;&quot;)</td></tr>
+<tr class="memdesc:a0b47261532cf7c027e939aca02088c06"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints single print option to output ptr if non-null.  <a href="#a0b47261532cf7c027e939aca02088c06"></a><br/></td></tr>
+<tr class="separator:a0b47261532cf7c027e939aca02088c06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#aec5638401c1a9174c2a1755dbb9b9a1c">cmd_line::bare&lt; std::string &gt;</a> (size_t n, std::string &amp;x) const </td></tr>
+<tr class="separator:aec5638401c1a9174c2a1755dbb9b9a1c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6717f7e0267a49b9c35e24aa6183236a"><td class="memTemplParams" colspan="2">template&lt;&gt; </td></tr>
+<tr class="memitem:a6717f7e0267a49b9c35e24aa6183236a"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a6717f7e0267a49b9c35e24aa6183236a">cmd_line::val&lt; std::string &gt;</a> (const std::string &amp;key, std::string &amp;x) const </td></tr>
+<tr class="separator:a6717f7e0267a49b9c35e24aa6183236a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a56441daea55f49d4bcb168b30d7313f0"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html#a56441daea55f49d4bcb168b30d7313f0">utc_time_string</a> ()</td></tr>
+<tr class="memdesc:a56441daea55f49d4bcb168b30d7313f0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the current coordinated universal time (UTC) as a string.  <a href="#a56441daea55f49d4bcb168b30d7313f0"></a><br/></td></tr>
+<tr class="separator:a56441daea55f49d4bcb168b30d7313f0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Input/output utilities. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="aec5638401c1a9174c2a1755dbb9b9a1c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1io_1_1cmd__line.html#a3879e1290c19f6580ee0285dc1625675">stan::io::cmd_line::bare</a>&lt; std::string &gt; </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00274">274</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6717f7e0267a49b9c35e24aa6183236a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool <a class="el" href="classstan_1_1io_1_1cmd__line.html#a44c058f7d1a236d9fdc95720191e8bd2">stan::io::cmd_line::val</a>&lt; std::string &gt; </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>key</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00284">284</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aefe8bb54168558ab08f140cb2886f1e3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::pad_help_option </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>option</em> = <code>&quot;&quot;</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
+          <td class="paramname"><em>width</em> = <code>20</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Print help option with padding. </p>
+<p>Print 2 spaces, the specified help option, then pad to the specified width with spaces. If there is not room for at least 2 padding spaces, start a new line and pad out to width.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">option</td><td>Option to print (default to empty string). </td></tr>
+    <tr><td class="paramname">width</td><td>Width of option (defaults to 20). </td></tr>
+    <tr><td class="paramname">o</td><td>Output stream ptr, default to null </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00027">27</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6a7173ea51d2f2c2dc710d3a846fc732"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::print_help_helper </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>key_val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>note</em> = <code>&quot;&quot;</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Prints single print option to output ptr if non-null. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">o</td><td></td></tr>
+    <tr><td class="paramname">key_val</td><td></td></tr>
+    <tr><td class="paramname">msg</td><td></td></tr>
+    <tr><td class="paramname">note</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00049">49</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0b47261532cf7c027e939aca02088c06"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::io::print_help_option </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>key</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>value_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>note</em> = <code>&quot;&quot;</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Prints single print option to output ptr if non-null. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">o</td><td></td></tr>
+    <tr><td class="paramname">key</td><td></td></tr>
+    <tr><td class="paramname">value_type</td><td></td></tr>
+    <tr><td class="paramname">msg</td><td></td></tr>
+    <tr><td class="paramname">note</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cmd__line_8hpp_source.html#l00074">74</a> of file <a class="el" href="cmd__line_8hpp_source.html">cmd_line.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a56441daea55f49d4bcb168b30d7313f0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::io::utc_time_string </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the current coordinated universal time (UTC) as a string. </p>
+<p>Output is of the form "Fri Feb 24 21:15:36 2012"</p>
+<dl class="section return"><dt>Returns</dt><dd>String representation of current UTC. </dd></dl>
+
+<p>Definition at line <a class="el" href="io_2util_8hpp_source.html#l00018">18</a> of file <a class="el" href="io_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="#typedef-members">Typedefs</a> &#124;
+<a href="#func-members">Functions</a> &#124;
+<a href="#var-members">Variables</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math Namespace Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Matrices and templated mathematical functions.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:ab773773e2db53015eb48ab1730816fb5"><td class="mdescLeft">&#160;</td><td class="mdescRight">The natural logarithm of 10, <img class="formulaInl" alt="$ \log 10 $" src="form_107.png"/>.  <a href="#ab773773e2db53015eb48ab1730816fb5"></a><br/></td></tr>
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+<tr class="memdesc:a7f2ac8ebf3095e9934715bb34f0669b3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Positive infinity.  <a href="#a7f2ac8ebf3095e9934715bb34f0669b3"></a><br/></td></tr>
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+<tr class="memitem:aa37d0f67f02e0a0b5797ed9f4df56bfb"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa37d0f67f02e0a0b5797ed9f4df56bfb">NEGATIVE_INFTY</a> = - std::numeric_limits&lt;double&gt;::infinity()</td></tr>
+<tr class="memdesc:aa37d0f67f02e0a0b5797ed9f4df56bfb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Negative infinity.  <a href="#aa37d0f67f02e0a0b5797ed9f4df56bfb"></a><br/></td></tr>
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+<tr class="memitem:a9cf147700a2e38335abc618b2c913b8a"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9cf147700a2e38335abc618b2c913b8a">NOT_A_NUMBER</a> = std::numeric_limits&lt;double&gt;::quiet_NaN()</td></tr>
+<tr class="memdesc:a9cf147700a2e38335abc618b2c913b8a"><td class="mdescLeft">&#160;</td><td class="mdescRight">(Quiet) not-a-number value.  <a href="#a9cf147700a2e38335abc618b2c913b8a"></a><br/></td></tr>
+<tr class="separator:a9cf147700a2e38335abc618b2c913b8a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5ffd625c2083751d7ccabb7dbe39cbe0"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a5ffd625c2083751d7ccabb7dbe39cbe0">EPSILON</a> = std::numeric_limits&lt;double&gt;::epsilon()</td></tr>
+<tr class="memdesc:a5ffd625c2083751d7ccabb7dbe39cbe0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Smallest positive value.  <a href="#a5ffd625c2083751d7ccabb7dbe39cbe0"></a><br/></td></tr>
+<tr class="separator:a5ffd625c2083751d7ccabb7dbe39cbe0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1dcea3a9752d079c9f972040b873b704"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1dcea3a9752d079c9f972040b873b704">NEGATIVE_EPSILON</a> = - std::numeric_limits&lt;double&gt;::epsilon()</td></tr>
+<tr class="memdesc:a1dcea3a9752d079c9f972040b873b704"><td class="mdescLeft">&#160;</td><td class="mdescRight">Largest negative value (i.e., smallest absolute value).  <a href="#a1dcea3a9752d079c9f972040b873b704"></a><br/></td></tr>
+<tr class="separator:a1dcea3a9752d079c9f972040b873b704"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a177764626d2378e0d7bdfb26aac187b6"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a177764626d2378e0d7bdfb26aac187b6">LOG_PI_OVER_FOUR</a> = std::log(boost::math::constants::pi&lt;double&gt;()) / 4.0</td></tr>
+<tr class="separator:a177764626d2378e0d7bdfb26aac187b6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a935530f53a026ebb80fcd9006059e9c8"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">TWO_OVER_SQRT_PI</a> = 2.0 / std::sqrt(boost::math::constants::pi&lt;double&gt;())</td></tr>
+<tr class="separator:a935530f53a026ebb80fcd9006059e9c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a344504ea0c1f4f956c85ea8027a07ba9"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a344504ea0c1f4f956c85ea8027a07ba9">NEG_TWO_OVER_SQRT_PI</a> = -<a class="el" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">TWO_OVER_SQRT_PI</a></td></tr>
+<tr class="separator:a344504ea0c1f4f956c85ea8027a07ba9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a44d54686aa26009d0e9101be42afd877"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a44d54686aa26009d0e9101be42afd877">INV_SQRT_TWO_PI</a> = 1.0 / std::sqrt(2.0 * boost::math::constants::pi&lt;double&gt;())</td></tr>
+<tr class="separator:a44d54686aa26009d0e9101be42afd877"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aece739c5a2672028f0c7848045b89f08"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aece739c5a2672028f0c7848045b89f08">CONSTRAINT_TOLERANCE</a> = 1E-8</td></tr>
+<tr class="memdesc:aece739c5a2672028f0c7848045b89f08"><td class="mdescLeft">&#160;</td><td class="mdescRight">The tolerance for checking arithmetic bounds In rank and in simplexes.  <a href="#aece739c5a2672028f0c7848045b89f08"></a><br/></td></tr>
+<tr class="separator:aece739c5a2672028f0c7848045b89f08"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Matrices and templated mathematical functions. </p>
+</div><h2 class="groupheader">Typedef Documentation</h2>
+<a class="anchor" id="ac1a24821b475ee296830ebac12f70460"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt; <a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">stan::math::matrix_d</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Type for matrix of double values. </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2typedefs_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac105e584e4ed2d24a5c3a40df4d94697"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double,1,Eigen::Dynamic&gt; <a class="el" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697">stan::math::row_vector_d</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Type for (row) vector of double values. </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2typedefs_8hpp_source.html#l00031">31</a> of file <a class="el" href="math_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa29284c242450c2000920599105e4eb0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;::Index <a class="el" href="namespacestan_1_1math.html#aa29284c242450c2000920599105e4eb0">stan::math::size_type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2typedefs_8hpp_source.html#l00010">10</a> of file <a class="el" href="math_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0c7ab54df86be3a3d61e58623c210d86"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double,Eigen::Dynamic,1&gt; <a class="el" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86">stan::math::vector_d</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Type for (column) vector of double values. </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2typedefs_8hpp_source.html#l00024">24</a> of file <a class="el" href="math_2matrix_2typedefs_8hpp_source.html">typedefs.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="aeb4764556637084eee528b45d8eaa767"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::abs </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return floating-point absolute value. </p>
+<p>Delegates to <code>fabs(double)</code> rather than <code>std::abs(int)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>scalar </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>absolute value of scalar </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2abs_8hpp_source.html#l00019">19</a> of file <a class="el" href="math_2functions_2abs_8hpp_source.html">abs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d4b97f71328d3de40de286ec6e3754e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R,C&gt; stan::math::add </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sum of the specified matrices. </p>
+<p>The two matrices must have the same dimensions. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Scalar type of first matrix. </td></tr>
+    <tr><td class="paramname">T2</td><td>Scalar type of second matrix. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of matrices. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of matrices. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m1</td><td>First matrix. </td></tr>
+    <tr><td class="paramname">m2</td><td>Second matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sum of the matrices. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if m1 and m2 do not have the same dimensions. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="add_8hpp_source.html#l00027">27</a> of file <a class="el" href="add_8hpp_source.html">add.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa92ade0aeac74c8366b8c210446324a1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R,C&gt; stan::math::add </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sum of the specified matrix and specified scalar. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Scalar type of matrix. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">c</td><td>Scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The matrix plus the scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="add_8hpp_source.html#l00049">49</a> of file <a class="el" href="add_8hpp_source.html">add.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4cbcb4a48d3284e93afe13093412683"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R,C&gt; stan::math::add </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sum of the specified scalar and specified matrix. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T2</td><td>Scalar type of matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Scalar. </td></tr>
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The scalar plus the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="add_8hpp_source.html#l00070">70</a> of file <a class="el" href="add_8hpp_source.html">add.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ad1c484220022b3abfb79c16d1d7f72"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::as_bool </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the argument is unequal to zero and 0 otherwise. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>1 if argument is equal to zero and 0 otherwise. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2as__bool_8hpp_source.html#l00014">14</a> of file <a class="el" href="math_2functions_2as__bool_8hpp_source.html">as_bool.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a86b5156aa25d21592dbd3624aae1ea39"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int <a class="el" href="namespacestan_1_1math.html#a6ad1c484220022b3abfb79c16d1d7f72">stan::math::as_bool</a>&lt; int &gt; </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return an integer with an equivalent boolean value to specified input. </p>
+<p>For integers, this reduces to the identity function.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The value. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2as__bool_8hpp_source.html#l00026">26</a> of file <a class="el" href="math_2functions_2as__bool_8hpp_source.html">as_bool.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f394c15ea3eb97743382631f91801cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename LHS , typename RHS &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::assign </td>
+          <td>(</td>
+          <td class="paramtype">LHS &amp;&#160;</td>
+          <td class="paramname"><em>lhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const RHS &amp;&#160;</td>
+          <td class="paramname"><em>rhs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Copy the right-hand side's value to the left-hand side variable. </p>
+<p>The <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> function is overloaded. This instance will match arguments where the right-hand side is assignable to the left and they are not both <code>std::vector</code> or <code>Eigen::Matrix</code> types.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">LHS</td><td>Type of left-hand side. </td></tr>
+    <tr><td class="paramname">RHS</td><td>Type of right-hand side. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lhs</td><td>Left-hand side. </td></tr>
+    <tr><td class="paramname">rhs</td><td>Right-hand side. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="assign_8hpp_source.html#l00039">39</a> of file <a class="el" href="assign_8hpp_source.html">assign.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5371f0f914e9b79a0700577e5557c0b7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename LHS , typename RHS , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::assign </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; LHS, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; RHS, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Copy the right-hand side's value to the left-hand side variable. </p>
+<p>The <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> function is overloaded. This instance will be called for arguments that are both <code>Eigen::Matrix</code> types, but whose shapes are not compatible. The shapes are specified in the row and column template parameters.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">LHS</td><td>Type of left-hand side matrix elements. </td></tr>
+    <tr><td class="paramname">RHS</td><td>Type of right-hand side matrix elements. </td></tr>
+    <tr><td class="paramname">R1</td><td>Row shape of left-hand side matrix. </td></tr>
+    <tr><td class="paramname">C1</td><td>Column shape of left-hand side matrix. </td></tr>
+    <tr><td class="paramname">R2</td><td>Row shape of right-hand side matrix. </td></tr>
+    <tr><td class="paramname">C2</td><td>Column shape of right-hand side matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Left-hand side matrix. </td></tr>
+    <tr><td class="paramname">y</td><td>Right-hand side matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sizes do not match. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="assign_8hpp_source.html#l00065">65</a> of file <a class="el" href="assign_8hpp_source.html">assign.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0a80c719463c4e3caa03df731e2c2cb9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename LHS , typename RHS , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::assign </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; LHS, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; RHS, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Copy the right-hand side's value to the left-hand side variable. </p>
+<p>The <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> function is overloaded. This instance will be called for arguments that are both <code>Eigen::Matrix</code> types and whose shapes match. The shapes are specified in the row and column template parameters.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">LHS</td><td>Type of left-hand side matrix elements. </td></tr>
+    <tr><td class="paramname">RHS</td><td>Type of right-hand side matrix elements. </td></tr>
+    <tr><td class="paramname">R</td><td>Row shape of both matrices. </td></tr>
+    <tr><td class="paramname">C</td><td>Column shape of both mtarices. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Left-hand side matrix. </td></tr>
+    <tr><td class="paramname">y</td><td>Right-hand side matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sizes do not match. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="assign_8hpp_source.html#l00096">96</a> of file <a class="el" href="assign_8hpp_source.html">assign.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa4af3a90ad3b5ec1507dfc1823fdb8da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename LHS , typename RHS , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::assign </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Block&lt; LHS &gt;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; RHS, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Copy the right-hand side's value to the left-hand side variable. </p>
+<p>The <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> function is overloaded. This instance will be called for arguments that are both <code>Eigen::Matrix</code> types and whose shapes match. The shape of the right-hand side matrix is specified in the row and column shape template parameters.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">LHS</td><td>Type of matrix block elements. </td></tr>
+    <tr><td class="paramname">RHS</td><td>Type of right-hand side matrix elements. </td></tr>
+    <tr><td class="paramname">R</td><td>Row shape for right-hand side matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column shape for right-hand side matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Left-hand side block view of matrix. </td></tr>
+    <tr><td class="paramname">y</td><td>Right-hand side matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sizes do not match. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="assign_8hpp_source.html#l00123">123</a> of file <a class="el" href="assign_8hpp_source.html">assign.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2c6dec98c71fd478c2ee16bc274b464d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename LHS , typename RHS &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::assign </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; LHS &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; RHS &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Copy the right-hand side's value to the left-hand side variable. </p>
+<p>The <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> function is overloaded. This instance will be called for arguments that are both <code>std::vector</code>, and will call <code><a class="el" href="namespacestan_1_1math.html#a5f394c15ea3eb97743382631f91801cf" title="Copy the right-hand side&#39;s value to the left-hand side variable.">assign()</a></code> element-by element.</p>
+<p>For example, a <code>std::vector&lt;int&gt;</code> can be assigned to a <code>std::vector&lt;double&gt;</code> using this function.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">LHS</td><td>Type of left-hand side vector elements. </td></tr>
+    <tr><td class="paramname">RHS</td><td>Type of right-hand side vector elements. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Left-hand side vector. </td></tr>
+    <tr><td class="paramname">y</td><td>Right-hand side vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sizes do not match. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="assign_8hpp_source.html#l00153">153</a> of file <a class="el" href="assign_8hpp_source.html">assign.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aebfb3835848bd8550192cd5e090d3b5a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T2 stan::math::bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2bessel__first__kind_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2bessel__first__kind_8hpp_source.html">bessel_first_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a645ce13c6454913ec39be807751604dc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T2 stan::math::bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2bessel__second__kind_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2bessel__second__kind_8hpp_source.html">bessel_second_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="add2a043f562537b8cc57bb35780ac5b5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::binary_log_loss </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y_hat</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log loss function for binary classification with specified reference and response values. </p>
+<p>The log loss function for prediction <img class="formulaInl" alt="$\hat{y} \in [0, 1]$" src="form_108.png"/> given outcome <img class="formulaInl" alt="$y \in \{ 0, 1 \}$" src="form_109.png"/> is</p>
+<p><img class="formulaInl" alt="$\mbox{logloss}(1,\hat{y}) = -\log \hat{y} $" src="form_110.png"/>, and</p>
+<p><img class="formulaInl" alt="$\mbox{logloss}(0,\hat{y}) = -\log (1 - \hat{y}) $" src="form_111.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Reference value in { 0 , 1 }. </td></tr>
+    <tr><td class="paramname">y_hat</td><td>Response value in [0,1]. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Log loss for response given reference value. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2binary__log__loss_8hpp_source.html#l00026">26</a> of file <a class="el" href="math_2functions_2binary__log__loss_8hpp_source.html">binary_log_loss.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a27dad23d38c6d5e74c65e7571c70272e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_N , typename T_n &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_N, T_n&gt;::type stan::math::binomial_coefficient_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_N&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_n&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the log of the binomial coefficient for the specified arguments. </p>
+<p>The binomial coefficient, <img class="formulaInl" alt="${N \choose n}$" src="form_112.png"/>, read "N choose n", is defined for <img class="formulaInl" alt="$0 \leq n \leq N$" src="form_113.png"/> by</p>
+<p><img class="formulaInl" alt="${N \choose n} = \frac{N!}{n! (N-n)!}$" src="form_114.png"/>.</p>
+<p>This function uses Gamma functions to define the log and generalize the arguments to continuous N and n.</p>
+<p><img class="formulaInl" alt="$ \log {N \choose n} = \log \ \Gamma(N+1) - \log \Gamma(n+1) - \log \Gamma(N-n+1)$" src="form_115.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">N</td><td>total number of objects. </td></tr>
+    <tr><td class="paramname">n</td><td>number of objects chosen. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>log (N choose n). </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html#l00031">31</a> of file <a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">binomial_coefficient_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af163dfd071f1cff0297b7418156563a8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::block </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>nrows</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>ncols</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a nrows x ncols submatrix starting at (i-1,j-1). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix </td></tr>
+    <tr><td class="paramname">i</td><td>Starting row </td></tr>
+    <tr><td class="paramname">j</td><td>Starting column </td></tr>
+    <tr><td class="paramname">nrows</td><td>Number of rows in block </td></tr>
+    <tr><td class="paramname">ncols</td><td>Number of columns in block </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="block_8hpp_source.html#l00023">23</a> of file <a class="el" href="block_8hpp_source.html">block.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a244fb67601cb568b79137450f934047b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_bounded </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__bounded_8hpp_source.html#l00068">68</a> of file <a class="el" href="check__bounded_8hpp_source.html">check_bounded.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1e00f0db84045333d946bb2a49b924ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_bounded </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__bounded_8hpp_source.html#l00079">79</a> of file <a class="el" href="check__bounded_8hpp_source.html">check_bounded.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ea62b7ae38dc4b6a84bfe90f72b1fc9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cholesky_factor </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a valid Cholesky factor. </p>
+<p>A Cholesky factor is a lower triangular matrix whose diagonal elements are all positive. Note that Cholesky factors need not be square, but require at least as many rows M as columns N (i.e., M &gt;= N).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a valid Cholesky factor. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of elements of Cholesky factor </td></tr>
+    <tr><td class="paramname">T_result</td><td>Type of result. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__cholesky__factor_8hpp_source.html#l00030">30</a> of file <a class="el" href="check__cholesky__factor_8hpp_source.html">check_cholesky_factor.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab78172933a2bd63bdd511f062564a505"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cholesky_factor </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__cholesky__factor_8hpp_source.html#l00051">51</a> of file <a class="el" href="check__cholesky__factor_8hpp_source.html">check_cholesky_factor.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a63e498bfd9699c99b57b207e2869023a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cholesky_factor </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a valid Cholesky factor (lower triangular, positive diagonal). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td>Name of function. </td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">result</td><td>Pointer into which to write result. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a valid Cholesky factor. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of elements of Cholesky factor </td></tr>
+    <tr><td class="paramname">T_result</td><td>Type of result. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__cholesky__factor_8hpp_source.html#l00071">71</a> of file <a class="el" href="check__cholesky__factor_8hpp_source.html">check_cholesky_factor.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1bba6a9591ff4834950d8819d17ec105"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cholesky_factor </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__cholesky__factor_8hpp_source.html#l00078">78</a> of file <a class="el" href="check__cholesky__factor_8hpp_source.html">check_cholesky_factor.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8987da44a92a90edb79fd84fd39e39d3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_consistent_size </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>max_size</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__consistent__size_8hpp_source.html#l00011">11</a> of file <a class="el" href="check__consistent__size_8hpp_source.html">check_consistent_size.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac0e0ad1687b604c6f0667a12922a2545"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_consistent_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__consistent__sizes_8hpp_source.html#l00012">12</a> of file <a class="el" href="check__consistent__sizes_8hpp_source.html">check_consistent_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0a4c9f7aec5e75731b7e3d0c33a758b6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_consistent_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__consistent__sizes_8hpp_source.html#l00025">25</a> of file <a class="el" href="check__consistent__sizes_8hpp_source.html">check_consistent_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1244db32f5cb1447091b8f7965fe09d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 , typename T4 , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_consistent_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T4 &amp;&#160;</td>
+          <td class="paramname"><em>x4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__consistent__sizes_8hpp_source.html#l00040">40</a> of file <a class="el" href="check__consistent__sizes_8hpp_source.html">check_consistent_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a19892bf98f113034430413117fddd012"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_corr_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a valid correlation matrix. </p>
+<p>A valid correlation matrix is symmetric, has a unit diagonal (all 1 values), and has all values between -1 and 1 (inclussive).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the specified matrix is a valid correlation matrix. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__corr__matrix_8hpp_source.html#l00032">32</a> of file <a class="el" href="check__corr__matrix_8hpp_source.html">check_corr_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad32dc573d6046854e39913596554961b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_corr_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__corr__matrix_8hpp_source.html#l00062">62</a> of file <a class="el" href="check__corr__matrix_8hpp_source.html">check_corr_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a90326b7bfecdcd28d2555c001ca7cf0f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a valid covariance matrix. </p>
+<p>A valid covariance matrix must be square, symmetric, and positive definite.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a valid covariance matrix. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__cov__matrix_8hpp_source.html#l00029">29</a> of file <a class="el" href="check__cov__matrix_8hpp_source.html">check_cov_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf9d505abaaf8ae26ad366f51d71fbd8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__cov__matrix_8hpp_source.html#l00048">48</a> of file <a class="el" href="check__cov__matrix_8hpp_source.html">check_cov_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aea06d3b49639cdd7f4eee1a9e21d01a0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_covar , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a valid covariance matrix. </p>
+<p>A valid covariance matrix must be symmetric and positive definite.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">Sigma</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a valid covariance matrix. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__cov__matrix_8hpp_source.html#l00070">70</a> of file <a class="el" href="check__cov__matrix_8hpp_source.html">check_cov_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac60a94eb57a3b80ccdb54d75a38d5aa4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__cov__matrix_8hpp_source.html#l00085">85</a> of file <a class="el" href="check__cov__matrix_8hpp_source.html">check_cov_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af6feab878b8ff447121df2e6a9461680"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_finite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the variable y is finite. </p>
+
+<p>Definition at line <a class="el" href="check__finite_8hpp_source.html#l00049">49</a> of file <a class="el" href="check__finite_8hpp_source.html">check_finite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a46c87d5d26732e2860ae58d00f4fdff2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_finite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__finite_8hpp_source.html#l00058">58</a> of file <a class="el" href="check__finite_8hpp_source.html">check_finite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aada3014caf18d49104f7d63d0d6ea15e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_greater </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__greater_8hpp_source.html#l00056">56</a> of file <a class="el" href="check__greater_8hpp_source.html">check_greater.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaaf1c4b2de4ed60a01fe919a0b3655fd"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T_y , typename T_low &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_greater </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__greater_8hpp_source.html#l00065">65</a> of file <a class="el" href="check__greater_8hpp_source.html">check_greater.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adbb58d3f6d9657f8488bc74a6db0a056"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_greater_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__greater__or__equal_8hpp_source.html#l00056">56</a> of file <a class="el" href="check__greater__or__equal_8hpp_source.html">check_greater_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abe66408d89f69a9d59b13d7c3d73423b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_greater_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>low</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__greater__or__equal_8hpp_source.html#l00065">65</a> of file <a class="el" href="check__greater__or__equal_8hpp_source.html">check_greater_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7187754b7dfb0727664c3bed40ccf7b4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_high , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_less </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__less_8hpp_source.html#l00055">55</a> of file <a class="el" href="check__less_8hpp_source.html">check_less.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a359cf57677ad750cbe12441ba34df391"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_high &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_less </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__less_8hpp_source.html#l00064">64</a> of file <a class="el" href="check__less_8hpp_source.html">check_less.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1c5a1e6a543017c50d64bcdd9d53bd83"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_high , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_less_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__less__or__equal_8hpp_source.html#l00050">50</a> of file <a class="el" href="check__less__or__equal_8hpp_source.html">check_less_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adaaa5ed482610e1a8c0477cdd60e8033"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_high &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_less_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>high</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__less__or__equal_8hpp_source.html#l00059">59</a> of file <a class="el" href="check__less__or__equal_8hpp_source.html">check_less_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a54f45f5cee19ad65fdd516e1b855d0fe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_lower_triangular </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is lower triangular. </p>
+<p>A matrix x is not lower triangular if there is a non-zero entry x[m,n] with m &lt; n.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is symmetric. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__lower__triangular_8hpp_source.html#l00026">26</a> of file <a class="el" href="check__lower__triangular_8hpp_source.html">check_lower_triangular.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5cd9fc9fd09527b5b8adf811d3d5b5e5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_lower_triangular </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__lower__triangular_8hpp_source.html#l00046">46</a> of file <a class="el" href="check__lower__triangular_8hpp_source.html">check_lower_triangular.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a68e2e1e4423183dabe9e5cdad6bee6c2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_nonnegative </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__nonnegative_8hpp_source.html#l00046">46</a> of file <a class="el" href="check__nonnegative_8hpp_source.html">check_nonnegative.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a88d0fc72c0c2a6612f355cd48ddffab8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_nonnegative </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__nonnegative_8hpp_source.html#l00054">54</a> of file <a class="el" href="check__nonnegative_8hpp_source.html">check_nonnegative.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aee36bc9bba89bed1d1568d20046cd3da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_not_nan </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Checks if the variable y is nan. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td>Name of function being invoked. </td></tr>
+    <tr><td class="paramname">y</td><td>Reference to variable being tested. </td></tr>
+    <tr><td class="paramname">name</td><td>Name of variable being tested. </td></tr>
+    <tr><td class="paramname">result</td><td>Pointer to resulting value after test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of variable being tested. </td></tr>
+    <tr><td class="paramname">T_result</td><td>Type of result returned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__not__nan_8hpp_source.html#l00054">54</a> of file <a class="el" href="check__not__nan_8hpp_source.html">check_not_nan.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d490dd2ffa3a5775cfd4f5347111505"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_not_nan </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__not__nan_8hpp_source.html#l00064">64</a> of file <a class="el" href="check__not__nan_8hpp_source.html">check_not_nan.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a55bd442a2e6c56c40d7b60d0079ac8a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_ordered </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified vector is sorted into increasing order. </p>
+<p>There may be duplicate values. Otherwise, raise a domain error according to the specified policy.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Vector to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the vector has positive, ordered values. </dd></dl>
+
+<p>Definition at line <a class="el" href="check__ordered_8hpp_source.html#l00025">25</a> of file <a class="el" href="check__ordered_8hpp_source.html">check_ordered.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a69935f4ef1aad90e6a48c49ba945efc2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_ordered </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__ordered_8hpp_source.html#l00050">50</a> of file <a class="el" href="check__ordered_8hpp_source.html">check_ordered.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa543443cb0c96a44613255c83d593a86"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_pos_definite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is positive definite. </p>
+<p>NOTE: symmetry is NOT checked by this function</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is positive definite. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html#l00026">26</a> of file <a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">check_pos_definite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa38f7f1aacfd755763e5b00af14ff9b6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_pos_definite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html#l00055">55</a> of file <a class="el" href="math_2error__handling_2matrix_2check__pos__definite_8hpp_source.html">check_pos_definite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7341142ee291b13f1ad04152a37f974f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_pos_semidefinite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is positive definite. </p>
+<p>NOTE: symmetry is NOT checked by this function</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is positive semi-definite. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__pos__semidefinite_8hpp_source.html#l00026">26</a> of file <a class="el" href="check__pos__semidefinite_8hpp_source.html">check_pos_semidefinite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9a161786def6581011502056d92c021"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_pos_semidefinite </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__pos__semidefinite_8hpp_source.html#l00053">53</a> of file <a class="el" href="check__pos__semidefinite_8hpp_source.html">check_pos_semidefinite.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a573ec8402d9e6928596057ee179a96a9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_positive </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__positive_8hpp_source.html#l00048">48</a> of file <a class="el" href="check__positive_8hpp_source.html">check_positive.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac07e0ff96981b93a266298e6c9343395"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_positive </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__positive_8hpp_source.html#l00056">56</a> of file <a class="el" href="check__positive_8hpp_source.html">check_positive.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a953ca730fb62ef45047f2a73c0f84a88"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_positive_ordered </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified vector contains only non-negative values and is sorted into increasing order. </p>
+<p>There may be duplicate values. Otherwise, raise a domain error according to the specified policy.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Vector to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the vector has positive, ordered values. </dd></dl>
+
+<p>Definition at line <a class="el" href="check__positive__ordered_8hpp_source.html#l00025">25</a> of file <a class="el" href="check__positive__ordered_8hpp_source.html">check_positive_ordered.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a153b3fac80bd9f9739f87cfccb7eb870"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_positive_ordered </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__positive__ordered_8hpp_source.html#l00059">59</a> of file <a class="el" href="check__positive__ordered_8hpp_source.html">check_positive_ordered.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1220906f5cf5892f9867a4b9bcec08c9"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::check_range </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>max</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__range_8hpp_source.html#l00030">30</a> of file <a class="el" href="check__range_8hpp_source.html">check_range.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4cbbf2c5799c876b8b5a40a6be59fad4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob , typename T_result &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_simplex </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified vector is simplex. </p>
+<p>To be a simplex, all values must be greater than or equal to 0 and the values must sum to 1.</p>
+<p>The test that the values sum to 1 is done to within the tolerance specified by <code>CONSTRAINT_TOLERANCE</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">theta</td><td>Vector to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the vector is a simplex. </dd></dl>
+
+<p>Definition at line <a class="el" href="check__simplex_8hpp_source.html#l00027">27</a> of file <a class="el" href="check__simplex_8hpp_source.html">check_simplex.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac5371fc49b7503afbe9a49867fc5d075"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_simplex </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__simplex_8hpp_source.html#l00067">67</a> of file <a class="el" href="check__simplex_8hpp_source.html">check_simplex.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa604267d7189b6fde0be2c83f03f60f8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_size1 , typename T_size2 , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_size_match </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_size1&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_size2&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name_j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__size__match_8hpp_source.html#l00013">13</a> of file <a class="el" href="check__size__match_8hpp_source.html">check_size_match.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7db9ba4076101c008a4164d1f4f0881d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_size1 , typename T_size2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_size_match </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_size1&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_size2&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name_j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_size1 *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__size__match_8hpp_source.html#l00034">34</a> of file <a class="el" href="check__size__match_8hpp_source.html">check_size_match.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1f953f345a5fc4d4258d65c9fd494d0d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_spsd_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is a square, symmetric, and positive semi-definite. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a square, symmetric, and positive semi-definite. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__spsd__matrix_8hpp_source.html#l00029">29</a> of file <a class="el" href="check__spsd__matrix_8hpp_source.html">check_spsd_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a919b0ac7be6e9129159dcd57b5aaa229"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_spsd_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__spsd__matrix_8hpp_source.html#l00045">45</a> of file <a class="el" href="check__spsd__matrix_8hpp_source.html">check_spsd_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaa8e58058a05567645f7589f90f5acaf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_square </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is square. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is a square matrix. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__square_8hpp_source.html#l00026">26</a> of file <a class="el" href="check__square_8hpp_source.html">check_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a354049e8dec929a4b054b7e8db06a4fb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_square </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__square_8hpp_source.html#l00039">39</a> of file <a class="el" href="check__square_8hpp_source.html">check_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7d97aebea4cf628724dfd08030284bb2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_symmetric </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified matrix is symmetric. </p>
+<p>NOTE: squareness is not checked by this function</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">y</td><td>Matrix to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the matrix is symmetric. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="check__symmetric_8hpp_source.html#l00026">26</a> of file <a class="el" href="check__symmetric_8hpp_source.html">check_symmetric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8aebef4c723a2963977653559ebd2374"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_symmetric </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__symmetric_8hpp_source.html#l00055">55</a> of file <a class="el" href="check__symmetric_8hpp_source.html">check_symmetric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab722ab154aebf9a162df8e9bd4e3e42f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob , typename T_result &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_unit_vector </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return <code>true</code> if the specified vector is unit vector. </p>
+<p>The test that the values sum to 1 is done to within the tolerance specified by <code>CONSTRAINT_TOLERANCE</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">function</td><td></td></tr>
+    <tr><td class="paramname">theta</td><td>Vector to test. </td></tr>
+    <tr><td class="paramname">name</td><td></td></tr>
+    <tr><td class="paramname">result</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the vector is a unit vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="check__unit__vector_8hpp_source.html#l00025">25</a> of file <a class="el" href="check__unit__vector_8hpp_source.html">check_unit_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7496b0022b662c358931d1ab0458f60e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::check_unit_vector </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>result</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="check__unit__vector_8hpp_source.html#l00052">52</a> of file <a class="el" href="check__unit__vector_8hpp_source.html">check_unit_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abbcc91ff24e86fa318fe0f8a9111b4c5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::cholesky_decompose </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the lower-triangular Cholesky factor (i.e., matrix square root) of the specified square, symmetric matrix. </p>
+<p>The return value <img class="formulaInl" alt="$L$" src="form_135.png"/> will be a lower-traingular matrix such that the original matrix <img class="formulaInl" alt="$A$" src="form_136.png"/> is given by </p>
+<p><img class="formulaInl" alt="$A = L \times L^T$" src="form_137.png"/>. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Symmetrix matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Square root of matrix. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if m is not a symmetric matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="cholesky__decompose_8hpp_source.html#l00022">22</a> of file <a class="el" href="cholesky__decompose_8hpp_source.html">cholesky_decompose.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae497ca37fd7867fd11c4cd095c8aaa71"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::col </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified column of the specified matrix using start-at-1 indexing. </p>
+<p>This is equivalent to calling <code>m.col(i - 1)</code> and assigning the resulting template expression to a column vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">j</td><td>Column index (count from 1). </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Specified column of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="col_8hpp_source.html#l00024">24</a> of file <a class="el" href="col_8hpp_source.html">col.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a871bccc233a4dcd764ffece5a3f9a399"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::cols </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cols_8hpp_source.html#l00012">12</a> of file <a class="el" href="cols_8hpp_source.html">cols.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d03b34aa7329a68f31d1c7bc500c5c8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double, 1, C1&gt; stan::math::columns_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the vectors are not the same size or if they are both not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">columns_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af03701ff6420231890468e9881eb9245"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,C&gt; stan::math::columns_dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of each column of a matrix with itself. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>scalar type </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html#l00016">16</a> of file <a class="el" href="math_2matrix_2columns__dot__self_8hpp_source.html">columns_dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a62cc3a137ff3220bdd0137a52a4b9714"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">matrix_d</a> stan::math::crossprod </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_d &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of pre-multiplying a matrix by its own transpose. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Matrix to multiply. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transpose of M times M </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2crossprod_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2crossprod_8hpp_source.html">crossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7340f6be8ae1e121c6d854005560fef5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::cumulative_sum </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the cumulative sum of the specified vector. </p>
+<p>The cumulative sum of a vector of values </p>
+<div class="fragment"><div class="line"> is the</div>
+<div class="line"></div>
+<div class="line">@code x[0], x[1] + x[2], ..., x[1] + ,..., + x[x.size()-1] </div>
+</div><!-- fragment --><dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type of vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of values. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cumulative sum of values. </dd></dl>
+
+<p>Definition at line <a class="el" href="cumulative__sum_8hpp_source.html#l00023">23</a> of file <a class="el" href="cumulative__sum_8hpp_source.html">cumulative_sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="affab469ac332306aa00947f4a7c5d30b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R,C&gt; stan::math::cumulative_sum </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the cumulative sum of the specified matrix. </p>
+<p>The cumulative sum is of the same type as the input and has values defined by</p>
+<div class="fragment"><div class="line">x(0), x(1) + x(2), ..., x(1) + ,..., + x(x.size()-1) </div>
+</div><!-- fragment --><dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type of matrix. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix of values. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cumulative sum of values. </dd></dl>
+
+<p>Definition at line <a class="el" href="cumulative__sum_8hpp_source.html#l00049">49</a> of file <a class="el" href="cumulative__sum_8hpp_source.html">cumulative_sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab65e9ab0e6f725c7e11068b0be2af84f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the determinant of the specified square matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Determinant of the matrix. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if matrix is not square. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2determinant_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2determinant_8hpp_source.html">determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af970bc3201f476e84259e7ba2d4eb276"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::diag_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a square diagonal matrix with the specified vector of coefficients as the diagonal values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Diagonal matrix with vector as diagonal values. </dd></dl>
+
+<p>Definition at line <a class="el" href="diag__matrix_8hpp_source.html#l00018">18</a> of file <a class="el" href="diag__matrix_8hpp_source.html">diag_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a00896827d3247350178c86c0aed533f6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R1, C1&gt; stan::math::diag_post_multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__post__multiply_8hpp_source.html#l00013">13</a> of file <a class="el" href="diag__post__multiply_8hpp_source.html">diag_post_multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6159f8ffb5a37c394dff93781622f504"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R2, C2&gt; stan::math::diag_pre_multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="diag__pre__multiply_8hpp_source.html#l00013">13</a> of file <a class="el" href="diag__pre__multiply_8hpp_source.html">diag_pre_multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a877aa9df52c3a3f300a3d214c7bde64a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::diagonal </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a column vector of the diagonal elements of the specified matrix. </p>
+<p>The matrix is not required to be square. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Diagonal of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="diagonal_8hpp_source.html#l00018">18</a> of file <a class="el" href="diagonal_8hpp_source.html">diagonal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5eb54ce92709046c6d168e851d2481c7"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::digamma </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2digamma_8hpp_source.html#l00010">10</a> of file <a class="el" href="math_2functions_2digamma_8hpp_source.html">digamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2b9073e39033e56eb31344091f0170fd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::dims </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dims_8hpp_source.html#l00013">13</a> of file <a class="el" href="dims_8hpp_source.html">dims.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af95a2dcde478c06e3543511821618902"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::dims </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dims_8hpp_source.html#l00018">18</a> of file <a class="el" href="dims_8hpp_source.html">dims.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a467589eef4220a87d457c8a268a1fd5d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dims_8hpp_source.html#l00025">25</a> of file <a class="el" href="dims_8hpp_source.html">dims.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33777ee768c7032331ca8b92e5323384"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt; stan::math::dims </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dims_8hpp_source.html#l00034">34</a> of file <a class="el" href="dims_8hpp_source.html">dims.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae86020a972c6efc6b3407c3cfc30f4a6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dist </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="functions_2dist_8hpp_source.html#l00011">11</a> of file <a class="el" href="functions_2dist_8hpp_source.html">dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5b7a051fb294f63774525cb76bfb3fb9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T1&gt;::type stan::math::dist </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the distance between the specified vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the vectors are not the same size or if they are both not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix_2dist_8hpp_source.html#l00023">23</a> of file <a class="el" href="matrix_2dist_8hpp_source.html">dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a082ee76b34a2ea656d2c8ab9186c1a2b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C, typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_arithmetic&lt;T&gt;::value, Eigen::Matrix&lt;double, R, C&gt; &gt;::type stan::math::divide </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return specified matrix divided by specified scalar. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">R</td><td>Row type for matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type for matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">c</td><td>Scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Matrix divided by scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2divide_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2matrix_2divide_8hpp_source.html">divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5af45491b0f1852295f1c7ec0730294c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result , typename T_msg2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::dom_err </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_msg2&#160;</td>
+          <td class="paramname"><em>error_msg2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dom__err_8hpp_source.html#l00025">25</a> of file <a class="el" href="dom__err_8hpp_source.html">dom_err.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5114bd4a8397e21dd60cc596d24022fe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_result , typename T_msg2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::dom_err_vec </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_msg2&#160;</td>
+          <td class="paramname"><em>error_msg2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_result *&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dom__err__vec_8hpp_source.html#l00015">15</a> of file <a class="el" href="dom__err__vec_8hpp_source.html">dom_err_vec.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd3b73319bd8df9dad1d3902997d8e89"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dot_8hpp_source.html#l00011">11</a> of file <a class="el" href="dot_8hpp_source.html">dot.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8d73851895fb151fdf79e55bf33e98e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the vectors are not the same size or if they are both not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2dot__product_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a58da447df259e9e092e8fd910b338e1f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const double *&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double *&#160;</td>
+          <td class="paramname"><em>v2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>length</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified arrays of doubles. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First array. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second array. </td></tr>
+    <tr><td class="paramname">length</td><td>Length of both arrays. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2dot__product_8hpp_source.html#l00035">35</a> of file <a class="el" href="math_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7cd93708bf432b3bd3d284958972ede"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified arrays of doubles. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First array. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second array. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the vectors are not the same size. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2dot__product_8hpp_source.html#l00048">48</a> of file <a class="el" href="math_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8a6a4ef7c701db7984297d153580c8d4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2dot__self_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac81ab85d390fcb594884773a85fac657"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified vector with itself. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">R</td><td>number of rows or <code>Eigen::Dynamic</code> for dynamic </td></tr>
+    <tr><td class="paramname">C</td><td>number of rows or <code>Eigen::Dyanmic</code> for dynamic </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If v is not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2dot__self_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2dot__self_8hpp_source.html">dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3b650a0131d41167ef4837ecc7d02be5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::e </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the base of the natural logarithm. </p>
+<dl class="section return"><dt>Returns</dt><dd>Base of natural logarithm. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00086">86</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa37c65f508af7ad1d0b010aa5c932cbe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::eigenvalues_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the eigenvalues of the specified symmetric matrix in descending order of magnitude. </p>
+<p>This function is more efficient than the general eigenvalues function for symmetric matrices. </p>
+<p>See <code>eigen_decompose()</code> for more information. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Eigenvalues of matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="eigenvalues__sym_8hpp_source.html#l00022">22</a> of file <a class="el" href="eigenvalues__sym_8hpp_source.html">eigenvalues_sym.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9bd4729756e6ed00a35f1e4531444c13"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::eigenvectors_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="eigenvectors__sym_8hpp_source.html#l00013">13</a> of file <a class="el" href="eigenvectors__sym_8hpp_source.html">eigenvectors_sym.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c9262da41fbf44fefc9a66141a0759d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt; stan::math::elt_divide </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the elementwise division of the specified matrices matrices. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of scalars in first matrix. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of scalars in second matrix. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of both matrices. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of both matrices. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m1</td><td>First matrix </td></tr>
+    <tr><td class="paramname">m2</td><td>Second matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Elementwise division of matrices. </dd></dl>
+
+<p>Definition at line <a class="el" href="elt__divide_8hpp_source.html#l00025">25</a> of file <a class="el" href="elt__divide_8hpp_source.html">elt_divide.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a998e2dce5971bba8c059995797e22ba0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt; stan::math::elt_multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the elementwise multiplication of the specified matrices. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of scalars in first matrix. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of scalars in second matrix. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of both matrices. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of both matrices. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m1</td><td>First matrix </td></tr>
+    <tr><td class="paramname">m2</td><td>Second matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Elementwise product of matrices. </dd></dl>
+
+<p>Definition at line <a class="el" href="elt__multiply_8hpp_source.html#l00025">25</a> of file <a class="el" href="elt__multiply_8hpp_source.html">elt_multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac38f1fab5fe3e9b45c8c6e78ac3cc749"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int Rows, int Cols&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Rows,Cols&gt; stan::math::exp </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Rows, Cols &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the element-wise exponentiation of the matrix or vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>The matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>ret(i,j) = exp(m(i,j)) </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2exp_8hpp_source.html#l00016">16</a> of file <a class="el" href="math_2matrix_2exp_8hpp_source.html">exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0ef734d7c3b8ebd689012295bf826e94"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::exp2 </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the exponent base 2 of the specified argument (C99). </p>
+<p>The exponent base 2 function is defined by</p>
+<p><code>exp2(y) = pow(2.0,y)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Exponent base 2 of value. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2exp2_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2functions_2exp2_8hpp_source.html">exp2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a582d3c65ec66505882d2d1b740887ae8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::F32 </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>d</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>precision</em> = <code>1e-6</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00014">14</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac2df2a7019f7f68a915b3edab21921a1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2falling__factorial_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2falling__factorial_8hpp_source.html">falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7d2db622c0f83134b7f3ebd1eec3c1d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1, T2&gt;::type stan::math::fdim </td>
+          <td>(</td>
+          <td class="paramtype">T1&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T2&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The positive difference function (C99). </p>
+<p>The function is defined by</p>
+<p><code>fdim(a,b) = (a &gt; b) ? (a - b) : 0.0</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Returns min(a - b, 0.0). </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2fdim_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2functions_2fdim_8hpp_source.html">fdim.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6d362e53d3d40b61e68fdd08dc5eb38b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::fill </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const S &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Fill the specified container with the specified value. </p>
+<p>This base case simply assigns the value to the container.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of reference container. </td></tr>
+    <tr><td class="paramname">S</td><td>Type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Container. </td></tr>
+    <tr><td class="paramname">y</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="fill_8hpp_source.html#l00022">22</a> of file <a class="el" href="fill_8hpp_source.html">fill.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a73e791042ed648602eed1754679feff4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C, typename S &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::fill </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const S &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Fill the specified container with the specified value. </p>
+<p>The specified matrix is filled by element.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar for matrix container. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of matrix. </td></tr>
+    <tr><td class="paramname">S</td><td>Type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Container. </td></tr>
+    <tr><td class="paramname">y</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="fill_8hpp_source.html#l00039">39</a> of file <a class="el" href="fill_8hpp_source.html">fill.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa7f5d81c4d45f2407096def8810ffe00"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename S &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::fill </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const S &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Fill the specified container with the specified value. </p>
+<p>Each container in the specified standard vector is filled recursively by calling <code>fill</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of container in vector. </td></tr>
+    <tr><td class="paramname">S</td><td>Type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Container. </td></tr>
+    <tr><td class="paramname">y</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="fill_8hpp_source.html#l00055">55</a> of file <a class="el" href="fill_8hpp_source.html">fill.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad8ac3f1f4f177645d84a1d6480f70d96"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2,T3&gt;::type stan::math::fma </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T3&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The fused multiply-add operation (C99). </p>
+<p>The function is defined by</p>
+<p><code>fma(a,b,c) = (a * b) + c</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value. </td></tr>
+    <tr><td class="paramname">b</td><td>Second value. </td></tr>
+    <tr><td class="paramname">c</td><td>Third value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of the first two values plust the third. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2fma_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2functions_2fma_8hpp_source.html">fma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed411d626d4ae01a76584c454a83673f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::gamma_p </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2gamma__p_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2gamma__p_8hpp_source.html">gamma_p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0830ba049b81bc98ea9fbcf1eb7b4bd6"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::gamma_q </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2gamma__q_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2gamma__q_8hpp_source.html">gamma_q.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7535c86e2c9ee9d5391a8cc63187317e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i</td><td>Index into vector plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at <code>i - 1</code> </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00027">27</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca7c84b936da0d3422507927cf9a68cc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; T &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00052">52</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a714e39ba9fcbbd90c787a51d511c9af1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00079">79</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa23b355397df347249da513307fd6667"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00108">108</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a25c1fac0445beea55c521c94f360e13e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00139">139</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a20a82151947fc8816c5ce5b7bc6d8abd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00172">172</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6fb72caff19c8ce19dc6e3c25c79f7b8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i7</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">i7</td><td>Seventh index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00208">208</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="accc97dd76490d575638ebb22da233a53"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i7</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i8</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">i7</td><td>Seventh index plus 1. </td></tr>
+    <tr><td class="paramname">i8</td><td>Eigth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00246">246</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae72208605f731144cab862feecb456a2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a copy of the row of the specified vector at the specified base-one row index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<p><b>Warning</b>: Because a copy is involved, it is inefficient to access element of matrices by first using this method to get a row then using a second call to get the value at a specified column.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix from which to get a row </td></tr>
+    <tr><td class="paramname">m</td><td>Index into matrix plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Row of matrix at <code>i - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00284">284</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a51091bb67549e42c241f4e08e7d291d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified matrix at the specified base-one row and column indexes. </p>
+<p>If either index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix from which to get a row </td></tr>
+    <tr><td class="paramname">m</td><td>Row index plus 1. </td></tr>
+    <tr><td class="paramname">n</td><td>Column index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if either index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if either index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of matrix at row <code>m - 1</code> and column <code>n - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00310">310</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0dbeed50ff3f8630ea3cd54f9ecb804"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified column vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Column vector from which to get a value. </td></tr>
+    <tr><td class="paramname">m</td><td>Row index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of column vector at row <code>m - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00336">336</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abf9dcd5236495d3f581b31dd05b9a227"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const T&amp; stan::math::get_base1 </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified row vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Row vector from which to get a value. </td></tr>
+    <tr><td class="paramname">n</td><td>Column index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of row vector at column <code>n - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1_8hpp_source.html#l00360">360</a> of file <a class="el" href="get__base1_8hpp_source.html">get_base1.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac54b1427fd9d0765f0200dc9caa830f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i</td><td>Index into vector plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at <code>i - 1</code> </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00027">27</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d5711f99869d05a6263218f3256e582"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; T &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00052">52</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a37f3ceaa6197904ef662f1edc8245e1a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00079">79</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3132eb36eaf861cfbd119b38e0a85a15"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00108">108</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afbcc061003aabcaf675f4415adc80c0a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00139">139</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1958245532761be08be7ac9bc781f3a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00172">172</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aedc7fc712ebe439bec1892c8f69447cd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i7</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">i7</td><td>Seventh index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00208">208</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a64467731d9abfaf97ea8d541d528142c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; std::vector&lt; T &gt; &gt; &gt; &gt; &gt; &gt; &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i3</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i4</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i5</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i6</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i7</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i8</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified vector at the specified base-one indexes. </p>
+<p>If an index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector from which to get a value. </td></tr>
+    <tr><td class="paramname">i1</td><td>First index plus 1. </td></tr>
+    <tr><td class="paramname">i2</td><td>Second index plus 1. </td></tr>
+    <tr><td class="paramname">i3</td><td>Third index plus 1. </td></tr>
+    <tr><td class="paramname">i4</td><td>Fourth index plus 1. </td></tr>
+    <tr><td class="paramname">i5</td><td>Fifth index plus 1. </td></tr>
+    <tr><td class="paramname">i6</td><td>Sixth index plus 1. </td></tr>
+    <tr><td class="paramname">i7</td><td>Seventh index plus 1. </td></tr>
+    <tr><td class="paramname">i8</td><td>Eigth index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if an index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of vector at indexes. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00246">246</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abbdd7246170c1c0cade6c7be73f436e0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Block&lt;Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; &gt; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a copy of the row of the specified vector at the specified base-one row index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<p><b>Warning</b>: Because a copy is involved, it is inefficient to access element of matrices by first using this method to get a row then using a second call to get the value at a specified column.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix from which to get a row </td></tr>
+    <tr><td class="paramname">m</td><td>Index into matrix plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Row of matrix at <code>i - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00285">285</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8cb7e6e670cddcdf5527ec92fa3ff37"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified matrix at the specified base-one row and column indexes. </p>
+<p>If either index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix from which to get a row </td></tr>
+    <tr><td class="paramname">m</td><td>Row index plus 1. </td></tr>
+    <tr><td class="paramname">n</td><td>Column index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if either index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if either index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of matrix at row <code>m - 1</code> and column <code>n - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00311">311</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adffeab694f7588c92dc97b6736e5be7b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified column vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Column vector from which to get a value. </td></tr>
+    <tr><td class="paramname">m</td><td>Row index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of column vector at row <code>m - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00337">337</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6133d90708e16760b6394c6ca6a305ff"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T&amp; stan::math::get_base1_lhs </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>error_msg</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>idx</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a reference to the value of the specified row vector at the specified base-one index. </p>
+<p>If the index is out of range, throw a <code>std::out_of_range</code> exception with the specified error message and index indicated.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Row vector from which to get a value. </td></tr>
+    <tr><td class="paramname">n</td><td>Column index plus 1. </td></tr>
+    <tr><td class="paramname">error_msg</td><td>Error message if the index is out of range. </td></tr>
+    <tr><td class="paramname">idx</td><td>Nested index level to report in error message if the index is out of range. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of row vector at column <code>n - 1</code>. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="get__base1__lhs_8hpp_source.html#l00362">362</a> of file <a class="el" href="get__base1__lhs_8hpp_source.html">get_base1_lhs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a71aed6cfebd1e7a926130982018cfefe"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::grad2F1 </td>
+          <td>(</td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>gradA</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>gradC</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>precision</em> = <code>1e-6</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00102">102</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8db199c237a3b502dccc197db9dfcd7d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::gradF32 </td>
+          <td>(</td>
+          <td class="paramtype">double *&#160;</td>
+          <td class="paramname"><em>g</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>d</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>precision</em> = <code>1e-6</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00050">50</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6e61bf2a2523eac620649be1b836f6af"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::gradIncBeta </td>
+          <td>(</td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>g1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>g2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00140">140</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a748e297c3c711bde9cd125cdc873dc8d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::gradRegIncBeta </td>
+          <td>(</td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>g1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double &amp;&#160;</td>
+          <td class="paramname"><em>g2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>digammaA</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>digammaB</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>digammaSum</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>betaAB</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00161">161</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a55877c24977357ef441acc0b37f6b337"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::gradRegIncGamma </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>z</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>g</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>dig</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>precision</em> = <code>1e-6</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="internal__math_8hpp_source.html#l00181">181</a> of file <a class="el" href="internal__math_8hpp_source.html">internal_math.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a140b54b11069aed039f67c6dd172256b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::head </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a vector from the front of the specified vector. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of value in vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Vector input </td></tr>
+    <tr><td class="paramname">n</td><td>Size of return </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The first n elements of v </dd></dl>
+
+<p>Definition at line <a class="el" href="head_8hpp_source.html#l00025">25</a> of file <a class="el" href="head_8hpp_source.html">head.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d7964d83597ea54cd7ba63bee50409f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::head </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a row vector from the front of the specified row vector. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of value in vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">rv</td><td>Row vector </td></tr>
+    <tr><td class="paramname">n</td><td>Size of return row vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The first n elements of rv </dd></dl>
+
+<p>Definition at line <a class="el" href="head_8hpp_source.html#l00043">43</a> of file <a class="el" href="head_8hpp_source.html">head.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5e746ba14994b318a0a192a97a0a28db"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::head </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a standard vector from the front of the specified standard vector. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of value in vector </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">sv</td><td>Standard vector </td></tr>
+    <tr><td class="paramname">n</td><td>Size of return </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The first n elements of sv </dd></dl>
+
+<p>Definition at line <a class="el" href="head_8hpp_source.html#l00059">59</a> of file <a class="el" href="head_8hpp_source.html">head.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af7b430ac57e75ba2d55843cd868506e1"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::ibeta </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The normalized incomplete beta function of a, b, and x. </p>
+<p>Used to compute the cumulative density function for the beta distribution.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">b</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">x</td><td>Random variate.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The normalized incomplete beta function. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2ibeta_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2functions_2ibeta_8hpp_source.html">ibeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa732732442d65936275d718b7286cb51"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_true , typename T_false &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_true,T_false&gt;::type stan::math::if_else </td>
+          <td>(</td>
+          <td class="paramtype">const bool&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_true&#160;</td>
+          <td class="paramname"><em>y_true</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_false&#160;</td>
+          <td class="paramname"><em>y_false</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the second argument if the first argument is true and otherwise return the second argument. </p>
+<p>This is just a convenience method to provide a function with the same behavior as the built-in ternary operator. In general, this function behaves as if defined by</p>
+<p><code>if_else(c,y1,y0) = c ? y1 : y0</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Boolean condition value. </td></tr>
+    <tr><td class="paramname">y_true</td><td>Value to return if condition is true. </td></tr>
+    <tr><td class="paramname">y_false</td><td>Value to return if condition is false. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2if__else_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2functions_2if__else_8hpp_source.html">if_else.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af81e05dfd6918524dafff10715f21a8d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::initialize </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="initialize_8hpp_source.html#l00016">16</a> of file <a class="el" href="initialize_8hpp_source.html">initialize.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a067af584ff2d244d2041c9b13f6d9247"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename V &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_arithmetic&lt;V&gt;::value, void&gt; stan::math::initialize </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">V&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="initialize_8hpp_source.html#l00022">22</a> of file <a class="el" href="initialize_8hpp_source.html">initialize.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa2d6d42a356af95988b3a7005b5cf408"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::initialize </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="initialize_8hpp_source.html#l00026">26</a> of file <a class="el" href="initialize_8hpp_source.html">initialize.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad27706378f77dc22746ad74721d495d4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename V &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::initialize </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const V &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="initialize_8hpp_source.html#l00031">31</a> of file <a class="el" href="initialize_8hpp_source.html">initialize.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c507cff4b7b473cd86e1d428fb03136"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">unsigned int stan::math::int_step </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The integer step, or Heaviside, function. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Value to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>1 if value is greater than 0 and 0 otherwise </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar argument type. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="int__step_8hpp_source.html#l00014">14</a> of file <a class="el" href="int__step_8hpp_source.html">int_step.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab64935e0bdac8227bfd9608285d4e699"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::inv </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2inv_8hpp_source.html#l00012">12</a> of file <a class="el" href="math_2functions_2inv_8hpp_source.html">inv.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a008bf0b6c2ab38d088b0aba5d7b10c8d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::inv_cloglog </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The inverse complementary log-log function. </p>
+<p>The function is defined by</p>
+<p><code>inv_cloglog(x) = 1 - exp(-exp(x))</code>.</p>
+<p>This function can be used to implement the inverse link function for complementary-log-log regression.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse complementary log-log of the argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2inv__cloglog_8hpp_source.html#l00024">24</a> of file <a class="el" href="math_2functions_2inv__cloglog_8hpp_source.html">inv_cloglog.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad2c4834fc581f55acf8491ec3f80ecb7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the inverse logit function applied to the argument. </p>
+<p>The inverse logit function is defined by</p>
+<p><img class="formulaInl" alt="$\mbox{logit}^{-1}(x) = \frac{1}{1 + \exp(-x)}$" src="form_116.png"/>.</p>
+<p>This function can be used to implement the inverse link function for logistic regression.</p>
+<p>The inverse to this function is <code><a class="el" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse logit of argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2inv__logit_8hpp_source.html#l00027">27</a> of file <a class="el" href="math_2functions_2inv__logit_8hpp_source.html">inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4b4db5e98585c71cc7c14319f96e0c04"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::inv_sqrt </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2inv__sqrt_8hpp_source.html#l00012">12</a> of file <a class="el" href="math_2functions_2inv__sqrt_8hpp_source.html">inv_sqrt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d2e922aa13e2dfae510fc13d86eaea3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::inv_square </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2inv__square_8hpp_source.html#l00012">12</a> of file <a class="el" href="math_2functions_2inv__square_8hpp_source.html">inv_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a461598c914f5634fa5057da7a817803d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::inverse </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the inverse of the specified matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2inverse_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2inverse_8hpp_source.html">inverse.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1edc35cc581dda178263f6a4a4fd1158"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Vector &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::inverse_softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Vector &amp;&#160;</td>
+          <td class="paramname"><em>simplex</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Vector &amp;&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Writes the inverse softmax of the simplex argument into the second argument. </p>
+<p>See <code><a class="el" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6" title="Return the softmax of the specified vector.">stan::math::softmax</a></code> for the inverse function and a definition of the relation.</p>
+<p>The inverse softmax function is defined by</p>
+<p><img class="formulaInl" alt="$\mbox{inverse\_softmax}(x)[i] = \log x[i]$" src="form_117.png"/>.</p>
+<p>This function defines the inverse of <code><a class="el" href="namespacestan_1_1math.html#a724679c01caa9ae44c146fe8019ddcf6" title="Return the softmax of the specified vector.">stan::math::softmax</a></code> up to a scaling factor.</p>
+<p>Because of the definition, values of 0.0 in the simplex are converted to negative infinity, and values of 1.0 are converted to 0.0.</p>
+<p>There is no check that the input vector is a valid simplex vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">simplex</td><td>Simplex vector input. </td></tr>
+    <tr><td class="paramname">y</td><td>Vector into which the inverse softmax is written. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::invalid_argument</td><td>if size of the input and output vectors differ. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="inverse__softmax_8hpp_source.html#l00034">34</a> of file <a class="el" href="inverse__softmax_8hpp_source.html">inverse_softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a989989548db02c34cd6134790bd93478"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::inverse_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the inverse of the specified symmetric, pos/neg-definite matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Inverse of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="inverse__spd_8hpp_source.html#l00019">19</a> of file <a class="el" href="inverse__spd_8hpp_source.html">inverse_spd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a40c14c26dc55a985e05695b3ff1eeef2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::math::is_uninitialized </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns <code>true</code> if the specified variable is uninitialized. </p>
+<p>Arithmetic types are always initialized by definition (the value is not specified).</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of object to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Object to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if the specified object is uninitialized. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2is__uninitialized_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2functions_2is__uninitialized_8hpp_source.html">is_uninitialized.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ccdb3f505b7db61c510e59e97b947b6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::lbeta </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the log of the beta function applied to the specified arguments. </p>
+<p>The beta function is defined for <img class="formulaInl" alt="$a > 0$" src="form_118.png"/> and <img class="formulaInl" alt="$b > 0$" src="form_119.png"/> by</p>
+<p><img class="formulaInl" alt="$\mbox{B}(a,b) = \frac{\Gamma(a) \Gamma(b)}{\Gamma(a+b)}$" src="form_120.png"/>.</p>
+<p>This function returns its log,</p>
+<p><img class="formulaInl" alt="$\log \mbox{B}(a,b) = \log \Gamma(a) + \log \Gamma(b) - \log \Gamma(a+b)$" src="form_121.png"/>.</p>
+<p>See <a class="el" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma()</a> for the double-based and <a class="el" href="namespacestan_1_1agrad.html" title="Function gradients via reverse-mode automatic differentiation.">stan::agrad</a> for the variable-based log Gamma function.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>First value </td></tr>
+    <tr><td class="paramname">b</td><td>Second value </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Log of the beta function applied to the two values. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first value. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second value. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2lbeta_8hpp_source.html#l00034">34</a> of file <a class="el" href="math_2functions_2lbeta_8hpp_source.html">lbeta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a836f46d7f63f5118a32cad11382c0551"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::lgamma </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2lgamma_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2lgamma_8hpp_source.html">lgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0ee0706b2cb6d2e1da2c3b6041c06a56"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::lmgamma </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the natural logarithm of the multivariate gamma function with the speciifed dimensions and argument. </p>
+<p>The multivariate gamma function <img class="formulaInl" alt="$\Gamma_k(x)$" src="form_122.png"/> for dimensionality <img class="formulaInl" alt="$k$" src="form_123.png"/> and argument <img class="formulaInl" alt="$x$" src="form_124.png"/> is defined by</p>
+<p><img class="formulaInl" alt="$\Gamma_k(x) = \pi^{k(k-1)/4} \, \prod_{j=1}^k \Gamma(x + (1 - j)/2)$" src="form_125.png"/>,</p>
+<p>where <img class="formulaInl" alt="$\Gamma()$" src="form_126.png"/> is the gamma function.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">k</td><td>Number of dimensions. </td></tr>
+    <tr><td class="paramname">x</td><td>Function argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Natural log of the multivariate gamma function. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2lmgamma_8hpp_source.html#l00030">30</a> of file <a class="el" href="math_2functions_2lmgamma_8hpp_source.html">lmgamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae3e7ce33064686ec2a2591fa5d4227cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int Rows, int Cols&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Rows,Cols&gt; stan::math::log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Rows, Cols &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the element-wise logarithm of the matrix or vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>The matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>ret(i,j) = log(m(i,j)) </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2log_8hpp_source.html#l00016">16</a> of file <a class="el" href="math_2matrix_2log_8hpp_source.html">log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a21f4f7c092e2bc9a089885628b86c004"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::log10 </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return natural logarithm of ten. </p>
+<dl class="section return"><dt>Returns</dt><dd>Natural logarithm of ten. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00105">105</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f92092fb8a70b31d00898bbbe769612"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log1m </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the natural logarithm of one minus the specified value. </p>
+<p>The main use of this function is to cut down on intermediate values during algorithmic differentiation.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Natural log of one minus <code>x</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log1m_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2functions_2log1m_8hpp_source.html">log1m.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ce261caf05bd371c430e82a0e6389a5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log1m_exp </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Calculates the log of 1 minus the exponential of the specified value without overflow log1m_exp(x) = log(1-exp(x)). </p>
+<p>This function is only defined for x&lt;0 </p>
+
+<p>Definition at line <a class="el" href="math_2functions_2log1m__exp_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">log1m_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac7f71c696a5e0da4daab30e5f3704842"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log1m_inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the natural logarithm of 1 minus the inverse logit of the specified argument. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">u</td><td>Input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>log of 1 minus the inverse logit of the input. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log1m__inv__logit_8hpp_source.html#l00019">19</a> of file <a class="el" href="math_2functions_2log1m__inv__logit_8hpp_source.html">log1m_inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5166d3c58ad8ce0aedbf104179888b69"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log1p </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the natural logarithm of one plus the specified value. </p>
+<p>The main use of this function is to cut down on intermediate values during algorithmic differentiation.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Natural log of one plus <code>x</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log1p_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2functions_2log1p_8hpp_source.html">log1p.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a88151def26813dec3e04c4a8b9674091"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log1p_exp </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Calculates the log of 1 plus the exponential of the specified value without overflow. </p>
+<p>This function is related to other special functions by:</p>
+<p><code>log1p_exp(x) </code></p>
+<p><code> = log1p(exp(a))</code></p>
+<p><code> = log(1 + exp(x))</code></p>
+<p><code> = log_sum_exp(0,x)</code>. </p>
+
+<p>Definition at line <a class="el" href="math_2functions_2log1p__exp_8hpp_source.html#l00026">26</a> of file <a class="el" href="math_2functions_2log1p__exp_8hpp_source.html">log1p_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa25e1572bf46e3a6b9ee270f0c7e2c4d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log2 </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the base 2 logarithm of the argument (C99). </p>
+<p>The function is defined by:</p>
+<p><code>log2(a) = log(a) / std::log(2.0)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>type of scalar </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Base 2 logarithm of the value. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log2_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2functions_2log2_8hpp_source.html">log2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a947ba3fe3c87293f7c57395007100c79"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::log2 </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return natural logarithm of two. </p>
+<dl class="section return"><dt>Returns</dt><dd>Natural logarithm of two. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log2_8hpp_source.html#l00035">35</a> of file <a class="el" href="math_2functions_2log2_8hpp_source.html">log2.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca29dad18932e3ca17ac52fd0238b364"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::log_determinant </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log absolute determinant of the specified square matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>log absolute determinant of the matrix. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if matrix is not square. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2log__determinant_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2log__determinant_8hpp_source.html">log_determinant.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a306d737ee042b8f40e93713cd87fe48b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::log_determinant_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">stan::math::LDLT_factor&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00100">100</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae9a296d4414d0193108c70b350a05cfc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::log_determinant_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the log absolute determinant of the specified square matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>log absolute determinant of the matrix. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if matrix is not square. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2log__determinant__spd_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2matrix_2log__determinant__spd_8hpp_source.html">log_determinant_spd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aac1dbafd4c2a129415e86f868fc0979a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::log_diff_exp </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>y</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The natural logarithm of the difference of the natural exponentiation of x1 and the natural exponentiation of x2. </p>
+<p>This function is only defined for x&lt;0 </p>
+
+<p>Definition at line <a class="el" href="math_2functions_2log__diff__exp_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2functions_2log__diff__exp_8hpp_source.html">log_diff_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa9cb2f3f6c73b2005d9e9fadbad415bf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::log_falling_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2log__falling__factorial_8hpp_source.html">log_falling_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad5be889d1ef4284654a04e400f5371a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::log_inv_logit </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the natural logarithm of the inverse logit of the specified argument. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">u</td><td>Input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>log of the inverse logit of the input. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log__inv__logit_8hpp_source.html#l00019">19</a> of file <a class="el" href="math_2functions_2log__inv__logit_8hpp_source.html">log_inv_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf23285d755661c14ca29c3ba935b77d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::log_rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2log__rising__factorial_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2log__rising__factorial_8hpp_source.html">log_rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a011a8c8bb83f9b6c700a725240be33b5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::log_softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the natural logarithm of the softmax of the specified vector. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type of values in vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>Vector to transform. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unit simplex result of the softmax transform of the vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2log__softmax_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2matrix_2log__softmax_8hpp_source.html">log_softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c5f32f7cd1a5690a697f4031df569c4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Calculates the log sum of exponetials without overflow. </p>
+<p><img class="formulaInl" alt="$\log (\exp(a) + \exp(b)) = m + \log(\exp(a-m) + \exp(b-m))$" src="form_127.png"/>,</p>
+<p>where <img class="formulaInl" alt="$m = max(a,b)$" src="form_128.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>the first variable </td></tr>
+    <tr><td class="paramname">b</td><td>the second variable </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html#l00024">24</a> of file <a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6205ce595af6efac8746bd83b2b761da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the log of the sum of the exponentiated values of the specified matrix of values. </p>
+<p>The matrix may be a full matrix, a vector, or a row vector.</p>
+<p>The function is defined as follows to prevent overflow in exponential calculations.</p>
+<p><img class="formulaInl" alt="$\log \sum_{n=1}^N \exp(x_n) = \max(x) + \log \sum_{n=1}^N \exp(x_n - \max(x))$" src="form_129.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>Matrix of specified values </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the sum of the exponentiated vector values. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2log__sum__exp_8hpp_source.html#l00029">29</a> of file <a class="el" href="math_2matrix_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae5513861b48f8649938d82883b58170c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::log_sum_exp </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the log of the sum of the exponentiated values of the specified sequence of values. </p>
+<p>The function is defined as follows to prevent overflow in exponential calculations.</p>
+<p><img class="formulaInl" alt="$\log \sum_{n=1}^N \exp(x_n) = \max(x) + \log \sum_{n=1}^N \exp(x_n - \max(x))$" src="form_129.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">x</td><td>array of specified values </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the sum of the exponentiated vector values. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html#l00044">44</a> of file <a class="el" href="math_2functions_2log__sum__exp_8hpp_source.html">log_sum_exp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adc35bab2db89b3ceda66f11e1fa53ec8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_and </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The logical and function which returns 1 if both arguments are unequal to zero and 0 otherwise. </p>
+<p>Equivalent to <code>x1 != 0 &amp;&amp; x2 != 0</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if both x1 and x2 are not equal to 0. </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__and_8hpp_source.html#l00021">21</a> of file <a class="el" href="logical__and_8hpp_source.html">logical_and.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab2213736b55fd6696fa0120fd3fe72e4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_eq </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is equal to the second. </p>
+<p>Equivalent to <code>x1 == x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 == x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__eq_8hpp_source.html#l00019">19</a> of file <a class="el" href="logical__eq_8hpp_source.html">logical_eq.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aba86bfd994302061a0260e1202fca777"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_gt </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is strictly greater than the second. </p>
+<p>Equivalent to <code>x1 &lt; x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 &gt; x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__gt_8hpp_source.html#l00019">19</a> of file <a class="el" href="logical__gt_8hpp_source.html">logical_gt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac6bb0b8623192207d35e207ea312d8be"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_gte </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is greater than or equal to the second. </p>
+<p>Equivalent to <code>x1 &gt;= x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 &gt;= x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__gte_8hpp_source.html#l00019">19</a> of file <a class="el" href="logical__gte_8hpp_source.html">logical_gte.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0b5bd91412749e10933f304b54aef88f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_lt </td>
+          <td>(</td>
+          <td class="paramtype">T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is strictly less than the second. </p>
+<p>Equivalent to <code>x1 &lt; x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 &lt; x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__lt_8hpp_source.html#l00020">20</a> of file <a class="el" href="logical__lt_8hpp_source.html">logical_lt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3649d4c704962c4502cd6220a5e2230"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_lte </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is less than or equal to the second. </p>
+<p>Equivalent to <code>x1 &lt;= x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 &lt;= x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__lte_8hpp_source.html#l00019">19</a> of file <a class="el" href="logical__lte_8hpp_source.html">logical_lte.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aad2fc9ce55dfac079d930335beb7e4a8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_negation </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The logical negation function which returns 1 if the input is equal to zero and 0 otherwise. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type to compare to zero. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Value to compare to zero. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>1 if input is equal to zero. </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__negation_8hpp_source.html#l00017">17</a> of file <a class="el" href="logical__negation_8hpp_source.html">logical_negation.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a206eb210d8e7e2c718af25c40de8f9d1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_neq </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return 1 if the first argument is unequal to the second. </p>
+<p>Equivalent to <code>x1 != x2</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> iff <code>x1 != x2</code> </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__neq_8hpp_source.html#l00019">19</a> of file <a class="el" href="logical__neq_8hpp_source.html">logical_neq.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac74007e2d5f55d5ae4a308f535869aee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::logical_or </td>
+          <td>(</td>
+          <td class="paramtype">T1&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T2&#160;</td>
+          <td class="paramname"><em>x2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The logical or function which returns 1 if either argument is unequal to zero and 0 otherwise. </p>
+<p>Equivalent to <code>x1 != 0 || x2 != 0</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x1</td><td>First argument </td></tr>
+    <tr><td class="paramname">x2</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if either x1 or x2 is not equal to 0. </dd></dl>
+
+<p>Definition at line <a class="el" href="logical__or_8hpp_source.html#l00020">20</a> of file <a class="el" href="logical__or_8hpp_source.html">logical_or.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a53342d0c2cd3a6e440c533070054aca3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::logit </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>a</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the logit function applied to the argument. </p>
+<p>The logit function is defined as for <img class="formulaInl" alt="$x \in [0,1]$" src="form_130.png"/> by returning the log odds of <img class="formulaInl" alt="$x$" src="form_124.png"/> treated as a probability,</p>
+<p><img class="formulaInl" alt="$\mbox{logit}(x) = \log \left( \frac{x}{1 - x} \right)$" src="form_131.png"/>.</p>
+<p>The inverse to this function is <code><a class="el" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Logit of the argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2logit_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2functions_2logit_8hpp_source.html">logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a173839dddd0a8ac8afa710b9e3d5008a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::machine_precision </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the difference between 1.0 and the next value representable. </p>
+<dl class="section return"><dt>Returns</dt><dd>Minimum positive number. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00142">142</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a86b6be1d580b3b5cf4b4f57546062352"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::max </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="functions_2max_8hpp_source.html#l00007">7</a> of file <a class="el" href="functions_2max_8hpp_source.html">max.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5da0ef87756d3dbd20ca4ff5a3efa10d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::max </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum coefficient in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Maximum coefficient value in the vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of values being compared and returned </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the size of the vector is zero. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix_2max_8hpp_source.html#l00019">19</a> of file <a class="el" href="matrix_2max_8hpp_source.html">max.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acde414919e0e4dcfa72d565679819091"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::max </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum coefficient in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Maximum coefficient value in the vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of values being compared and returned </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix_2max_8hpp_source.html#l00037">37</a> of file <a class="el" href="matrix_2max_8hpp_source.html">max.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae3f299773dc20e8305fc16df1be8d029"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::max </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the maximum coefficient in the specified vector, row vector, or matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified vector, row vector, or matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Maximum coefficient value in the vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="matrix_2max_8hpp_source.html#l00054">54</a> of file <a class="el" href="matrix_2max_8hpp_source.html">max.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7266758367e8260b2afbfaeea7d5b418"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_left </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = A^-1 b, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left_8hpp_source.html#l00024">24</a> of file <a class="el" href="math_2matrix_2mdivide__left_8hpp_source.html">mdivide_left.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a978022fb9cb20fd35f6e9e89ab3bc871"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,R1,C2&gt; stan::math::mdivide_left_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00072">72</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0c8c6e72f1cbf2b73008d4fc98de1abe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_left_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b where A is symmetric positive definite. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = A^-1 b, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2matrix_2mdivide__left__spd_8hpp_source.html">mdivide_left_spd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac9ffa799f8af2cd4941cbd2506bc4573"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int TriView, typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R1,C2&gt; stan::math::mdivide_left_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b when A is triangular. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Triangular matrix. Specify upper or lower with TriView being Eigen::Upper or Eigen::Lower. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = A^-1 b, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html#l00027">27</a> of file <a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a58dbd828faf06c2ef74152367f749ca4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int TriView, typename T , int R1, int C1&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R1,C1&gt; stan::math::mdivide_left_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b when A is triangular and b=I. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Triangular matrix. Specify upper or lower with TriView being Eigen::Upper or Eigen::Lower. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = A^-1 . </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html#l00047">47</a> of file <a class="el" href="math_2matrix_2mdivide__left__tri_8hpp_source.html">mdivide_left_tri.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a199a9357715dff8b9a3bae8cc1bb4aa5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R1,C2&gt; stan::math::mdivide_left_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html#l00015">15</a> of file <a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">mdivide_left_tri_low.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae8391d23da9e29f3420fdb89116e83cd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int C1&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R1,C1&gt; stan::math::mdivide_left_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html#l00029">29</a> of file <a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">mdivide_left_tri_low.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5efba9dddcf77889b66c1210ba55cf5f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_right </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = b A^-1, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__right_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2matrix_2mdivide__right_8hpp_source.html">mdivide_right.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a68c862e90d97ea5d5552101b65978813"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_right_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00082">82</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a01d77bf4121d56b8491092164d1523ce"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,R1,C2&gt; stan::math::mdivide_right_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00091">91</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5d6f32dd8adc4a9ffa28d63b62d4c90f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_right_spd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b where A is symmetric positive definite. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = b A^-1, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="mdivide__right__spd_8hpp_source.html#l00026">26</a> of file <a class="el" href="mdivide__right__spd_8hpp_source.html">mdivide_right_spd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae158767243e09b91b9ba6cd366e7dab8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int TriView, typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_right_tri </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system Ax=b when A is triangular. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Triangular matrix. Specify upper or lower with TriView being Eigen::Upper or Eigen::Lower. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = b A^-1, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="mdivide__right__tri_8hpp_source.html#l00028">28</a> of file <a class="el" href="mdivide__right__tri_8hpp_source.html">mdivide_right_tri.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a09f35fbeab4d8ff311ce77d91492e26b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type,R1,C2&gt; stan::math::mdivide_right_tri_low </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the solution of the system tri(A)x=b when tri(A) is a lower triangular view of the matrix A. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">A</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">b</td><td>Right hand side matrix or vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>x = b * tri(A)^-1, solution of the linear system. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if A is not square or the rows of b don't match the size of A. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2mdivide__right__tri__low_8hpp_source.html#l00024">24</a> of file <a class="el" href="math_2matrix_2mdivide__right__tri__low_8hpp_source.html">mdivide_right_tri_low.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3443c4ac994b039a7f055c55c5afa8a3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::mean </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sample mean (i.e., average) of the coefficients in the specified standard vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample mean of vector coefficients. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the size of the vector is less than 1. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="mean_8hpp_source.html#l00023">23</a> of file <a class="el" href="mean_8hpp_source.html">mean.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8074c0041b93407c473fd26a7c45dc88"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::mean </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sample mean (i.e., average) of the coefficients in the specified vector, row vector, or matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified vector, row vector, or matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample mean of vector coefficients. </dd></dl>
+
+<p>Definition at line <a class="el" href="mean_8hpp_source.html#l00040">40</a> of file <a class="el" href="mean_8hpp_source.html">mean.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab360c822174f211838f5979760c7e09e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::min </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="functions_2min_8hpp_source.html#l00007">7</a> of file <a class="el" href="functions_2min_8hpp_source.html">min.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3f076860549f63d55c0e4985dce78099"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::min </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum coefficient in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Minimum coefficient value in the vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of values being compared and returned </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix_2min_8hpp_source.html#l00018">18</a> of file <a class="el" href="matrix_2min_8hpp_source.html">min.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e9c3a01030d96fd4c8f28e2ed8d3d61"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::min </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum coefficient in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Minimum coefficient value in the vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of values being compared and returned </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix_2min_8hpp_source.html#l00036">36</a> of file <a class="el" href="matrix_2min_8hpp_source.html">min.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a86f2380e5c54a549e0f74ffd51204d33"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::min </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the minimum coefficient in the specified matrix, vector, or row vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix, vector, or row vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Minimum coefficient value in the vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="matrix_2min_8hpp_source.html#l00053">53</a> of file <a class="el" href="matrix_2min_8hpp_source.html">min.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87b343d6dc12982c2b76c453650c0797"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::minus </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the negation of the specified scalar or matrix. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of subtrahend. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Subtrahend. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Negation of subtrahend. </dd></dl>
+
+<p>Definition at line <a class="el" href="minus_8hpp_source.html#l00016">16</a> of file <a class="el" href="minus_8hpp_source.html">minus.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acafecf14b103c7c17da33368d07b1565"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T2 stan::math::modified_bessel_first_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2modified__bessel__first__kind_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2modified__bessel__first__kind_8hpp_source.html">modified_bessel_first_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72ce86f3db5478cad4666c9cf1d05a6e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T2 stan::math::modified_bessel_second_kind </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>z</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2modified__bessel__second__kind_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2modified__bessel__second__kind_8hpp_source.html">modified_bessel_second_kind.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a919d4a6495c489841df3d0423200b147"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C, typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_arithmetic&lt;T&gt;::value, Eigen::Matrix&lt;double, R, C&gt; &gt;::type stan::math::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return specified matrix multiplied by specified scalar. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">R</td><td>Row type for matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type for matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">c</td><td>Scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of matrix and scalar. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2multiply_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5a2b6dbfb5543b73dac8496091745ec1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R, int C, typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt;boost::is_arithmetic&lt;T&gt;::value, Eigen::Matrix&lt;double, R, C&gt; &gt;::type stan::math::multiply </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return specified scalar multiplied by specified matrix. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">R</td><td>Row type for matrix. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type for matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">c</td><td>Scalar. </td></tr>
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of scalar and matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2multiply_8hpp_source.html#l00045">45</a> of file <a class="el" href="math_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7c72cdca253e0230e0dbd19400781b5c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,R1,C2&gt; stan::math::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the product of the specified matrices. </p>
+<p>The number of columns in the first matrix must be the same as the number of rows in the second matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m1</td><td>First matrix. </td></tr>
+    <tr><td class="paramname">m2</td><td>Second matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The product of the first and second matrices. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the number of columns of m1 does not match the number of rows of m2. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2multiply_8hpp_source.html#l00061">61</a> of file <a class="el" href="math_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6e67698775aaac248efa49b646ca2a51"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int C1, int R2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::multiply </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, 1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the scalar product of the specified row vector and specified column vector. </p>
+<p>The return is the same as the dot product. The two vectors must be the same size. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">rv</td><td>Row vector. </td></tr>
+    <tr><td class="paramname">v</td><td>Column vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Scalar result of multiplying row vector by column vector. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if rv and v are not the same size. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2multiply_8hpp_source.html#l00078">78</a> of file <a class="el" href="math_2matrix_2multiply_8hpp_source.html">multiply.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab530a1792bc901bb6ade34ef3d9ef8b3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_a , typename T_b &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_a,T_b&gt;::type stan::math::multiply_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_a&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_b&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Calculated the value of the first argument times log of the second argument while behaving properly with 0 inputs. </p>
+<p><img class="formulaInl" alt="$ a * \log b $" src="form_132.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>the first variable </td></tr>
+    <tr><td class="paramname">b</td><td>the second variable</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>a * log(b) </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2multiply__log_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2functions_2multiply__log_8hpp_source.html">multiply_log.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c0c953951f141b35277fe2308777cff"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">matrix_d</a> stan::math::multiply_lower_tri_self_transpose </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_d &amp;&#160;</td>
+          <td class="paramname"><em>L</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of multiplying the lower triangular portion of the input matrix by its own transpose. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">L</td><td>Matrix to multiply. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The lower triangular values in L times their own transpose. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the input matrix is not square. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">multiply_lower_tri_self_transpose.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a34bffe91b7a24cb29bd69cb60814c39e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::negative_infinity </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return negative infinity. </p>
+<dl class="section return"><dt>Returns</dt><dd>Negative infinity. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00123">123</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a381493bccc58bd993d797a2a5458c486"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::not_a_number </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return (quiet) not-a-number. </p>
+<dl class="section return"><dt>Returns</dt><dd>Quiet not-a-number. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00132">132</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a66a7e8ebefd11e5801aab51d6ed9c9d8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::owens_t </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>h</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>a</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The Owen's T function of h and a. </p>
+<p>Used to compute the cumulative density function for the skew normal distribution.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Type of first argument. </td></tr>
+    <tr><td class="paramname">T2</td><td>Type of second argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">h</td><td>First argument </td></tr>
+    <tr><td class="paramname">a</td><td>Second argument </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The Owen's T function. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2owens__t_8hpp_source.html#l00025">25</a> of file <a class="el" href="math_2functions_2owens__t_8hpp_source.html">owens_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac85644bbd92359d699f374adea62c643"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::Phi </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The unit normal cumulative distribution function. </p>
+<p>The return value for a specified input is the probability that a random unit normal variate is less than or equal to the specified value, defined by</p>
+<p><img class="formulaInl" alt="$\Phi(x) = \int_{-\infty}^x \mbox{\sf Norm}(x|0,1) \ dx$" src="form_133.png"/></p>
+<p>This function can be used to implement the inverse link function for probit regression.</p>
+<p>Phi will underflow to 0 below -37.5 and overflow to 1 above 8</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Probability random sample is less than or equal to argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2_phi_8hpp_source.html#l00030">30</a> of file <a class="el" href="math_2functions_2_phi_8hpp_source.html">Phi.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6cf4bf2074175fd7bcde43f9f94e4d16"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::Phi_approx </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Approximation of the unit normal CDF. </p>
+<p><a href="http://www.jiem.org/index.php/jiem/article/download/60/27">http://www.jiem.org/index.php/jiem/article/download/60/27</a></p>
+<p>This function can be used to implement the inverse link function for probit regression.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Argument. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Probability random sample is less than or equal to argument. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2_phi__approx_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2functions_2_phi__approx_8hpp_source.html">Phi_approx.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa2ffd66726e0532160e16e6b48d6f428"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::pi </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of pi. </p>
+<dl class="section return"><dt>Returns</dt><dd>Pi. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00077">77</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a34675a70d3df614d88d33ddbdd49b49a"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::positive_infinity </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return positive infinity. </p>
+<dl class="section return"><dt>Returns</dt><dd>Positive infinity. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00114">114</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1649a895ec6e79097d5645a3f8b8a1e6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::prod </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the product of the coefficients of the specified standard vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of coefficients of vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="prod_8hpp_source.html#l00017">17</a> of file <a class="el" href="prod_8hpp_source.html">prod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad7082de8742d87f7a0fa0842207341c9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::prod </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the product of the coefficients of the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Product of coefficients of vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="prod_8hpp_source.html#l00032">32</a> of file <a class="el" href="prod_8hpp_source.html">prod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a91458631115a8d1cf29298431f745556"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename F &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1common__type.html">common_type</a>&lt;T1,T2&gt;::type stan::math::promote_common </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promote__common_8hpp_source.html#l00014">14</a> of file <a class="el" href="promote__common_8hpp_source.html">promote_common.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a376cbe31002df6a319da4caaaeb8598c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RA, int CA, int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,CB,CB&gt; stan::math::quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute B^T A B. </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2quad__form_8hpp_source.html#l00018">18</a> of file <a class="el" href="math_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e0213e916c2185844b48eea25312e86"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RA, int CA, int RB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2quad__form_8hpp_source.html#l00028">28</a> of file <a class="el" href="math_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cc753af413f715d82b992aae8b10fde"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RA, int CA, int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double,CB,CB&gt; stan::math::quad_form_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2quad__form_8hpp_source.html#l00038">38</a> of file <a class="el" href="math_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9355d4e6239f0bb06e0b8d2302f37af4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RA, int CA, int RB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::quad_form_sym </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2quad__form_8hpp_source.html#l00050">50</a> of file <a class="el" href="math_2matrix_2quad__form_8hpp_source.html">quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1baa9539e0a8d4ea50aa16b73d736d93"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::rank </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the number of components of v less than v[s]. </p>
+<dl class="section return"><dt>Returns</dt><dd>Number of components of v less than v[s]. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="rank_8hpp_source.html#l00018">18</a> of file <a class="el" href="rank_8hpp_source.html">rank.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a808d3133624cd36ac410ba872ea653c2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::rank </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the number of components of v less than v[s]. </p>
+<dl class="section return"><dt>Returns</dt><dd>Number of components of v less than v[s]. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="rank_8hpp_source.html#l00036">36</a> of file <a class="el" href="rank_8hpp_source.html">rank.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad3d78d2735a35451f02bcd2f4da24886"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::rep_array </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__array_8hpp_source.html#l00014">14</a> of file <a class="el" href="rep__array_8hpp_source.html">rep_array.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8edf0b7ec2ad24b1fda26a8d58513106"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;std::vector&lt;T&gt; &gt; stan::math::rep_array </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__array_8hpp_source.html#l00021">21</a> of file <a class="el" href="rep__array_8hpp_source.html">rep_array.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a53054db4cfa6672654fbaedafbdae242"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt; stan::math::rep_array </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__array_8hpp_source.html#l00030">30</a> of file <a class="el" href="rep__array_8hpp_source.html">rep_array.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad31fd1c6f1cd56836b049489009d2221"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T&gt;::type, Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::rep_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__matrix_8hpp_source.html#l00016">16</a> of file <a class="el" href="rep__matrix_8hpp_source.html">rep_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a79febbfc52e2118819bb0eb77fbea561"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::rep_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__matrix_8hpp_source.html#l00025">25</a> of file <a class="el" href="rep__matrix_8hpp_source.html">rep_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa70f063ee9a5790fbed08ba8ae07c52e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::math::rep_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__matrix_8hpp_source.html#l00034">34</a> of file <a class="el" href="rep__matrix_8hpp_source.html">rep_matrix.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac9d77ddf6ad38a102ebd6f5e433c3e6c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T&gt;::type, 1,Eigen::Dynamic&gt; stan::math::rep_row_vector </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__row__vector_8hpp_source.html#l00015">15</a> of file <a class="el" href="rep__row__vector_8hpp_source.html">rep_row_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2b132ea41ccfdb7b0ca4897cbb64649a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T&gt;::type, Eigen::Dynamic,1&gt; stan::math::rep_vector </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rep__vector_8hpp_source.html#l00016">16</a> of file <a class="el" href="rep__vector_8hpp_source.html">rep_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8abf3ffa6d67a158348134225c9d3090"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::resize </td>
+          <td>(</td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; size_t &gt;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Recursively resize the specified vector of vectors, which must bottom out at scalar values, <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vectors or <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> matrices. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Array-like object to resize. </td></tr>
+    <tr><td class="paramname">dims</td><td>New dimensions. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of object being resized. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="resize_8hpp_source.html#l00063">63</a> of file <a class="el" href="resize_8hpp_source.html">resize.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3c25994a9886374662f280ecba376a42"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T1,T2&gt;::type stan::math::rising_factorial </td>
+          <td>(</td>
+          <td class="paramtype">const T1&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2rising__factorial_8hpp_source.html#l00011">11</a> of file <a class="el" href="math_2functions_2rising__factorial_8hpp_source.html">rising_factorial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab540ec1825d8a36cf690a3f061d544bb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::row </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified row of the specified matrix, using start-at-1 indexing. </p>
+<p>This is equivalent to calling <code>m.row(i - 1)</code> and assigning the resulting template expression to a row vector.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar value type for matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix. </td></tr>
+    <tr><td class="paramname">i</td><td>Row index (count from 1). </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Specified row of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="row_8hpp_source.html#l00025">25</a> of file <a class="el" href="row_8hpp_source.html">row.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adb157990709e17068a450238d0a579fb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">size_t stan::math::rows </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rows_8hpp_source.html#l00012">12</a> of file <a class="el" href="rows_8hpp_source.html">rows.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6e1fb33918f8c4e61cc7709905db012c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double, R1, 1&gt; stan::math::rows_dot_product </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of the specified vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the vectors are not the same size or if they are both not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2rows__dot__product_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2matrix_2rows__dot__product_8hpp_source.html">rows_dot_product.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b071fe169e76df6dc2a49c85ec28b2f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R,1&gt; stan::math::rows_dot_self </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the dot product of each row of a matrix with itself. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>scalar type </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2rows__dot__self_8hpp_source.html#l00016">16</a> of file <a class="el" href="math_2matrix_2rows__dot__self_8hpp_source.html">rows_dot_self.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2eb786f14699d69c39cfdd49893a8006"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::scaled_add </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="scaled__add_8hpp_source.html#l00011">11</a> of file <a class="el" href="scaled__add_8hpp_source.html">scaled_add.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a34fd02fe795ea38c98f4a02befed309f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::sd </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the unbiased sample standard deviation of the coefficients in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample variance of vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sd_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2matrix_2sd_8hpp_source.html">sd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8e1cb72c1528f0ff383033c642341147"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::sd </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the unbiased sample standard deviation of the coefficients in the specified vector, row vector, or matrix. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified vector, row vector or matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample variance. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sd_8hpp_source.html#l00037">37</a> of file <a class="el" href="math_2matrix_2sd_8hpp_source.html">sd.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4e828d606f1a1c8faf42e6d901089543"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::segment </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a vector starting from the specified element - 1 of the specified vector. </p>
+
+<p>Definition at line <a class="el" href="segment_8hpp_source.html#l00020">20</a> of file <a class="el" href="segment_8hpp_source.html">segment.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad2c340addebdc88ac086b0e1fac2c1b7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::segment </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="segment_8hpp_source.html#l00030">30</a> of file <a class="el" href="segment_8hpp_source.html">segment.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a721232b5c8e7c068a120719255f5fb0c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::segment </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="segment_8hpp_source.html#l00040">40</a> of file <a class="el" href="segment_8hpp_source.html">segment.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a204f15e3685b2c610ca2c0c80a3005d5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::singular_values </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the vector of the singular values of the specified matrix in decreasing order of magnitude. </p>
+<p>See the documentation for <code>svd()</code> for information on the signular values. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Singular values of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="singular__values_8hpp_source.html#l00019">19</a> of file <a class="el" href="singular__values_8hpp_source.html">singular_values.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa1f9966aade9c4515d33d3ffa7305462"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::size </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="size_8hpp_source.html#l00011">11</a> of file <a class="el" href="size_8hpp_source.html">size.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a724679c01caa9ae44c146fe8019ddcf6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::softmax </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the softmax of the specified vector. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type of values in vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">v</td><td>Vector to transform. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unit simplex result of the softmax transform of the vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2softmax_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2matrix_2softmax_8hpp_source.html">softmax.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a80f5418b16ea26e9bc6d2a8f9b764897"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified standard vector in ascending order. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td>Standard vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Standard vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sort_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aea0d013ec0a699e61dd74f32aa722fa0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R,C&gt; stan::math::sort_asc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified eigen vector in ascending order. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sort_8hpp_source.html#l00046">46</a> of file <a class="el" href="math_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0b2712eab9b95535c0589455ed11cfc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; T &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified standard vector in descending order. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td>Standard vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Standard vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sort_8hpp_source.html#l00033">33</a> of file <a class="el" href="math_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a13ae8cd1155e8c4c684efb4405a1e277"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,R,C&gt; stan::math::sort_desc </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified eigen vector in descending order. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector to order. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vector ordered. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements of the vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sort_8hpp_source.html#l00059">59</a> of file <a class="el" href="math_2matrix_2sort_8hpp_source.html">sort.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1369f60a09e3af4933096de3a54ac28c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::sqrt2 </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the square root of two. </p>
+<dl class="section return"><dt>Returns</dt><dd>Square root of two. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00095">95</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a056b82f11f784f321bce2c5677089e24"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::square </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the square of the specified argument. </p>
+<p><img class="formulaInl" alt="$\mbox{square}(x) = x^2$" src="form_134.png"/>.</p>
+<p>The implementation of <code>square(x)</code> is just <code>x * x</code>. Given this, this method is mainly useful in cases where <code>x</code> is not a simple primitive type, particularly when it is an auto-dif type.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Input to square. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Square of input. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2square_8hpp_source.html#l00022">22</a> of file <a class="el" href="math_2functions_2square_8hpp_source.html">square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa870be227ae57e703770592d7d5d3a22"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::squared_dist </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the squared distance between the specified vectors. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v1</td><td>First vector. </td></tr>
+    <tr><td class="paramname">v2</td><td>Second vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Dot product of the vectors. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the vectors are not the same size or if they are both not vector dimensioned. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2squared__dist_8hpp_source.html#l00021">21</a> of file <a class="el" href="math_2matrix_2squared__dist_8hpp_source.html">squared_dist.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7c14b7fd70050f03a07fdf73a1df06d2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2stan__print_8hpp_source.html#l00012">12</a> of file <a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a37cb2d874adcc950cb0439af044f549f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2stan__print_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae94f7170ee85d4b353f55e3a044d2345"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2stan__print_8hpp_source.html#l00027">27</a> of file <a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad9c9057d71cf2795d0042f665c0f89c1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2stan__print_8hpp_source.html#l00037">37</a> of file <a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adffa61a0521d0c07b8c4cd7ccbbb4aca"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::stan_print </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2stan__print_8hpp_source.html#l00047">47</a> of file <a class="el" href="math_2matrix_2stan__print_8hpp_source.html">stan_print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8fdc5e5ba8e306c2a594e928bfd62ea2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::math::step </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>The step, or Heaviside, function. </p>
+<p>The function is defined by</p>
+<p><code>step(y) = (y &lt; 0.0) ? 0 : 1</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Scalar argument.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>1 if the specified argument is greater than or equal to 0.0, and 0 otherwise. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2step_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2functions_2step_8hpp_source.html">step.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e4c5e5b76b18a41b28f646104b3cd46"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::sub </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>result</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="sub_8hpp_source.html#l00010">10</a> of file <a class="el" href="sub_8hpp_source.html">sub.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a63cf32e07d51c4ebfe042dd452eeae14"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::sub_col </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>nrows</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a nrows x 1 subcolumn starting at (i-1,j-1). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix </td></tr>
+    <tr><td class="paramname">i</td><td>Starting row + 1 </td></tr>
+    <tr><td class="paramname">j</td><td>Starting column + 1 </td></tr>
+    <tr><td class="paramname">nrows</td><td>Number of rows in block </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="sub__col_8hpp_source.html#l00022">22</a> of file <a class="el" href="sub__col_8hpp_source.html">sub_col.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa1ea780efd8d0282dbf069f0776d727b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::sub_row </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>ncols</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a 1 x nrows subrow starting at (i-1,j-1). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Matrix </td></tr>
+    <tr><td class="paramname">i</td><td>Starting row + 1 </td></tr>
+    <tr><td class="paramname">j</td><td>Starting column + 1 </td></tr>
+    <tr><td class="paramname">ncols</td><td>Number of columns in block </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="sub__row_8hpp_source.html#l00023">23</a> of file <a class="el" href="sub__row_8hpp_source.html">sub_row.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a90c28e884c638ed67fa0c81ffc01e2d3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt; stan::math::subtract </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the result of subtracting the second specified matrix from the first specified matrix. </p>
+<p>The return scalar type is the promotion of the input types.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T1</td><td>Scalar type of first matrix. </td></tr>
+    <tr><td class="paramname">T2</td><td>Scalar type of second matrix. </td></tr>
+    <tr><td class="paramname">R</td><td>Row type of matrices. </td></tr>
+    <tr><td class="paramname">C</td><td>Column type of matrices. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m1</td><td>First matrix. </td></tr>
+    <tr><td class="paramname">m2</td><td>Second matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Difference between first matrix and second matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="subtract_8hpp_source.html#l00027">27</a> of file <a class="el" href="subtract_8hpp_source.html">subtract.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a36726c055970205db893867a77e9d0a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt; stan::math::subtract </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="subtract_8hpp_source.html#l00040">40</a> of file <a class="el" href="subtract_8hpp_source.html">subtract.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a776789f307db599fddcda6a68c480557"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt; stan::math::subtract </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="subtract_8hpp_source.html#l00052">52</a> of file <a class="el" href="subtract_8hpp_source.html">subtract.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adde1fe0f002efa49cf9f7c129fe1a1d0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::sum </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2functions_2sum_8hpp_source.html#l00010">10</a> of file <a class="el" href="math_2functions_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1efee0b4f8879a114af50b7e9802745c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::sum </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>xs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the sum of the values in the specified standard vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">xs</td><td>Standard vector to sum. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sum of elements. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of elements summed. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sum_8hpp_source.html#l00019">19</a> of file <a class="el" href="math_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a44c32c2d7e895378feb11c99091765ad"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::sum </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sum of the coefficients of the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sum of coefficients of vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2sum_8hpp_source.html#l00034">34</a> of file <a class="el" href="math_2matrix_2sum_8hpp_source.html">sum.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac5b2770a97397fc738125d70420393fb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::tail </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a vector from the back of the specified vector. </p>
+
+<p>Definition at line <a class="el" href="tail_8hpp_source.html#l00020">20</a> of file <a class="el" href="tail_8hpp_source.html">tail.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7ae4ee69ace75bb2fb216247ab8272ec"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; stan::math::tail </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>rv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified number of elements as a row vector from the back of the specified row vector. </p>
+
+<p>Definition at line <a class="el" href="tail_8hpp_source.html#l00035">35</a> of file <a class="el" href="tail_8hpp_source.html">tail.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9956cf78180c6340f61667e797cf7055"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; stan::math::tail </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>n</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="tail_8hpp_source.html#l00043">43</a> of file <a class="el" href="tail_8hpp_source.html">tail.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16b07b3f7d18cdb710806c5793a83d31"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460">matrix_d</a> stan::math::tcrossprod </td>
+          <td>(</td>
+          <td class="paramtype">const matrix_d &amp;&#160;</td>
+          <td class="paramname"><em>M</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of post-multiplying a matrix by its own transpose. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">M</td><td>Matrix to multiply. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>M times its transpose. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2tcrossprod_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2tcrossprod_8hpp_source.html">tcrossprod.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2576c9799bbb676b1b2d930be8032b8c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R1, int R2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::math::to_vector </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R1, R2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="to__vector_8hpp_source.html#l00012">12</a> of file <a class="el" href="to__vector_8hpp_source.html">to_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7001fd7e0296d5dae6ab0a88e1a28547"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::trace </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the trace of the specified matrix. </p>
+<p>The trace is defined as the sum of the elements on the diagonal. The matrix is not required to be square. Returns 0 if matrix is empty.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">m</td><td>Specified matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Trace of the matrix. </dd></dl>
+
+<p>Definition at line <a class="el" href="trace_8hpp_source.html#l00019">19</a> of file <a class="el" href="trace_8hpp_source.html">trace.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a09d402800ee27ba77d03dc3ec365d22e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RD, int CD, int RA, int CA, int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::trace_gen_quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RD, CD &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute trace(D B^T A B). </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2trace__gen__quad__form_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2trace__gen__quad__form_8hpp_source.html">trace_gen_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab8b4d4ddbcb7df66d3baf8394318e1e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R1, int C1, int R2, int C2, int R3, int C3&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::trace_inv_quad_form_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R3, C3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00111">111</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa0261f49dc318d8ee553e378325ee3db"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int R2, int C2, int R3, int C3&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::trace_inv_quad_form_ldlt </td>
+          <td>(</td>
+          <td class="paramtype">const stan::math::LDLT_factor&lt; double, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, R3, C3 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2matrix_2ldlt_8hpp_source.html#l00129">129</a> of file <a class="el" href="math_2matrix_2ldlt_8hpp_source.html">ldlt.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a097af33142548fd565d1dab2233fa3e5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;int RA, int CA, int RB, int CB&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::trace_quad_form </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RA, CA &gt; &amp;&#160;</td>
+          <td class="paramname"><em>A</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, RB, CB &gt; &amp;&#160;</td>
+          <td class="paramname"><em>B</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Compute trace(B^T A B). </p>
+
+<p>Definition at line <a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html#l00017">17</a> of file <a class="el" href="math_2matrix_2trace__quad__form_8hpp_source.html">trace_quad_form.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9db6bf273b69e20dc12e0c348b928296"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,C,R&gt; stan::math::transpose </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="transpose_8hpp_source.html#l00012">12</a> of file <a class="el" href="transpose_8hpp_source.html">transpose.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab18c21bad37c9af26424d0922936355e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::math::trigamma </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="trigamma_8hpp_source.html#l00020">20</a> of file <a class="el" href="trigamma_8hpp_source.html">trigamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0908a541f73f2d206d9bc0d41c487a4d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_column_index </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__column__index_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__column__index_8hpp_source.html">validate_column_index.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a954f9705a277937f1a4e39f85c226304"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_greater </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>x_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>y_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>fun_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__greater_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__greater_8hpp_source.html">validate_greater.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a153a2d6e5f828a2dc08ccba7dab2ba02"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_greater_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>x_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>y_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>fun_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__greater__or__equal_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__greater__or__equal_8hpp_source.html">validate_greater_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a849c8dde0b08965817c862676d5b8aa3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_less </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>x_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>y_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>fun_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__less_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__less_8hpp_source.html">validate_less.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3f5968c67a61a65e3fe2a434d9ffb7bf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_less_or_equal </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>x_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>y_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>fun_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__less__or__equal_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__less__or__equal_8hpp_source.html">validate_less_or_equal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6c2cb320ad093bb28e503258b3681826"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_dims </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__dims_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__matching__dims_8hpp_source.html">validate_matching_dims.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad53597362a6c7c1158057959fcac292e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__sizes_8hpp_source.html#l00013">13</a> of file <a class="el" href="validate__matching__sizes_8hpp_source.html">validate_matching_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a41ec7da4239a007943fc013e07cba3aa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__sizes_8hpp_source.html#l00026">26</a> of file <a class="el" href="validate__matching__sizes_8hpp_source.html">validate_matching_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a263171956617573c8cd3c1d18fd6ceb3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Derived , typename T2 , int R2, int C2&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Block&lt; Derived &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__sizes_8hpp_source.html#l00041">41</a> of file <a class="el" href="validate__matching__sizes_8hpp_source.html">validate_matching_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8129ae89cd2dbb265cb12b92f8e04422"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , int R1, int C1, typename Derived &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Block&lt; Derived &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__sizes_8hpp_source.html#l00056">56</a> of file <a class="el" href="validate__matching__sizes_8hpp_source.html">validate_matching_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="affd4c08b7da0d68132fa34cb400ea42f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Derived1 , typename Derived2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_matching_sizes </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Block&lt; Derived1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Block&lt; Derived2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__matching__sizes_8hpp_source.html#l00071">71</a> of file <a class="el" href="validate__matching__sizes_8hpp_source.html">validate_matching_sizes.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f8623dd71addc9eb308adbd79650173"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_multiplicable </td>
+          <td>(</td>
+          <td class="paramtype">const T1 &amp;&#160;</td>
+          <td class="paramname"><em>x1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__multiplicable_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__multiplicable_8hpp_source.html">validate_multiplicable.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3abcd9b7deac4b6378eae04ee927f498"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_non_negative_index </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>val</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__non__negative__index_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__non__negative__index_8hpp_source.html">validate_non_negative_index.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa5fcab47a4a1c557ed22ce8c9dfa4690"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_non_negative_rep </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>fun</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>If argument is negative, throw a domain error indicating the function with the specified name. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">n</td><td>Integer to test for non-negativity. </td></tr>
+    <tr><td class="paramname">fun</td><td>Name of function in which test is being done. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If integer is negative. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="validate__non__negative__rep_8hpp_source.html#l00020">20</a> of file <a class="el" href="validate__non__negative__rep_8hpp_source.html">validate_non_negative_rep.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab4ad50f7ce663f08887cc98f00325102"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_nonzero_size </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__nonzero__size_8hpp_source.html#l00011">11</a> of file <a class="el" href="validate__nonzero__size_8hpp_source.html">validate_nonzero_size.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a89eabaf81a12e1ba52dc95991f3c7cec"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_row_index </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__row__index_8hpp_source.html#l00013">13</a> of file <a class="el" href="validate__row__index_8hpp_source.html">validate_row_index.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a80e2967cc986a918329c7e226aa97d35"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_square </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__square_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__square_8hpp_source.html">validate_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa8bef2aad224049eb13f5de732d60805"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_std_vector_index </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sv</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>j</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__std__vector__index_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__std__vector__index_8hpp_source.html">validate_std_vector_index.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3e7c964f96b6454223b9204f463ad674"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_symmetric </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__symmetric_8hpp_source.html#l00013">13</a> of file <a class="el" href="validate__symmetric_8hpp_source.html">validate_symmetric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a883b9b83e5ca3d865f9dcf26d57a69fe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::math::validate_vector </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>msg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="validate__vector_8hpp_source.html#l00012">12</a> of file <a class="el" href="validate__vector_8hpp_source.html">validate_vector.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a73087d72fd937f4be66684bd2613ae6e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::math::value_of </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the value of the specified scalar argument converted to a double value. </p>
+<p>This function is meant to cover the primitive types. For types requiring pass-by-reference, this template function should be specialized.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Scalar to convert to double. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Value of scalar cast to a double. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2value__of_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2functions_2value__of_8hpp_source.html">value_of.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2d7774df98215b7d113075019d74ebbf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double <a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e">stan::math::value_of</a>&lt; double &gt; </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the specified argument. </p>
+<p>See <code><a class="el" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">value_of(T)</a></code> for a polymorphic implementation using static casts.</p>
+<p>This inline pass-through no-op should be compiled away.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Specified value. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Specified value. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2functions_2value__of_8hpp_source.html#l00036">36</a> of file <a class="el" href="math_2functions_2value__of_8hpp_source.html">value_of.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa433ac2fc47bbd40a6d87f62574dff85"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::variance </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sample variance (divide by length - 1) of the coefficients in the specified standard vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">v</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample variance of vector. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the size of the vector is less than 1. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2variance_8hpp_source.html#l00023">23</a> of file <a class="el" href="math_2matrix_2variance_8hpp_source.html">variance.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1f055da8754c2215aac70d7787692f54"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T&gt;::type stan::math::variance </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the sample variance (divide by length - 1) of the coefficients in the specified column vector. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">m</td><td>Specified vector. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Sample variance of vector. </dd></dl>
+
+<p>Definition at line <a class="el" href="math_2matrix_2variance_8hpp_source.html#l00045">45</a> of file <a class="el" href="math_2matrix_2variance_8hpp_source.html">variance.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="aece739c5a2672028f0c7848045b89f08"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::CONSTRAINT_TOLERANCE = 1E-8</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The tolerance for checking arithmetic bounds In rank and in simplexes. </p>
+<p>The default value is <code>1E-8</code>. </p>
+
+<p>Definition at line <a class="el" href="constraint__tolerance_8hpp_source.html#l00011">11</a> of file <a class="el" href="constraint__tolerance_8hpp_source.html">constraint_tolerance.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a66f94e47c6dc073bbd3929903b4431fe"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::E = boost::math::constants::e&lt;double&gt;()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The base of the natural logarithm, <img class="formulaInl" alt="$ e $" src="form_103.png"/>. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00014">14</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5ffd625c2083751d7ccabb7dbe39cbe0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::EPSILON = std::numeric_limits&lt;double&gt;::epsilon()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Smallest positive value. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00058">58</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f2ac8ebf3095e9934715bb34f0669b3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::INFTY = std::numeric_limits&lt;double&gt;::infinity()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Positive infinity. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00043">43</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5491e346d5a812af988f8de4a5948c88"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::INV_SQRT_2 = 1.0 / <a class="el" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd">SQRT_2</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The value of 1 over the square root of 2, <img class="formulaInl" alt="$ 1 / \sqrt{2} $" src="form_105.png"/>. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00026">26</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a44d54686aa26009d0e9101be42afd877"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::INV_SQRT_TWO_PI = 1.0 / std::sqrt(2.0 * boost::math::constants::pi&lt;double&gt;())</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00150">150</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab773773e2db53015eb48ab1730816fb5"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::LOG_10 = std::log(10.0)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The natural logarithm of 10, <img class="formulaInl" alt="$ \log 10 $" src="form_107.png"/>. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00038">38</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a43fb48f0a7f26bc60c1dfb572283b149"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::LOG_2 = std::log(2.0)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The natural logarithm of 2, <img class="formulaInl" alt="$ \log 2 $" src="form_106.png"/>. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00032">32</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a177764626d2378e0d7bdfb26aac187b6"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::LOG_PI_OVER_FOUR = std::log(boost::math::constants::pi&lt;double&gt;()) / 4.0</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00070">70</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a344504ea0c1f4f956c85ea8027a07ba9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::NEG_TWO_OVER_SQRT_PI = -<a class="el" href="namespacestan_1_1math.html#a935530f53a026ebb80fcd9006059e9c8">TWO_OVER_SQRT_PI</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00148">148</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1dcea3a9752d079c9f972040b873b704"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::NEGATIVE_EPSILON = - std::numeric_limits&lt;double&gt;::epsilon()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Largest negative value (i.e., smallest absolute value). </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00063">63</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa37d0f67f02e0a0b5797ed9f4df56bfb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::NEGATIVE_INFTY = - std::numeric_limits&lt;double&gt;::infinity()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Negative infinity. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00048">48</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9cf147700a2e38335abc618b2c913b8a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::NOT_A_NUMBER = std::numeric_limits&lt;double&gt;::quiet_NaN()</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>(Quiet) not-a-number value. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00053">53</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a491d6e40aaa2a3e205ea6708dc3c75dd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::SQRT_2 = std::sqrt(2.0)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The value of the square root of 2, <img class="formulaInl" alt="$ \sqrt{2} $" src="form_104.png"/>. </p>
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00020">20</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a935530f53a026ebb80fcd9006059e9c8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::math::TWO_OVER_SQRT_PI = 2.0 / std::sqrt(boost::math::constants::pi&lt;double&gt;())</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="math_2constants_8hpp_source.html#l00146">146</a> of file <a class="el" href="math_2constants_8hpp_source.html">constants.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacestan_1_1math_1_1policies.html b/doc/api/html/namespacestan_1_1math_1_1policies.html
new file mode 100644
index 00000000000..8d0daf358f2
--- /dev/null
+++ b/doc/api/html/namespacestan_1_1math_1_1policies.html
@@ -0,0 +1,179 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: stan::math::policies Namespace Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<script type="text/javascript" src="search/search.js"></script>
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+  $(document).ready(function() { searchBox.OnSelectItem(0); });
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+<link href="doxygen.css" rel="stylesheet" type="text/css" />
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+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
+</table>
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+      <li><a href="pages.html"><span>Related&#160;Pages</span></a></li>
+      <li class="current"><a href="namespaces.html"><span>Namespaces</span></a></li>
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+      <li><a href="namespaces.html"><span>Namespace&#160;List</span></a></li>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math_1_1policies.html">policies</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::policies Namespace Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Extending boost functionality.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan_1_1math_1_1policies_1_1detail"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html">detail</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math_1_1policies_1_1detail"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reimplementing boost::math::policies::detail::raise_domain_error. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val , class Policy &gt; </td></tr>
+<tr class="memitem:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies.html#ac83ded77a40cbdc0bdb98879f0d24fb7">raise_domain_error</a> (const char *function, const char *message, const T_val &amp;val, const Policy &amp;)</td></tr>
+<tr class="separator:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Extending boost functionality. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="ac83ded77a40cbdc0bdb98879f0d24fb7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class T_result , class T_val , class Policy &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T_result stan::math::policies::raise_domain_error </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>message</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_val &amp;&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Policy &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="raise__domain__error_8hpp_source.html#l00055">55</a> of file <a class="el" href="raise__domain__error_8hpp_source.html">raise_domain_error.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/namespacestan_1_1math_1_1policies_1_1detail.html b/doc/api/html/namespacestan_1_1math_1_1policies_1_1detail.html
new file mode 100644
index 00000000000..62a502da722
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+++ b/doc/api/html/namespacestan_1_1math_1_1policies_1_1detail.html
@@ -0,0 +1,335 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: stan::math::policies::detail Namespace Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+<script type="text/javascript" src="dynsections.js"></script>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+ </tbody>
+</table>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::policies::detail Namespace Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Reimplementing boost::math::policies::detail::raise_domain_error.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a247352f3a333a7aebbe6ccf09473f2f9"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
+<tr class="memitem:a247352f3a333a7aebbe6ccf09473f2f9"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a247352f3a333a7aebbe6ccf09473f2f9">raise_domain_error</a> (const char *function, const char *message, const T_val &amp;val, const ::boost::math::policies::domain_error&lt; ::boost::math::policies::throw_on_error &gt; &amp;)</td></tr>
+<tr class="separator:a247352f3a333a7aebbe6ccf09473f2f9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1e05fecf80a5d9760597fa17374ac729"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
+<tr class="memitem:a1e05fecf80a5d9760597fa17374ac729"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a1e05fecf80a5d9760597fa17374ac729">raise_domain_error</a> (const char *, const char *, const T_val &amp;, const ::boost::math::policies::domain_error&lt; ::boost::math::policies::ignore_error &gt; &amp;)</td></tr>
+<tr class="separator:a1e05fecf80a5d9760597fa17374ac729"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a37a116f5cfdd061c779fa174223cc64b"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
+<tr class="memitem:a37a116f5cfdd061c779fa174223cc64b"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a37a116f5cfdd061c779fa174223cc64b">raise_domain_error</a> (const char *, const char *, const T_val &amp;, const ::boost::math::policies::domain_error&lt; ::boost::math::policies::errno_on_error &gt; &amp;)</td></tr>
+<tr class="separator:a37a116f5cfdd061c779fa174223cc64b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a84db90eb3648bab11711b7282e69cf0b"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
+<tr class="memitem:a84db90eb3648bab11711b7282e69cf0b"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a84db90eb3648bab11711b7282e69cf0b">raise_domain_error</a> (const char *function, const char *message, const T_val &amp;val, const ::boost::math::policies::domain_error&lt; ::boost::math::policies::user_error &gt; &amp;)</td></tr>
+<tr class="separator:a84db90eb3648bab11711b7282e69cf0b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Reimplementing boost::math::policies::detail::raise_domain_error. </p>
+<p>For error handling, Stan requires raise_domain_error to handle two template parameters, one for the return type and the other for the input type.</p>
+<p>In boost, these functions are in namespace boost::math::policies:details. Since reimplementing these functions in that namespace could lead to ambiguous functions calls, they are placed in stan::math::policies::details.</p>
+<p>These functions still rely on boost::math::policies::detail::raise_error.</p>
+<p>TODO: user_error may need to be refactored to include the two template parameters. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a247352f3a333a7aebbe6ccf09473f2f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class T_result , class T_val &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T_result stan::math::policies::detail::raise_domain_error </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>message</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_val &amp;&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const ::boost::math::policies::domain_error&lt; ::boost::math::policies::throw_on_error &gt; &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="raise__domain__error_8hpp_source.html#l00014">14</a> of file <a class="el" href="raise__domain__error_8hpp_source.html">raise_domain_error.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1e05fecf80a5d9760597fa17374ac729"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class T_result , class T_val &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T_result stan::math::policies::detail::raise_domain_error </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_val &amp;&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const ::boost::math::policies::domain_error&lt; ::boost::math::policies::ignore_error &gt; &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="raise__domain__error_8hpp_source.html#l00024">24</a> of file <a class="el" href="raise__domain__error_8hpp_source.html">raise_domain_error.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a37a116f5cfdd061c779fa174223cc64b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class T_result , class T_val &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T_result stan::math::policies::detail::raise_domain_error </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_val &amp;&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const ::boost::math::policies::domain_error&lt; ::boost::math::policies::errno_on_error &gt; &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="raise__domain__error_8hpp_source.html#l00034">34</a> of file <a class="el" href="raise__domain__error_8hpp_source.html">raise_domain_error.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a84db90eb3648bab11711b7282e69cf0b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class T_result , class T_val &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T_result stan::math::policies::detail::raise_domain_error </td>
+          <td>(</td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>function</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>message</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_val &amp;&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const ::boost::math::policies::domain_error&lt; ::boost::math::policies::user_error &gt; &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="raise__domain__error_8hpp_source.html#l00045">45</a> of file <a class="el" href="raise__domain__error_8hpp_source.html">raise_domain_error.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+<p>Markov chain Monte Carlo samplers.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1base__adaptation.html">base_adaptation</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Markov chain Monte Carlo samplers. </p>
+</div></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1memory.html">memory</a></li>  </ul>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::memory Namespace Reference</div>  </div>
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+<div class="contents">
+
+<p>(Expert) Allocate, free, and manage underlying system memory.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stack_alloc</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">An instance of this class provides a memory pool through which blocks of raw memory may be allocated and then collected simultaneously.  <a href="classstan_1_1memory_1_1stack__alloc.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified pointer is aligned on the number of bytes.  <a href="#a952ba61b6936bdcad3955ec1f5e6ef8f"></a><br/></td></tr>
+<tr class="separator:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>(Expert) Allocate, free, and manage underlying system memory. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a952ba61b6936bdcad3955ec1f5e6ef8f"></a>
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+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::memory::is_aligned </td>
+          <td>(</td>
+          <td class="paramtype">T *&#160;</td>
+          <td class="paramname"><em>ptr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">unsigned int&#160;</td>
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+        </tr>
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+          <td></td>
+          <td>)</td>
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+<p>Return <code>true</code> if the specified pointer is aligned on the number of bytes. </p>
+<p>This doesn't really make sense other than for powers of 2.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">ptr</td><td>Pointer to test. </td></tr>
+    <tr><td class="paramname">bytes_aligned</td><td>Number of bytes of alignment required. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if pointer is aligned. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">Type</td><td>of object to which pointer points. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00035">35</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1model.html">model</a></li>  </ul>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#func-members">Functions</a>  </div>
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+<div class="title">stan::model Namespace Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>For compiling models.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html">prob_grad</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">The <code><a class="el" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a></code> class represents the basic parameter holders for a model.  <a href="classstan_1_1model_1_1prob__grad.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memTemplParams" colspan="2">template&lt;bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a4f75ba8738a5667a7abaef3871e14ca8">log_prob_propto</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a4f75ba8738a5667a7abaef3871e14ca8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Helper function to calculate log probability for <code>double</code> scalars up to a proportion.  <a href="#a4f75ba8738a5667a7abaef3871e14ca8"></a><br/></td></tr>
+<tr class="separator:a4f75ba8738a5667a7abaef3871e14ca8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80">log_prob_grad</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;gradient, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:aad33e9d6c10b589acbe6e527b5f9de80"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation.  <a href="#aad33e9d6c10b589acbe6e527b5f9de80"></a><br/></td></tr>
+<tr class="separator:aad33e9d6c10b589acbe6e527b5f9de80"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0267095f157269950cfd3f1f402abe21"><td class="memTemplParams" colspan="2">template&lt;bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a0267095f157269950cfd3f1f402abe21"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a0267095f157269950cfd3f1f402abe21">log_prob_propto</a> (const M &amp;model, Eigen::VectorXd &amp;params_r, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a0267095f157269950cfd3f1f402abe21"><td class="mdescLeft">&#160;</td><td class="mdescRight">Helper function to calculate log probability for <code>double</code> scalars up to a proportion.  <a href="#a0267095f157269950cfd3f1f402abe21"></a><br/></td></tr>
+<tr class="separator:a0267095f157269950cfd3f1f402abe21"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#aa8bbac348a197c17f86d57cc3a65e7d2">log_prob_grad</a> (const M &amp;model, Eigen::VectorXd &amp;params_r, Eigen::VectorXd &amp;gradient, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation.  <a href="#aa8bbac348a197c17f86d57cc3a65e7d2"></a><br/></td></tr>
+<tr class="separator:aa8bbac348a197c17f86d57cc3a65e7d2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2660b5de2ccd8322d61f077d43289d18"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a2660b5de2ccd8322d61f077d43289d18"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a2660b5de2ccd8322d61f077d43289d18">finite_diff_grad</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;grad, double epsilon=1e-6, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a2660b5de2ccd8322d61f077d43289d18"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute the gradient using finite differences for the specified parameters, writing the result into the specified gradient, using the specified perturbation.  <a href="#a2660b5de2ccd8322d61f077d43289d18"></a><br/></td></tr>
+<tr class="separator:a2660b5de2ccd8322d61f077d43289d18"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#a53b2d650c95140811fa1dee58bdfb0c4">test_gradients</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, double epsilon=1e-6, double error=1e-6, std::ostream &amp;o=std::cout, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:a53b2d650c95140811fa1dee58bdfb0c4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Test the <a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">log_prob_grad()</a> function's ability to produce accurate gradients using finite differences.  <a href="#a53b2d650c95140811fa1dee58bdfb0c4"></a><br/></td></tr>
+<tr class="separator:a53b2d650c95140811fa1dee58bdfb0c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad83f35a2e6e0b78d505d8128dee49588"><td class="memTemplParams" colspan="2">template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </td></tr>
+<tr class="memitem:ad83f35a2e6e0b78d505d8128dee49588"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1model.html#ad83f35a2e6e0b78d505d8128dee49588">grad_hess_log_prob</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::vector&lt; double &gt; &amp;gradient, std::vector&lt; double &gt; &amp;hessian, std::ostream *msgs=0)</td></tr>
+<tr class="memdesc:ad83f35a2e6e0b78d505d8128dee49588"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluate the log-probability, its gradient, and its Hessian at params_r.  <a href="#ad83f35a2e6e0b78d505d8128dee49588"></a><br/></td></tr>
+<tr class="separator:ad83f35a2e6e0b78d505d8128dee49588"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>For compiling models. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a2660b5de2ccd8322d61f077d43289d18"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::model::finite_diff_grad </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>grad</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em> = <code>1e-6</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Compute the gradient using finite differences for the specified parameters, writing the result into the specified gradient, using the specified perturbation. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir"></td><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramdir"></td><td class="paramname">params_r</td><td>Real-valued parameters. </td></tr>
+    <tr><td class="paramdir"></td><td class="paramname">params_i</td><td>Integer-valued parameters. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">grad</td><td>Vector into which gradient is written. </td></tr>
+    <tr><td class="paramdir"></td><td class="paramname">epsilon</td><td></td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">msgs</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00212">212</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad83f35a2e6e0b78d505d8128dee49588"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::model::grad_hess_log_prob </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>gradient</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>hessian</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Evaluate the log-probability, its gradient, and its Hessian at params_r. </p>
+<p>This default version computes the Hessian numerically by finite-differencing the gradient, at a cost of O(<a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">params_r.size()</a>^2).</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramname">params_r</td><td>Real-valued parameter vector. </td></tr>
+    <tr><td class="paramname">params_i</td><td>Integer-valued parameter vector. </td></tr>
+    <tr><td class="paramname">gradient</td><td>Vector to write gradient to. </td></tr>
+    <tr><td class="paramname">hessian</td><td>Vector to write gradient to. hessian[i*D + j] gives the element at the ith row and jth column of the Hessian (where D=<a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">params_r.size()</a>). </td></tr>
+    <tr><td class="paramname">msgs</td><td>Stream to which print statements in Stan programs are written, default is 0 </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00336">336</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aad33e9d6c10b589acbe6e527b5f9de80"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::model::log_prob_grad </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>gradient</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_r</td><td>Real-valued parameters. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_i</td><td>Integer-valued parameters. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">gradient</td><td>Vector into which gradient is written. </td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">msgs</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00081">81</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa8bbac348a197c17f86d57cc3a65e7d2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::model::log_prob_grad </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>gradient</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Compute the gradient using reverse-mode automatic differentiation, writing the result into the specified gradient, using the specified perturbation. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_r</td><td>Real-valued parameters. </td></tr>
+    <tr><td class="paramdir">[out]</td><td class="paramname">gradient</td><td>Vector into which gradient is written. </td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">msgs</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00168">168</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f75ba8738a5667a7abaef3871e14ca8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::model::log_prob_propto </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Helper function to calculate log probability for <code>double</code> scalars up to a proportion. </p>
+<p>This implementation wraps the <code>double</code> values in <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and calls the model's <code>log_prob()</code> function with <code>propto=true</code> and the specified parameter for applying the Jacobian adjustment for transformed parameters.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_r</td><td>Real-valued parameters. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_i</td><td>Integer-valued parameters. </td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">msgs</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00039">39</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0267095f157269950cfd3f1f402abe21"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::model::log_prob_propto </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Helper function to calculate log probability for <code>double</code> scalars up to a proportion. </p>
+<p>This implementation wraps the <code>double</code> values in <code><a class="el" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a></code> and calls the model's <code>log_prob()</code> function with <code>propto=true</code> and the specified parameter for applying the Jacobian adjustment for transformed parameters.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramdir">[in]</td><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramdir">[in]</td><td class="paramname">params_r</td><td>Real-valued parameters. </td></tr>
+    <tr><td class="paramdir">[in,out]</td><td class="paramname">msgs</td><td></td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00129">129</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a53b2d650c95140811fa1dee58bdfb0c4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, bool jacobian_adjust_transform, class M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::model::test_gradients </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>epsilon</em> = <code>1e-6</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>error</em> = <code>1e-6</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em> = <code>std::cout</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>msgs</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Test the <a class="el" href="namespacestan_1_1model.html#aad33e9d6c10b589acbe6e527b5f9de80" title="Compute the gradient using reverse-mode automatic differentiation, writing the result into the specif...">log_prob_grad()</a> function's ability to produce accurate gradients using finite differences. </p>
+<p>This shouldn't be necessary when using autodiff, but is useful for finding bugs in hand-written code (or agrad).</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculation is up to proportion (double-only terms dropped). </td></tr>
+    <tr><td class="paramname">jacobian_adjust_transform</td><td>True if the log absolute Jacobian determinant of inverse parameter transforms is added to the log probability. </td></tr>
+    <tr><td class="paramname">M</td><td>Class of model. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">model</td><td>Model. </td></tr>
+    <tr><td class="paramname">params_r</td><td>Real-valued parameter vector. </td></tr>
+    <tr><td class="paramname">params_i</td><td>Integer-valued parameter vector. </td></tr>
+    <tr><td class="paramname">epsilon</td><td>Real-valued scalar saying how much to perturb. Defaults to 1e-6. </td></tr>
+    <tr><td class="paramname">error</td><td>Real-valued scalar saying how much error to allow. Defaults to 1e-6. </td></tr>
+    <tr><td class="paramname">o</td><td>Output stream for messages. Defaults to std::cout. </td></tr>
+    <tr><td class="paramname">msgs</td><td>Stream to which Stan programs write. Defaults to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>number of failed gradient comparisons versus allowed error, so 0 if all gradients pass </dd></dl>
+
+<p>Definition at line <a class="el" href="model_2util_8hpp_source.html#l00263">263</a> of file <a class="el" href="model_2util_8hpp_source.html">util.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">BFGSMinimizer</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_model_adaptor.html">ModelAdaptor</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_line_search.html">BFGSLineSearch</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">NesterovGradient</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="typedef-members"></a>
+Typedefs</h2></td></tr>
+<tr class="memitem:afd985f1c123f049985ad18ad074474c4"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
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+<tr class="separator:afd985f1c123f049985ad18ad074474c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af557a7d4dc0f32c569400f2b71c76d1d"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">vector_d</a></td></tr>
+<tr class="separator:af557a7d4dc0f32c569400f2b71c76d1d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memTemplParams" colspan="2">template&lt;typename M &gt; </td></tr>
+<tr class="memitem:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#a03faddd9bfe31c6237e1ce662d3f3d2d">lp_no_jacobian</a> (const M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *o=0)</td></tr>
+<tr class="separator:a03faddd9bfe31c6237e1ce662d3f3d2d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a96fbc01564bc465d164199b41891be0d"><td class="memTemplParams" colspan="2">template&lt;typename M &gt; </td></tr>
+<tr class="memitem:a96fbc01564bc465d164199b41891be0d"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">newton_step</a> (M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *output_stream=0)</td></tr>
+<tr class="separator:a96fbc01564bc465d164199b41891be0d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Typedef Documentation</h2>
+<a class="anchor" id="afd985f1c123f049985ad18ad074474c4"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt; <a class="el" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">stan::optimization::matrix_d</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="newton_8hpp_source.html#l00014">14</a> of file <a class="el" href="newton_8hpp_source.html">newton.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af557a7d4dc0f32c569400f2b71c76d1d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;double, Eigen::Dynamic, 1&gt; <a class="el" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">stan::optimization::vector_d</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="newton_8hpp_source.html#l00015">15</a> of file <a class="el" href="newton_8hpp_source.html">newton.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a03faddd9bfe31c6237e1ce662d3f3d2d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::optimization::lp_no_jacobian </td>
+          <td>(</td>
+          <td class="paramtype">const M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>o</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00459">459</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a96fbc01564bc465d164199b41891be0d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename M &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::optimization::newton_step </td>
+          <td>(</td>
+          <td class="paramtype">M &amp;&#160;</td>
+          <td class="paramname"><em>model</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; double &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_r</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>params_i</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>output_stream</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="newton_8hpp_source.html#l00034">34</a> of file <a class="el" href="newton_8hpp_source.html">newton.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1prob.html">prob</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#func-members">Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::prob Namespace Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Templated probability distributions.  
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1prob_1_1include__summand.html">include_summand</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__covar__estimator.html">welford_covar_estimator</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+<tr class="memitem:ad99bbf0b29a582cc76394c30f23db536"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
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+<tr class="memdesc:ad99bbf0b29a582cc76394c30f23db536"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the normal density for the specified scalar(s) given the specified mean(s) and deviation(s).  <a href="#ad99bbf0b29a582cc76394c30f23db536"></a><br/></td></tr>
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+<tr class="memdesc:a788f709440fd4c6189fa6d40a32cc328"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Dirichlet density for the given theta and a vector of prior sample sizes, alpha.  <a href="#a788f709440fd4c6189fa6d40a32cc328"></a><br/></td></tr>
+<tr class="separator:a788f709440fd4c6189fa6d40a32cc328"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ae151aa1645e82ec7cb298466edcbbb0b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memdesc:ae151aa1645e82ec7cb298466edcbbb0b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the covariance matrix of the specified dimensionality derived from constraining the specified vector of unconstrained values.  <a href="#ae151aa1645e82ec7cb298466edcbbb0b"></a><br/></td></tr>
+<tr class="separator:ae151aa1645e82ec7cb298466edcbbb0b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a26ee45f1dd50ceaca0eea65cab7e85b3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the covariance matrix of the specified dimensionality derived from constraining the specified vector of unconstrained values and increment the specified log probability reference with the log absolute Jacobian determinant.  <a href="#a26ee45f1dd50ceaca0eea65cab7e85b3"></a><br/></td></tr>
+<tr class="separator:a26ee45f1dd50ceaca0eea65cab7e85b3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f6a575490d3de6839a6f544781bf464"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7f6a575490d3de6839a6f544781bf464"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7f6a575490d3de6839a6f544781bf464">cov_matrix_free_lkj</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;y)</td></tr>
+<tr class="memdesc:a7f6a575490d3de6839a6f544781bf464"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the vector of unconstrained partial correlations and deviations that transform to the specified covariance matrix.  <a href="#a7f6a575490d3de6839a6f544781bf464"></a><br/></td></tr>
+<tr class="separator:a7f6a575490d3de6839a6f544781bf464"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="var-members"></a>
+Variables</h2></td></tr>
+<tr class="memitem:a42d98044ad33e2fe147c7edcf09282f6"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a42d98044ad33e2fe147c7edcf09282f6">CONSTRAINT_TOLERANCE</a> = 1E-8</td></tr>
+<tr class="separator:a42d98044ad33e2fe147c7edcf09282f6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Templated probability distributions. </p>
+<p>All paramaterizations are based on Bayesian Data Analysis. Error handling for the distributions is described in <a class="el" href="policy_page.html">Error Handling Policies</a>. </p>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="afca2f21cad2a74d9d5ff27c4ae47d6cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::autocorrelation </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ac</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::FFT&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>fft</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Write autocorrelation estimates for every lag for the specified input sequence into the specified result using the specified FFT engine. </p>
+<p>The return vector be resized to the same length as the input sequence with lags given by array index.</p>
+<p>The implementation involves a fast Fourier transform, followed by a normalization, followed by an inverse transform.</p>
+<p>An FFT engine can be created for reuse for type double with:</p>
+<pre>
+    Eigen::FFT&lt;double&gt; fft;
+</pre><dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input sequence. </td></tr>
+    <tr><td class="paramname">ac</td><td>Autocorrelations. </td></tr>
+    <tr><td class="paramname">fft</td><td>FFT engine instance. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="autocorrelation_8hpp_source.html#l00056">56</a> of file <a class="el" href="autocorrelation_8hpp_source.html">autocorrelation.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a426d883667d0707d0d6d6337831e41c4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::autocorrelation </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ac</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Write autocorrelation estimates for every lag for the specified input sequence into the specified result. </p>
+<p>The return vector be resized to the same length as the input sequence with lags given by array index.</p>
+<p>The implementation involves a fast Fourier transform, followed by a normalization, followed by an inverse transform.</p>
+<p>This method is just a light wrapper around the three-argument autocorrelation function</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input sequence. </td></tr>
+    <tr><td class="paramname">ac</td><td>Autocorrelations. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="autocorrelation_8hpp_source.html#l00126">126</a> of file <a class="el" href="autocorrelation_8hpp_source.html">autocorrelation.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac4390e4cb6742ab59c9d6c401cd7a188"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::autocovariance </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>acov</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::FFT&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>fft</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Write autocovariance estimates for every lag for the specified input sequence into the specified result using the specified FFT engine. </p>
+<p>The return vector be resized to the same length as the input sequence with lags given by array index.</p>
+<p>The implementation involves a fast Fourier transform, followed by a normalization, followed by an inverse transform.</p>
+<p>An FFT engine can be created for reuse for type double with:</p>
+<pre>
+    Eigen::FFT&lt;double&gt; fft;
+</pre><dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input sequence. </td></tr>
+    <tr><td class="paramname">acov</td><td>Autocovariance. </td></tr>
+    <tr><td class="paramname">fft</td><td>FFT engine instance. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="autocovariance_8hpp_source.html#l00033">33</a> of file <a class="el" href="autocovariance_8hpp_source.html">autocovariance.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a73aec38db728d2f43f80fbdcc314b3db"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::prob::autocovariance </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>acov</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Write autocovariance estimates for every lag for the specified input sequence into the specified result. </p>
+<p>The return vector be resized to the same length as the input sequence with lags given by array index.</p>
+<p>The implementation involves a fast Fourier transform, followed by a normalization, followed by an inverse transform.</p>
+<p>This method is just a light wrapper around the three-argument autocovariance function</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input sequence. </td></tr>
+    <tr><td class="paramname">acov</td><td>Autocovariances. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="autocovariance_8hpp_source.html#l00062">62</a> of file <a class="el" href="autocovariance_8hpp_source.html">autocovariance.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a726363482ee79c9eec5168e0662878ee"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00346">346</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acc2b8587b0d9e02ae857a2b3f5cba35d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00219">219</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aba32173189278464e98a8126eb552cde"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00284">284</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0bc33fe590391b82dab751bdadaf7b62"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00025">25</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a219ad54841aea16fc57524fca232f2e7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00122">122</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5c8219bcfefefbfb4035de576837ab45"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00132">132</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a41019ebe0811bb5c4dab0b3c2c836680"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::bernoulli_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00211">211</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afea2d4a81899214550a87b8a09220620"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::bernoulli_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bernoulli_8hpp_source.html#l00410">410</a> of file <a class="el" href="bernoulli_8hpp_source.html">bernoulli.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5d2307b3b214c6a219dc1ae47cbba4d0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_size1,T_size2&gt;::type stan::prob::beta_binomial_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size1 &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size2 &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00452">452</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6549c9b89bee939a79c35a797977e48e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_size1,T_size2&gt;::type stan::prob::beta_binomial_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size1 &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size2 &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00196">196</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a260dee97213ab1ea2bcb345f2e5699f8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_size1,T_size2&gt;::type stan::prob::beta_binomial_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size1 &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size2 &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00331">331</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b05e0ee6a8e83b15ab01a8bd2f75621"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_size1,T_size2&gt;::type stan::prob::beta_binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size1 &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size2 &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00028">28</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08bb45fa7fefa94d7e243b4df5686909"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_size1 , typename T_size2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_size1,T_size2&gt;::type stan::prob::beta_binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size1 &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_size2 &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00187">187</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0ab5a0632c3782b2feed87f13731a3cb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::beta_binomial_rng </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta__binomial_8hpp_source.html#l00572">572</a> of file <a class="el" href="beta__binomial_8hpp_source.html">beta_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2cf7120d50b02585fd722748e624b13e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale_succ,T_scale_fail&gt;::type stan::prob::beta_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_succ &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_fail &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00509">509</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae99fab56f54c2e0f879345eee28b82ca"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale_succ,T_scale_fail&gt;::type stan::prob::beta_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_succ &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_fail &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the beta cumulative distribution function for the given variate and scale variables. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variate. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Prior sample size. </td></tr>
+    <tr><td class="paramname">beta</td><td>Prior sample size. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The beta cdf evaluated at the specified arguments. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of y. </td></tr>
+    <tr><td class="paramname">T_scale_succ</td><td>Type of alpha. </td></tr>
+    <tr><td class="paramname">T_scale_fail</td><td>Type of beta. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00224">224</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab63ea302e7cd29f7a5f3f23152b3de1f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale_succ,T_scale_fail&gt;::type stan::prob::beta_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_succ &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_fail &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00380">380</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adcb4e073c7510ab55a2fd6f310168559"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale_succ,T_scale_fail&gt;::type stan::prob::beta_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_succ &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_fail &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the beta density for the specified scalar(s) given the specified sample size(s). </p>
+<p>y, alpha, or beta can each either be scalar or std::vector. Any vector inputs must be the same length.</p>
+<p>The result log probability is defined to be the sum of the log probabilities for each observation/alpha/beta triple.</p>
+<p>Prior sample sizes, alpha and beta, must be greater than 0.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>(Sequence of) scalar(s). </td></tr>
+    <tr><td class="paramname">alpha</td><td>(Sequence of) prior sample size(s). </td></tr>
+    <tr><td class="paramname">beta</td><td>(Sequence of) prior sample size(s). </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the product of densities. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar outcome. </td></tr>
+    <tr><td class="paramname">T_scale_succ</td><td>Type of prior scale for successes. </td></tr>
+    <tr><td class="paramname">T_scale_fail</td><td>Type of prior scale for failures. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section user"><dt>Error Policy: </dt><dd>See <a class="el" href="policy_page.html">Error Handling Policies</a> for details. Conditions: <ul>
+<li>All parameters must not be NaN. </li>
+<li>alpha must be positive and finite. </li>
+<li>beta must be positive and finite. </li>
+</ul>
+</dd></dl>
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00046">46</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a76da5fc9b833aaf3844f98e9d032bb83"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale_succ , typename T_scale_fail &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale_succ,T_scale_fail&gt;::type stan::prob::beta_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_succ &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale_fail &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00205">205</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af9ffa205c1948b93323a12b13954558b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::beta_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="beta_8hpp_source.html#l00635">635</a> of file <a class="el" href="beta_8hpp_source.html">beta.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6a5c4f320e9c4fd342a2bc95cd5cab06"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00417">417</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeed3ba1a20bc8adb20b6a15d35945533"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00258">258</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab5b95dc562c6fc2d9474debaae03903c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00344">344</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad12aae68875554db5a4e4934bfa1e24a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_N , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00031">31</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a255338df1c9dc1edcaf556ec019e70f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00134">134</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeec51733f46d26326f271edaeb2c85fd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_N , typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00147">147</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a36b4660673caceb27df26e36771d3b82"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_prob&gt;::type stan::prob::binomial_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_prob &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00248">248</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4fedb58fc6bbe6d006bab9fe0b72c2d2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::binomial_rng </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="binomial_8hpp_source.html#l00491">491</a> of file <a class="el" href="binomial_8hpp_source.html">binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af95a794f03919aea39098f278d2c59d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_log </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical_8hpp_source.html#l00022">22</a> of file <a class="el" href="categorical_8hpp_source.html">categorical.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a246986bd8f60af47c1f81ebb814dd563"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_log </td>
+          <td>(</td>
+          <td class="paramtype">const typename Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt;::size_type&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical_8hpp_source.html#l00062">62</a> of file <a class="el" href="categorical_8hpp_source.html">categorical.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02f82adf130605305c98f4e011bbe9ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical_8hpp_source.html#l00072">72</a> of file <a class="el" href="categorical_8hpp_source.html">categorical.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16675570c76e20595a8a6b7b1beeabea"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical_8hpp_source.html#l00128">128</a> of file <a class="el" href="categorical_8hpp_source.html">categorical.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2a925c941d407c44cac03cfdee07c20f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__logit_8hpp_source.html#l00021">21</a> of file <a class="el" href="categorical__logit_8hpp_source.html">categorical_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a56b41ad5a9d6c90837fe573771174921"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__logit_8hpp_source.html#l00048">48</a> of file <a class="el" href="categorical__logit_8hpp_source.html">categorical_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3fa98ec586dbbbceafb56261324b5170"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__logit_8hpp_source.html#l00056">56</a> of file <a class="el" href="categorical__logit_8hpp_source.html">categorical_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9195250cdb8eb73cbfc24e6b78ce8fcb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::categorical_logit_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical__logit_8hpp_source.html#l00095">95</a> of file <a class="el" href="categorical__logit_8hpp_source.html">categorical_logit.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c3ca0ee1deca1cacd5211bbc995152e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::categorical_rng </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="categorical_8hpp_source.html#l00135">135</a> of file <a class="el" href="categorical_8hpp_source.html">categorical.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac70c31a88a9078a1abe3b7404504f1fe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::cauchy_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00338">338</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a47c7985de17346e84f8d63941d094c6f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::cauchy_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the cauchy cumulative distribution function for the given variate, location, and scale. </p>
+<p><img class="formulaInl" alt="$\frac{1}{\pi}\arctan\left(\frac{y-\mu}{\sigma}\right) + \frac{1}{2}$" src="form_144.png"/></p>
+<p>Errors are configured by policy. All variables must be finite and the scale must be strictly greater than zero.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variate. </td></tr>
+    <tr><td class="paramname">mu</td><td>The location parameter. </td></tr>
+    <tr><td class="paramname">sigma</td><td>The scale parameter.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd></dd></dl>
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00162">162</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a438076c7412e6cc425b59489fd2288c3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::cauchy_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00265">265</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a336c31f3968917b4cb73fdd6bcb7dbda"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::cauchy_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the Cauchy density for the specified scalar(s) given the specified location parameter(s) and scale parameter(s). </p>
+<p>y, mu, or sigma can each either be scalar or std::vector. Any vector inputs must be the same length.</p>
+<p>The result log probability is defined to be the sum of the log probabilities for each observation/mu/sigma triple.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>(Sequence of) scalar(s). </td></tr>
+    <tr><td class="paramname">mu</td><td>(Sequence of) location(s). </td></tr>
+    <tr><td class="paramname">sigma</td><td>(Sequence of) scale(s). </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the product of densities. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar outcome. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Type of location. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section user"><dt>Error Policy: </dt><dd>See <a class="el" href="policy_page.html">Error Handling Policies</a> for details. Conditions: <ul>
+<li>All parameters must not be NaN. </li>
+<li>sigma must be positive. </li>
+</ul>
+</dd></dl>
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00040">40</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adeee6144ac19be6775669835d4b0a544"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::cauchy_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00140">140</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a018d09865f9ab743ec78422a4e69d2d0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::cauchy_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="cauchy_8hpp_source.html#l00410">410</a> of file <a class="el" href="cauchy_8hpp_source.html">cauchy.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3053cf28f5702b2b815e90f6e13a0931"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::chi_square_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00367">367</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a200487188f204a155be81bcf76e3e578"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::chi_square_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the chi square cumulative distribution function for the given variate and degrees of freedom. </p>
+<p>y A scalar variate. nu Degrees of freedom.</p>
+<dl class="section return"><dt>Returns</dt><dd>The cdf of the chi square distribution </dd></dl>
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00160">160</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abec586221c76c3d3da9654cba160b35d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::chi_square_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00267">267</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab7eb2d6575574aa8b2838532bb81832d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a chi-squared density for y with the specified degrees of freedom parameter. </p>
+<p>The degrees of freedom prarameter must be greater than 0. y must be greater than or equal to 0.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \chi^2_\nu \\ \log (p (y \,|\, \nu)) &amp;=&amp; \log \left( \frac{2^{-\nu / 2}}{\Gamma (\nu / 2)} y^{\nu / 2 - 1} \exp^{- y / 2} \right) \\ &amp;=&amp; - \frac{\nu}{2} \log(2) - \log (\Gamma (\nu / 2)) + (\frac{\nu}{2} - 1) \log(y) - \frac{y}{2} \\ &amp; &amp; \mathrm{ where } \; y \ge 0 \end{eqnarray*}" src="form_145.png"/>
+</p>
+ <dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than or equal to 0 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than or equal to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00043">43</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab08231831678e188d428e0bd78c900f0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00145">145</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a367304c7727de79fa5d8660f1406754b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::chi_square_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="chi__square_8hpp_source.html#l00467">467</a> of file <a class="el" href="chi__square_8hpp_source.html">chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1fed06bde5073fb875496b5a680c39ca"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cholesky_factor_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>N</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the Cholesky factor of the specified size read from the specified vector. </p>
+<p>A total of (N choose 2) + N + (M - N) * N elements are required to read an M by N Cholesky factor.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalars in matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of unconstrained values </td></tr>
+    <tr><td class="paramname">M</td><td>Number of rows </td></tr>
+    <tr><td class="paramname">N</td><td>Number of columns </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01334">1334</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaac795244dbcd9bb3fa44d2275ddc3c1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cholesky_factor_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>M</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the Cholesky factor of the specified size read from the specified vector and increment the specified log probability reference with the log Jacobian adjustment of the transform. </p>
+<p>A total of (N choose 2) + N + N * (M - N) free parameters are required to read an M by N Cholesky factor.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalars in matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of unconstrained values </td></tr>
+    <tr><td class="paramname">M</td><td>Number of rows </td></tr>
+    <tr><td class="paramname">N</td><td>Number of columns </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability that is incremented with the log Jacobian </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01376">1376</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a74157f1d9c708df760d602d6adb53712"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::cholesky_factor_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained vector of parameters correspdonding to the specified Cholesky factor. </p>
+<p>A Cholesky factor must be lower triangular and have positive diagonal elements.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Cholesky factor. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained parameters for Cholesky factor. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the matrix is not a Cholesky factor. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01406">1406</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1a965b7e5c7fc2ef6bbd3a436ae17b99"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::corr_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the result of transforming the specified scalar to have a valid correlation value between -1 and 1 (inclusive). </p>
+<p>The transform used is the hyperbolic tangent function,</p>
+<p><img class="formulaInl" alt="$f(x) = \tanh x = \frac{\exp(2x) - 1}{\exp(2x) + 1}$" src="form_173.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Scalar input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Result of transforming the input to fall between -1 and 1. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00929">929</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a845c7b8687f4e6b588820b815e464729"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::corr_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the result of transforming the specified scalar to have a valid correlation value between -1 and 1 (inclusive). </p>
+<p>The transform used is as specified for <code><a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain(T)</a></code>. The log absolute Jacobian determinant is</p>
+<p><img class="formulaInl" alt="$\log | \frac{d}{dx} \tanh x | = \log (1 - \tanh^2 x)$" src="form_174.png"/>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00947">947</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ade592c3579e0e7a685b7e2ec5bb0218b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::corr_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained scalar that when transformed to a valid correlation produces the specified value. </p>
+<p>This function inverts the transform defined for <code><a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain(T)</a></code>, which is the inverse hyperbolic tangent,</p>
+<p><img class="formulaInl" alt="$ f^{-1}(y) = \mbox{atanh}\, y = \frac{1}{2} \log \frac{y + 1}{y - 1}$" src="form_175.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Correlation scalar input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Free scalar that transforms to the specified input. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00972">972</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad9af41714d33fbe0e5e29aab85553ccc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::corr_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">typename Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt;::size_type&#160;</td>
+          <td class="paramname"><em>k</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the correlation matrix of the specified dimensionality derived from the specified vector of unconstrained values. </p>
+<p>The input vector must be of length <img class="formulaInl" alt="${k \choose 2} = \frac{k(k-1)}{2}$" src="form_176.png"/>. The values in the input vector represent unconstrained (partial) correlations among the dimensions.</p>
+<p>The transform based on partial correlations is as specified in</p>
+<ul>
+<li>
+Lewandowski, Daniel, Dorota Kurowicka, and Harry Joe. 2009. Generating random correlation matrices based on vines and extended onion method. <em>Journal of Multivariate Analysis</em> <b>100</b>:1989–-2001. </li>
+</ul>
+<p>The free vector entries are first constrained to be valid correlation values using <code><a class="el" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain(T)</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of unconstrained partial correlations. </td></tr>
+    <tr><td class="paramname">k</td><td>Dimensionality of returned correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::invalid_argument</td><td>if x is not a valid correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01456">1456</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2767379e92ce98f2f7016b47e7aeec47"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::corr_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">typename Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt;::size_type&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the correlation matrix of the specified dimensionality derived from the specified vector of unconstrained values. </p>
+<p>The input vector must be of length <img class="formulaInl" alt="${k \choose 2} = \frac{k(k-1)}{2}$" src="form_176.png"/>. The values in the input vector represent unconstrained (partial) correlations among the dimensions.</p>
+<p>The transform is as specified for <code>corr_matrix_constrain(Matrix,size_t)</code>; the paper it cites also defines the Jacobians for correlation inputs, which are composed with the correlation constrained Jacobians defined in <code>corr_constrain(T,double)</code> for this function.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Vector of unconstrained partial correlations. </td></tr>
+    <tr><td class="paramname">k</td><td>Dimensionality of returned correlation matrix. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01489">1489</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acc2abdf331f1cc4b3f36b15a66088ab2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::corr_matrix_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the vector of unconstrained partial correlations that define the specified correlation matrix when transformed. </p>
+<p>The constraining transform is defined as for <code>corr_matrix_constrain(Matrix,size_t)</code>. The inverse transform in this function is simpler in that it only needs to compute the <img class="formulaInl" alt="$k \choose 2$" src="form_177.png"/> partial correlations and then free those.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>The correlation matrix to free. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector of unconstrained values that produce the specified correlation matrix when transformed. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the correlation matrix has no elements or is not a square matrix. </td></tr>
+    <tr><td class="paramname">std::runtime_error</td><td>if the correlation matrix cannot be factorized by <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">factor_cov_matrix()</a> or if the sds returned by <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">factor_cov_matrix()</a> on log scale are unconstrained. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01524">1524</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afe73ba3027bcb8e30424b81a5460828b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cov_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">typename Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt;::size_type&#160;</td>
+          <td class="paramname"><em>K</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the symmetric, positive-definite matrix of dimensions K by K resulting from transforming the specified finite vector of size K plus (K choose 2). </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678" title="The covariance matrix derived from the symmetric view of the lower-triangular view of the K by K spec...">cov_matrix_free()</a></code> for the inverse transform.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>The vector to convert to a covariance matrix. </td></tr>
+    <tr><td class="paramname">K</td><td>The number of rows and columns of the resulting covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if (<a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">x.size()</a> != K + (K choose 2)). </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01567">1567</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8bbcd6e6f8239799dc9b2661059801b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cov_matrix_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">typename Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt;::size_type&#160;</td>
+          <td class="paramname"><em>K</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the symmetric, positive-definite matrix of dimensions K by K resulting from transforming the specified finite vector of size K plus (K choose 2). </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678" title="The covariance matrix derived from the symmetric view of the lower-triangular view of the K by K spec...">cov_matrix_free()</a></code> for the inverse transform.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>The vector to convert to a covariance matrix. </td></tr>
+    <tr><td class="paramname">K</td><td>The dimensions of the resulting covariance matrix. </td></tr>
+    <tr><td class="paramname">lp</td><td>Reference </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if (<a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">x.size()</a> != K + (K choose 2)). </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01601">1601</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae151aa1645e82ec7cb298466edcbbb0b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cov_matrix_constrain_lkj </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the covariance matrix of the specified dimensionality derived from constraining the specified vector of unconstrained values. </p>
+<p>The input vector must be of length <img class="formulaInl" alt="$k \choose 2 + k$" src="form_178.png"/>. The first <img class="formulaInl" alt="$k \choose 2$" src="form_177.png"/> values in the input represent unconstrained (partial) correlations and the last <img class="formulaInl" alt="$k$" src="form_123.png"/> are unconstrained standard deviations of the dimensions.</p>
+<p>The transform scales the correlation matrix transform defined in <code>corr_matrix_constrain(Matrix,size_t)</code> with the constrained deviations.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Input vector of unconstrained partial correlations and standard deviations. </td></tr>
+    <tr><td class="paramname">k</td><td>Dimensionality of returned covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Covariance matrix derived from the unconstrained partial correlations and deviations. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01696">1696</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a26ee45f1dd50ceaca0eea65cab7e85b3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::cov_matrix_constrain_lkj </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>k</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the covariance matrix of the specified dimensionality derived from constraining the specified vector of unconstrained values and increment the specified log probability reference with the log absolute Jacobian determinant. </p>
+<p>The transform is defined as for <code>cov_matrix_constrain(Matrix,size_t)</code>.</p>
+<p>The log absolute Jacobian determinant is derived by composing the log absolute Jacobian determinant for the underlying correlation matrix as defined in <code>cov_matrix_constrain(Matrix,size_t,T&amp;)</code> with the Jacobian of the transfrom of the correlation matrix into a covariance matrix by scaling by standard deviations.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Input vector of unconstrained partial correlations and standard deviations. </td></tr>
+    <tr><td class="paramname">k</td><td>Dimensionality of returned covariance matrix. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Covariance matrix derived from the unconstrained partial correlations and deviations. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01735">1735</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a402fcdcfe19b2a5c25f4729d1cf31678"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::cov_matrix_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The covariance matrix derived from the symmetric view of the lower-triangular view of the K by K specified matrix is freed to return a vector of size K + (K choose 2). </p>
+<p>This is the inverse of the <code><a class="el" href="namespacestan_1_1prob.html#afe73ba3027bcb8e30424b81a5460828b" title="Return the symmetric, positive-definite matrix of dimensions K by K resulting from transforming the s...">cov_matrix_constrain()</a></code> function so that for any finite vector <code>x</code> of size K</p>
+<ul>
+<li>(K choose 2),</li>
+</ul>
+<p><code>x == cov_matrix_free(cov_matrix_constrain(x,K))</code>.</p>
+<p>In order for this round-trip to work (and really for this function to work), the symmetric view of its lower-triangular view must be positive definite.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Matrix of dimensions K by K such that he symmetric view of the lower-triangular view is positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector of size K plus (K choose 2) in (-inf,inf) that produces </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if <code>y</code> is not square, has zero dimensionality, or has a non-positive diagonal element. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01649">1649</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f6a575490d3de6839a6f544781bf464"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::cov_matrix_free_lkj </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the vector of unconstrained partial correlations and deviations that transform to the specified covariance matrix. </p>
+<p>The constraining transform is defined as for <code>cov_matrix_constrain(Matrix,size_t)</code>. The inverse first factors out the deviations, then applies the freeing transfrom of <code>corr_matrix_free(Matrix&amp;)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Covariance matrix to free. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Vector of unconstrained values that transforms to the specified covariance matrix. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the correlation matrix has no elements or is not a square matrix. </td></tr>
+    <tr><td class="paramname">std::runtime_error</td><td>if the correlation matrix cannot be factorized by <a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">factor_cov_matrix()</a> </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01769">1769</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a788f709440fd4c6189fa6d40a32cc328"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob , typename T_prior_sample_size &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob,T_prior_sample_size&gt;::type stan::prob::dirichlet_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prior_sample_size, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the Dirichlet density for the given theta and a vector of prior sample sizes, alpha. </p>
+<p>Each element of alpha must be greater than 0. Each element of theta must be greater than or 0. Theta sums to 1.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} \theta &amp;\sim&amp; \mbox{\sf{Dirichlet}} (\alpha_1, \ldots, \alpha_k) \\ \log (p (\theta \,|\, \alpha_1, \ldots, \alpha_k) ) &amp;=&amp; \log \left( \frac{\Gamma(\alpha_1 + \cdots + \alpha_k)}{\Gamma(\alpha_1) \cdots \Gamma(\alpha_k)} \theta_1^{\alpha_1 - 1} \cdots \theta_k^{\alpha_k - 1} \right) \\ &amp;=&amp; \log (\Gamma(\alpha_1 + \cdots + \alpha_k)) - \log(\Gamma(\alpha_1)) - \cdots - \log(\Gamma(\alpha_k)) + (\alpha_1 - 1) \log (\theta_1) + \cdots + (\alpha_k - 1) \log (\theta_k) \end{eqnarray*}" src="form_138.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">theta</td><td>A scalar vector. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Prior sample sizes. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the Dirichlet density. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if any element of alpha is less than or equal to 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if any element of theta is less than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if the sum of theta is not 1. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_prob</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_prior_sample_size</td><td>Type of prior sample sizes. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="dirichlet_8hpp_source.html#l00046">46</a> of file <a class="el" href="dirichlet_8hpp_source.html">dirichlet.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a91bcdf333694f9c1f685de29105d9bf5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob , typename T_prior_sample_size &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob,T_prior_sample_size&gt;::type stan::prob::dirichlet_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prior_sample_size, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dirichlet_8hpp_source.html#l00080">80</a> of file <a class="el" href="dirichlet_8hpp_source.html">dirichlet.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4324e10af97b35a6b667f7b02ddbb7e2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::prob::dirichlet_rng </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="dirichlet_8hpp_source.html#l00087">87</a> of file <a class="el" href="dirichlet_8hpp_source.html">dirichlet.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3e884a06b4337008b72a3e75c1aee386"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">T_shape stan::prob::do_lkj_constant </td>
+          <td>(</td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const unsigned int &amp;&#160;</td>
+          <td class="paramname"><em>K</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00015">15</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a799d82a35ad39823a27340bb57656643"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::double_exponential_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00314">314</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb5d3e2870190b33cb60f9165820a07b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::double_exponential_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the double exponential cumulative density function. </p>
+<p><img class="formulaInl" alt="$ f(y|\mu,\sigma) = \begin{cases} \ \frac{1}{2} \exp\left(\frac{y-\mu}{\sigma}\right), \mbox{if } y < \mu \\ 1 - \frac{1}{2} \exp\left(-\frac{y-\mu}{\sigma}\right), \mbox{if } y \ge \mu \ \end{cases}$" src="form_146.png"/></p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variate. </td></tr>
+    <tr><td class="paramname">mu</td><td>The location parameter. </td></tr>
+    <tr><td class="paramname">sigma</td><td>The scale parameter.</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The cumulative density function. </dd></dl>
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00150">150</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9f090972ba99ef96684475140e8d7e39"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::double_exponential_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00232">232</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7621036746361ce33a182006375fcf56"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::double_exponential_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00027">27</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2fd04507640d7df4025cdf22bc1940e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::double_exponential_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00129">129</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aced8b51bafb8aa39773b8f278559ec09"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::double_exponential_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00396">396</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acda3771d153ce0b6699db1bcabc7f994"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type stan::prob::exp_mod_normal_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00389">389</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a829c8e7a571893d48ee513be108162ac"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type stan::prob::exp_mod_normal_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00151">151</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a292d6dc1426b3aecc6a6415b0a5d9851"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_inv_scale&gt;::type stan::prob::exp_mod_normal_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00274">274</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a95e73a8689e52bd28a8bb88f8ef0131b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale, T_inv_scale&gt;::type stan::prob::exp_mod_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00026">26</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0c333035ef21be05f6124919256ca7df"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_inv_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale, T_inv_scale&gt;::type stan::prob::exp_mod_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00143">143</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad44443eca9be898e4a2fc013353a0f3c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::exp_mod_normal_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>lambda</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exp__mod__normal_8hpp_source.html#l00502">502</a> of file <a class="el" href="exp__mod__normal_8hpp_source.html">exp_mod_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ec6b8d579b4f186acb357692219d08e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_inv_scale&gt;::type stan::prob::exponential_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00239">239</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3ed11c9b495e23976817f9c37b1f2af7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_inv_scale&gt;::type stan::prob::exponential_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the exponential cumulative distribution function for the given y and beta. </p>
+<p>Inverse scale parameter must be greater than 0. y must be greater than or equal to 0.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">beta</td><td>Inverse scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_inv_scale</td><td>Type of inverse scale. </td></tr>
+    <tr><td class="paramname">Policy</td><td>Error-handling policy. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00129">129</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1f2a5189acae75f0eee599d604e872ab"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_inv_scale&gt;::type stan::prob::exponential_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00188">188</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6b5f560921b5b09edfe2f55ee909b17e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_inv_scale&gt;::type stan::prob::exponential_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of an exponential density for y with the specified inverse scale parameter. </p>
+<p>Inverse scale parameter must be greater than 0. y must be greater than or equal to 0.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \mbox{\sf{Expon}}(\beta) \\ \log (p (y \,|\, \beta) ) &amp;=&amp; \log \left( \beta \exp^{-\beta y} \right) \\ &amp;=&amp; \log (\beta) - \beta y \\ &amp; &amp; \mathrm{where} \; y > 0 \end{eqnarray*}" src="form_147.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">beta</td><td>Inverse scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if beta is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than or equal to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_inv_scale</td><td>Type of inverse scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00046">46</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae71620681df03e43f03002634a3c1855"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_inv_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_inv_scale&gt;::type stan::prob::exponential_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00108">108</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87460d0e1f55ec9fa5df01d59ef55bc0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::exponential_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="exponential_8hpp_source.html#l00288">288</a> of file <a class="el" href="exponential_8hpp_source.html">exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a12303c67d7416a48497afe8b59913d13"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::prob::factor_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sds</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>This function is intended to make starting values, given a covariance matrix Sigma. </p>
+<p>The transformations are hard coded as log for standard deviations and Fisher transformations (<a class="el" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">atanh()</a>) of CPCs</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>fill this unbounded </td></tr>
+    <tr><td class="paramname">sds</td><td>fill this unbounded </td></tr>
+    <tr><td class="paramname">Sigma</td><td>covariance matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>false if any of the diagonals of Sigma are 0 </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00045">45</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad7ee96f7433a8a2213f6c00d053fcc98"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_inv_scale&gt;::type stan::prob::gamma_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00420">420</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0056f042d18ab321812adae932f7788e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_inv_scale&gt;::type stan::prob::gamma_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The cumulative density function for a gamma distribution for y with the specified shape and inverse scale parameters. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">beta</td><td>Inverse scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if alpha is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if beta is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than or equal to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_shape</td><td>Type of shape. </td></tr>
+    <tr><td class="paramname">T_inv_scale</td><td>Type of inverse scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00184">184</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a74f0bab3925e33a3f4d41ad844172b27"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_inv_scale&gt;::type stan::prob::gamma_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00307">307</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a79b5cdb98cde395af01ceeb3e643788b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_inv_scale&gt;::type stan::prob::gamma_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a gamma density for y with the specified shape and inverse scale parameters. </p>
+<p>Shape and inverse scale parameters must be greater than 0. y must be greater than or equal to 0.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \mbox{\sf{Gamma}}(\alpha, \beta) \\ \log (p (y \,|\, \alpha, \beta) ) &amp;=&amp; \log \left( \frac{\beta^\alpha}{\Gamma(\alpha)} y^{\alpha - 1} \exp^{- \beta y} \right) \\ &amp;=&amp; \alpha \log(\beta) - \log(\Gamma(\alpha)) + (\alpha - 1) \log(y) - \beta y\\ &amp; &amp; \mathrm{where} \; y > 0 \end{eqnarray*}" src="form_148.png"/>
+</p>
+ <dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">beta</td><td>Inverse scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if alpha is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if beta is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than or equal to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_shape</td><td>Type of shape. </td></tr>
+    <tr><td class="paramname">T_inv_scale</td><td>Type of inverse scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00046">46</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a762b08e1b594764a002a4503042a1782"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_inv_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_inv_scale&gt;::type stan::prob::gamma_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00163">163</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae48a407db43161a34812a8ed250de25c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::gamma_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gamma_8hpp_source.html#l00533">533</a> of file <a class="el" href="gamma_8hpp_source.html">gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2788e0ec29af261204d5a071a9ac6abb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_F , typename T_G , typename T_V , typename T_W , typename T_m0 , typename T_C0 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt; T_y, typename <a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type &gt;::type stan::prob::gaussian_dlm_obs_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>F</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>G</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_V, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>V</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m0</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>C0</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a Gaussian dynamic linear model (GDLM). </p>
+<p>This distribution is equivalent to, for <img class="formulaInl" alt="$t = 1:T$" src="form_139.png"/>, </p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y_t &amp; \sim N(F' \theta_t, V) \\ \theta_t &amp; \sim N(G \theta_{t-1}, W) \\ \theta_0 &amp; \sim N(m_0, C_0) \end{eqnarray*}" src="form_140.png"/>
+</p>
+<p>If V is a vector, then the Kalman filter is applied sequentially.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A r x T matrix of observations. Rows are variables, columns are observations. </td></tr>
+    <tr><td class="paramname">F</td><td>A n x r matrix. The design matrix. </td></tr>
+    <tr><td class="paramname">G</td><td>A n x n matrix. The transition matrix. </td></tr>
+    <tr><td class="paramname">V</td><td>A r x r matrix. The observation covariance matrix. </td></tr>
+    <tr><td class="paramname">W</td><td>A n x n matrix. The state covariance matrix. </td></tr>
+    <tr><td class="paramname">m0</td><td>A n x 1 matrix. The mean vector of the distribution of the initial state. </td></tr>
+    <tr><td class="paramname">C0</td><td>A n x n matrix. The covariance matrix of the distribution of the initial state. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the joint density of the GDLM. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if a matrix in the Kalman filter is not positive semi-definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_F</td><td>Type of design matrix. </td></tr>
+    <tr><td class="paramname">T_G</td><td>Type of transition matrix. </td></tr>
+    <tr><td class="paramname">T_V</td><td>Type of observation covariance matrix. </td></tr>
+    <tr><td class="paramname">T_W</td><td>Type of state covariance matrix. </td></tr>
+    <tr><td class="paramname">T_m0</td><td>Type of initial state mean vector. </td></tr>
+    <tr><td class="paramname">T_C0</td><td>Type of initial state covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="gaussian__dlm__obs_8hpp_source.html#l00081">81</a> of file <a class="el" href="gaussian__dlm__obs_8hpp_source.html">gaussian_dlm_obs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abe03afe63c5a16f0900578622143fe11"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_F , typename T_G , typename T_V , typename T_W , typename T_m0 , typename T_C0 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt; T_y, typename <a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type &gt;::type stan::prob::gaussian_dlm_obs_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>F</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>G</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_V, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>V</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m0</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>C0</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gaussian__dlm__obs_8hpp_source.html#l00259">259</a> of file <a class="el" href="gaussian__dlm__obs_8hpp_source.html">gaussian_dlm_obs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7205d695b5a1a8358299908ab943c812"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_F , typename T_G , typename T_V , typename T_W , typename T_m0 , typename T_C0 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt; T_y, typename <a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type &gt;::type stan::prob::gaussian_dlm_obs_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>F</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>G</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_V, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>V</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m0</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>C0</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a Gaussian dynamic linear model (GDLM) with uncorrelated observation disturbances. </p>
+<p>This distribution is equivalent to, for <img class="formulaInl" alt="$t = 1:T$" src="form_139.png"/>, </p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y_t &amp; \sim N(F' \theta_t, diag(V)) \\ \theta_t &amp; \sim N(G \theta_{t-1}, W) \\ \theta_0 &amp; \sim N(m_0, C_0) \end{eqnarray*}" src="form_141.png"/>
+</p>
+<p>If V is a vector, then the Kalman filter is applied sequentially.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A r x T matrix of observations. Rows are variables, columns are observations. </td></tr>
+    <tr><td class="paramname">F</td><td>A n x r matrix. The design matrix. </td></tr>
+    <tr><td class="paramname">G</td><td>A n x n matrix. The transition matrix. </td></tr>
+    <tr><td class="paramname">V</td><td>A size r vector. The diagonal of the observation covariance matrix. </td></tr>
+    <tr><td class="paramname">W</td><td>A n x n matrix. The state covariance matrix. </td></tr>
+    <tr><td class="paramname">m0</td><td>A n x 1 matrix. The mean vector of the distribution of the initial state. </td></tr>
+    <tr><td class="paramname">C0</td><td>A n x n matrix. The covariance matrix of the distribution of the initial state. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the joint density of the GDLM. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if a matrix in the Kalman filter is not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_F</td><td>Type of design matrix. </td></tr>
+    <tr><td class="paramname">T_G</td><td>Type of transition matrix. </td></tr>
+    <tr><td class="paramname">T_V</td><td>Type of observation variances </td></tr>
+    <tr><td class="paramname">T_W</td><td>Type of state covariance matrix. </td></tr>
+    <tr><td class="paramname">T_m0</td><td>Type of initial state mean vector. </td></tr>
+    <tr><td class="paramname">T_C0</td><td>Type of initial state covariance matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="gaussian__dlm__obs_8hpp_source.html#l00313">313</a> of file <a class="el" href="gaussian__dlm__obs_8hpp_source.html">gaussian_dlm_obs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab2f8f2486dabf18bc892a59326aabba6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_F , typename T_G , typename T_V , typename T_W , typename T_m0 , typename T_C0 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt; T_y, typename <a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_F,T_G,T_V,T_W,T_m0,T_C0&gt;::type &gt;::type stan::prob::gaussian_dlm_obs_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_F, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>F</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_G, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>G</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_V, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>V</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_W, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_m0, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>m0</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_C0, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>C0</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gaussian__dlm__obs_8hpp_source.html#l00496">496</a> of file <a class="el" href="gaussian__dlm__obs_8hpp_source.html">gaussian_dlm_obs.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7031408cb549ef6e62d05a0e23050913"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::gumbel_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00249">249</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a51c9e75ef3d9f0aa113b1dff27bfd5f8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::gumbel_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00118">118</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3a4abf9379ede54947a4a46c520a286"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::gumbel_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00191">191</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad56fe89a003692852a43ed83e9020ade"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::gumbel_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00021">21</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a09ae16a393bdb54599b3e0794e626df0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::gumbel_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00112">112</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a717c41a1a31ff84f523df17a4e894c23"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::gumbel_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="gumbel_8hpp_source.html#l00309">309</a> of file <a class="el" href="gumbel_8hpp_source.html">gumbel.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a66e4f57cee9af34a961de0ff06cbd778"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_N , typename T_a , typename T_b &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::hypergeometric_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_a &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_b &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="hypergeometric_8hpp_source.html#l00025">25</a> of file <a class="el" href="hypergeometric_8hpp_source.html">hypergeometric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa8045ba7d2d74aa5142128b020ef91f9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_N , typename T_a , typename T_b &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::hypergeometric_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_N &amp;&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_a &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_b &amp;&#160;</td>
+          <td class="paramname"><em>b</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="hypergeometric_8hpp_source.html#l00084">84</a> of file <a class="el" href="hypergeometric_8hpp_source.html">hypergeometric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac1f5eb0ed8be3298f817d5f5b976144d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::hypergeometric_rng </td>
+          <td>(</td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>b</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="hypergeometric_8hpp_source.html#l00093">93</a> of file <a class="el" href="hypergeometric_8hpp_source.html">hypergeometric.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad85151d68bb1f8edbdc64960cf14a86e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::identity_constrain </td>
+          <td>(</td>
+          <td class="paramtype">T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of applying the identity constraint transform to the input. </p>
+<p>This method is effectively a no-op and is mainly useful as a placeholder in auto-generated code.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transformed input.</dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00373">373</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2efcd423525f2b20c28888283eb41079"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::identity_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of applying the identity constraint transform to the input and increments the log probability reference with the log absolute Jacobian determinant. </p>
+<p>This method is effectively a no-op and mainly useful as a placeholder in auto-generated code.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. lp Reference to log probability. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transformed input. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00392">392</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae9e2475641a356dc2b0b103f5152eb84"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::identity_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Returns the result of applying the inverse of the identity constraint transform to the input. </p>
+<p>This method is effectively a no-op and mainly useful as a placeholder in auto-generated code.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Constrained scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The input. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00409">409</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a51e89cc15295d67eba75dfb4ccdbe27c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::inv_chi_square_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00351">351</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad68b6e115796a534a753491eae9744cb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::inv_chi_square_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00142">142</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a624df4d53f7a8d24a4014e1e57ccaf3c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::inv_chi_square_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00251">251</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad6fd48ecb4e2a0cc22225cff5a7997e2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::inv_chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of an inverse chi-squared density for y with the specified degrees of freedom parameter. </p>
+<p>The degrees of freedom prarameter must be greater than 0. y must be greater than 0.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \mbox{\sf{Inv-}}\chi^2_\nu \\ \log (p (y \,|\, \nu)) &amp;=&amp; \log \left( \frac{2^{-\nu / 2}}{\Gamma (\nu / 2)} y^{- (\nu / 2 + 1)} \exp^{-1 / (2y)} \right) \\ &amp;=&amp; - \frac{\nu}{2} \log(2) - \log (\Gamma (\nu / 2)) - (\frac{\nu}{2} + 1) \log(y) - \frac{1}{2y} \\ &amp; &amp; \mathrm{ where } \; y > 0 \end{eqnarray*}" src="form_149.png"/>
+</p>
+ <dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than or equal to 0 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than or equal to 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00043">43</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c772dff5074551415e50920347b83cd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof&gt;::type stan::prob::inv_chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00136">136</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad7d3c06abef9546ac2f0a9174f1446fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::inv_chi_square_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__chi__square_8hpp_source.html#l00451">451</a> of file <a class="el" href="inv__chi__square_8hpp_source.html">inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac95b1a5f812a121f1fce3120f54caabc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::inv_gamma_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00434">434</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9295ef95ac9022168eff6748495294bf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::inv_gamma_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The CDF of an inverse gamma density for y with the specified shape and scale parameters. </p>
+<p>y, shape, and scale parameters must be greater than 0.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">beta</td><td>Scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if alpha is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if beta is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_shape</td><td>Type of shape. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00190">190</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af5bc8f367605c27867cc93ec4f7b19d9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::inv_gamma_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00317">317</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a94f9022a58b4d16ac6eac9edc8c1cecc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::inv_gamma_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of an inverse gamma density for y with the specified shape and scale parameters. </p>
+<p>Shape and scale parameters must be greater than 0. y must be greater than 0.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Shape parameter. </td></tr>
+    <tr><td class="paramname">beta</td><td>Scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if alpha is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if beta is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_shape</td><td>Type of shape. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00040">40</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5aada55fa2a26ebfc6d38a1c5a2dc956"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::inv_gamma_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00168">168</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af588e525e8543ac66f21b5273196deaf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::inv_gamma_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__gamma_8hpp_source.html#l00551">551</a> of file <a class="el" href="inv__gamma_8hpp_source.html">inv_gamma.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3052d1f67722328b643b7adb1fbae485"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type stan::prob::inv_wishart_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the Inverse-Wishart density for the given W, degrees of freedom, and scale matrix. </p>
+<p>The scale matrix, S, must be k x k, symmetric, and semi-positive definite.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} W &amp;\sim&amp; \mbox{\sf{Inv-Wishart}}_{\nu} (S) \\ \log (p (W \,|\, \nu, S) ) &amp;=&amp; \log \left( \left(2^{\nu k/2} \pi^{k (k-1) /4} \prod_{i=1}^k{\Gamma (\frac{\nu + 1 - i}{2})} \right)^{-1} \times \left| S \right|^{\nu/2} \left| W \right|^{-(\nu + k + 1) / 2} \times \exp (-\frac{1}{2} \mbox{tr} (S W^{-1})) \right) \\ &amp;=&amp; -\frac{\nu k}{2}\log(2) - \frac{k (k-1)}{4} \log(\pi) - \sum_{i=1}^{k}{\log (\Gamma (\frac{\nu+1-i}{2}))} +\frac{\nu}{2} \log(\det(S)) - \frac{\nu+k+1}{2}\log (\det(W)) - \frac{1}{2} \mbox{tr}(S W^{-1}) \end{eqnarray*}" src="form_142.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">W</td><td>A scalar matrix </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom </td></tr>
+    <tr><td class="paramname">S</td><td>The scale matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the Inverse-Wishart density at W given nu and S. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than k-1 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if S is not square, not symmetric, or not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="inv__wishart_8hpp_source.html#l00049">49</a> of file <a class="el" href="inv__wishart_8hpp_source.html">inv_wishart.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad6efba06df0f3ccf2455b60bc7bbbdef"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type stan::prob::inv_wishart_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__wishart_8hpp_source.html#l00131">131</a> of file <a class="el" href="inv__wishart_8hpp_source.html">inv_wishart.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6c0745153ef776d59ddac99f480972e5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt; stan::prob::inv_wishart_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="inv__wishart_8hpp_source.html#l00139">139</a> of file <a class="el" href="inv__wishart_8hpp_source.html">inv_wishart.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a680c6f47862a16f0b45c85ce534e8211"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the lower-bounded value for the specified unconstrained input and specified lower bound. </p>
+<p>The transform applied is</p>
+<p><img class="formulaInl" alt="$f(x) = \exp(x) + L$" src="form_158.png"/></p>
+<p>where <img class="formulaInl" alt="$L$" src="form_135.png"/> is the constant lower bound.</p>
+<p>If the lower bound is negative infinity, this function reduces to <code>identity_constrain(x)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Unconstrained scalar input. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower-bound on constrained ouptut. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Lower-bound constrained value correspdonding to inputs. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00501">501</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a76b59a59ddaad0ad5a82226192ffd843"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TL&gt;::type stan::prob::lb_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the lower-bounded value for the speicifed unconstrained input and specified lower bound, incrementing the specified reference with the log absolute Jacobian determinant of the transform. </p>
+<p>If the lower bound is negative infinity, this function reduces to <code>identity_constraint(x,lp)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Unconstrained scalar input. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower-bound on output. </td></tr>
+    <tr><td class="paramname">lp</td><td>Reference to log probability to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Loer-bound constrained value corresponding to inputs. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00526">526</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f8562f1f72bf02ac21b36ef8dcfe3d7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TL&gt;::type stan::prob::lb_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained value that produces the specified lower-bound constrained value. </p>
+<p>If the lower bound is negative infinity, it is ignored and the function reduces to <code>identity_free(y)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input scalar. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained value that produces the input when constrained. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if y is lower than the lower bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00551">551</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a547d5d6ea7f2a985488c75eb2788d7c4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_covar , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_covar, T_shape&gt;::type stan::prob::lkj_corr_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00050">50</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afa5ff4715e294327b88666b1f9639e55"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_covar , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_covar, T_shape&gt;::type stan::prob::lkj_corr_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00083">83</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab6923f0ee88a517f5be6ac8780e5842c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::MatrixXd stan::prob::lkj_corr_cholesky_rng </td>
+          <td>(</td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>eta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00141">141</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a89375117dd56efcdf32c2e8d7bb593a9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y, T_shape&gt;::type stan::prob::lkj_corr_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00094">94</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a35b120723f2e595892c2d86d00a9cf3e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y, T_shape&gt;::type stan::prob::lkj_corr_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00134">134</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a54800d037a32da9ecfb59c87152bfbcc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::MatrixXd stan::prob::lkj_corr_rng </td>
+          <td>(</td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>eta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__corr_8hpp_source.html#l00166">166</a> of file <a class="el" href="lkj__corr_8hpp_source.html">lkj_corr.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a96a69b926127ce2349d86bcbedac81d7"></a>
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+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::lkj_cov_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__cov_8hpp_source.html#l00023">23</a> of file <a class="el" href="lkj__cov_8hpp_source.html">lkj_cov.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a60be4ec8b4e9dd29b73d49139c489e51"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::lkj_cov_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__cov_8hpp_source.html#l00083">83</a> of file <a class="el" href="lkj__cov_8hpp_source.html">lkj_cov.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a8d134366536efce845a8f64527e86ff9"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::lkj_cov_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__cov_8hpp_source.html#l00095">95</a> of file <a class="el" href="lkj__cov_8hpp_source.html">lkj_cov.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a78c42178310c4085d186abfb85c97db1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::lkj_cov_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>eta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lkj__cov_8hpp_source.html#l00135">135</a> of file <a class="el" href="lkj__cov_8hpp_source.html">lkj_cov.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a76c814ad46314b38beb80a1a699617ef"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::log_inv_logit_diff </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ordered__logistic_8hpp_source.html#l00024">24</a> of file <a class="el" href="ordered__logistic_8hpp_source.html">ordered_logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeff91e2efd57e631955cb7ebde45a1c7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_loc, T_scale&gt;::type stan::prob::logistic_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00331">331</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac2a1d5c2316209f3a4d6cc90f3f3b6cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_loc, T_scale&gt;::type stan::prob::logistic_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00147">147</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca4c773da2a18fac3e13b91e51e9e18d"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_loc, T_scale&gt;::type stan::prob::logistic_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00247">247</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33be4a206231be2a1acda61c06c05039"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::logistic_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00023">23</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abfa731b9fd1d7ba996e1e5f9eb6e847f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::logistic_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00140">140</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a664843596a52a9bc23dc5f2073f9806b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::logistic_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="logistic_8hpp_source.html#l00415">415</a> of file <a class="el" href="logistic_8hpp_source.html">logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a576b250e68b4cc83d9df5d697eb57fa2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::lognormal_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00314">314</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af50822e781206859400fb659831eb000"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::lognormal_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00160">160</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa7a25fc347587649f2ca55656fb23950"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::lognormal_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00241">241</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72c3cfe83f1bfa2a71d146dde0cc865e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::lognormal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00024">24</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a47dbe7f1b8096c72c8dc40496b9f082d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::lognormal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00153">153</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9dbaae05c716d93b29dfc3f00f26d4ed"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::lognormal_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="lognormal_8hpp_source.html#l00388">388</a> of file <a class="el" href="lognormal_8hpp_source.html">lognormal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7333ecac8eb1a974e758a134f30fbf7b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TL,TU&gt;::type stan::prob::lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the lower- and upper-bounded scalar derived by transforming the specified free scalar given the specified lower and upper bounds. </p>
+<p>The transform is the transformed and scaled inverse logit,</p>
+<p><img class="formulaInl" alt="$f(x) = L + (U - L) \mbox{logit}^{-1}(x)$" src="form_163.png"/></p>
+<p>If the lower bound is negative infinity and upper bound finite, this function reduces to <code>ub_constrain(x,ub)</code>. If the upper bound is positive infinity and the lower bound finite, this function reduces to <code>lb_constrain(x,lb)</code>. If the upper bound is positive infinity and the lower bound negative infinity, this function reduces to <code>identity_constrain(x)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar to transform. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Lower- and upper-bounded scalar derived from transforming the free scalar. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if ub &lt;= lb </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00689">689</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8825917ff4f4875b7820edc760e4440"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL , typename TU &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TL,TU&gt;::type stan::prob::lub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the lower- and upper-bounded scalar derived by transforming the specified free scalar given the specified lower and upper bounds and increment the specified log probability with the log absolute Jacobian determinant. </p>
+<p>The transform is as defined in <code>lub_constrain(T,double,double)</code>. The log absolute Jacobian determinant is given by</p>
+<p><img class="formulaInl" alt="$\log \left| \frac{d}{dx} \left( L + (U-L) \mbox{logit}^{-1}(x) \right) \right|$" src="form_164.png"/></p>
+<p><img class="formulaInl" alt="$ {} = \log | (U-L) \, (\mbox{logit}^{-1}(x)) \, (1 - \mbox{logit}^{-1}(x)) |$" src="form_165.png"/></p>
+<p><img class="formulaInl" alt="$ {} = \log (U - L) + \log (\mbox{logit}^{-1}(x)) + \log (1 - \mbox{logit}^{-1}(x))$" src="form_166.png"/></p>
+<p>If the lower bound is negative infinity and upper bound finite, this function reduces to <code>ub_constrain(x,ub,lp)</code>. If the upper bound is positive infinity and the lower bound finite, this function reduces to <code>lb_constrain(x,lb,lp)</code>. If the upper bound is positive infinity and the lower bound negative infinity, this function reduces to <code>identity_constrain(x,lp)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar to transform. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability scalar reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Lower- and upper-bounded scalar derived from transforming the free scalar. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TL</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if ub &lt;= lb </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00759">759</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4e48912671137a74815f5194163279c9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TL , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TL,TU&gt;::type stan::prob::lub_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">TL&#160;</td>
+          <td class="paramname"><em>lb</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained scalar that transforms to the specified lower- and upper-bounded scalar given the specified bounds. </p>
+<p>The transfrom in <code>lub_constrain(T,double,double)</code>, is reversed by a transformed and scaled logit,</p>
+<p><img class="formulaInl" alt="$f^{-1}(y) = \mbox{logit}(\frac{y - L}{U - L})$" src="form_167.png"/></p>
+<p>where <img class="formulaInl" alt="$U$" src="form_160.png"/> and <img class="formulaInl" alt="$L$" src="form_135.png"/> are the lower and upper bounds.</p>
+<p>If the lower bound is negative infinity and upper bound finite, this function reduces to <code>ub_free(y,ub)</code>. If the upper bound is positive infinity and the lower bound finite, this function reduces to <code>lb_free(x,lb)</code>. If the upper bound is positive infinity and the lower bound negative infinity, this function reduces to <code>identity_free(y)</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Scalar input. </td></tr>
+    <tr><td class="paramname">lb</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The free scalar that transforms to the input scalar given the bounds. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::invalid_argument</td><td>if the lower bound is greater than the upper bound, y is less than the lower bound, or y is greater than the upper bound </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00824">824</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4aae2e874c72677ddb53ec9bdec1c29d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">const Eigen::Array&lt;T,Eigen::Dynamic,1&gt; stan::prob::make_nu </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>eta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>This function calculates the degrees of freedom for the t distribution that corresponds to the shape parameter in the Lewandowski et. </p>
+<p>al. distribution</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">eta</td><td>hyperparameter on (0,inf), eta = 1 &lt;-&gt; correlation matrix is uniform </td></tr>
+    <tr><td class="paramname">K</td><td>number of variables in covariance matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00328">328</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a04ca61f93c3e75f12a7dafbbb2964069"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_Mu , typename T_Sigma , typename T_D &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_Mu,T_Sigma,T_D&gt;::type stan::prob::matrix_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_Mu, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_Sigma, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_D, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the matrix normal density for the given y, mu, Sigma and D where Sigma and D are given as precision matrices, not covariance matrices. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>An mxn matrix. </td></tr>
+    <tr><td class="paramname">Mu</td><td>The mean matrix. </td></tr>
+    <tr><td class="paramname">Sigma</td><td>The mxm inverse covariance matrix (i.e., the precision matrix) of the rows of y. </td></tr>
+    <tr><td class="paramname">D</td><td>The nxn inverse covariance matrix (i.e., the precision matrix) of the columns of y. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the matrix normal density. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if Sigma or D are not square, not symmetric, or not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_Mu</td><td>Type of location. </td></tr>
+    <tr><td class="paramname">T_Sigma</td><td>Type of Sigma. </td></tr>
+    <tr><td class="paramname">T_D</td><td>Type of D. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="matrix__normal_8hpp_source.html#l00041">41</a> of file <a class="el" href="matrix__normal_8hpp_source.html">matrix_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a225aae36a6e9611cdba3b36e20225a5a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_Mu , typename T_Sigma , typename T_D &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_Mu,T_Sigma,T_D&gt;::type stan::prob::matrix_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_Mu, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_Sigma, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_D, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>D</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="matrix__normal_8hpp_source.html#l00146">146</a> of file <a class="el" href="matrix__normal_8hpp_source.html">matrix_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9c3810ea429509d3fd4e9a435a73f11f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_covar , typename T_w &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_w,T_covar&gt;::type stan::prob::multi_gp_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_w, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>w</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a multivariate Gaussian Process for the given y, Sigma, and w. </p>
+<p>y is a dxN matrix, where each column is a different observation and each row is a different output dimension. The Gaussian Process is assumed to have a scaled kernel matrix with a different scale for each output dimension. This distribution is equivalent to: for (i in 1:d) row(y,i) ~ multi_normal(0,(1/w[i])*Sigma).</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A dxN matrix </td></tr>
+    <tr><td class="paramname">Sigma</td><td>The NxN kernel matrix </td></tr>
+    <tr><td class="paramname">w</td><td>A d-dimensional vector of positve inverse scale parameters for each output. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the multivariate GP density. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if Sigma is not square, not symmetric, or not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_covar</td><td>Type of kernel. </td></tr>
+    <tr><td class="paramname">T_w</td><td>Type of weight. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="multi__gp_8hpp_source.html#l00049">49</a> of file <a class="el" href="multi__gp_8hpp_source.html">multi_gp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87858b89fe976714f66df92989fb0f03"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_gp_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>w</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__gp_8hpp_source.html#l00136">136</a> of file <a class="el" href="multi__gp_8hpp_source.html">multi_gp.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a01330a7c13ec8bb09a28b0983ef805c3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the multivariate normal density for the given y, mu, and a Cholesky factor L of the variance matrix. </p>
+<p>Sigma = LL', a square, semi-positive definite matrix.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar vector </td></tr>
+    <tr><td class="paramname">mu</td><td>The mean vector of the multivariate normal distribution. </td></tr>
+    <tr><td class="paramname">L</td><td>The Cholesky decomposition of a variance matrix of the multivariate normal distribution </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the multivariate normal density. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if LL' is not square, not symmetric, or not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Type of location. </td></tr>
+    <tr><td class="paramname">T_covar</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="multi__normal__cholesky_8hpp_source.html#l00049">49</a> of file <a class="el" href="multi__normal__cholesky_8hpp_source.html">multi_normal_cholesky.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adb8d48a2490b405c5f07ff6a316b4d3a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal__cholesky_8hpp_source.html#l00122">122</a> of file <a class="el" href="multi__normal__cholesky_8hpp_source.html">multi_normal_cholesky.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aceed1445a3d25c5fc36dcf38ef115692"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>y can have multiple rows (observations) and columns (on variables) </p>
+
+<p>Definition at line <a class="el" href="multi__normal__cholesky_8hpp_source.html#l00133">133</a> of file <a class="el" href="multi__normal__cholesky_8hpp_source.html">multi_normal_cholesky.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a59d30c1dea51119a3bc99519eca23f1f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_cholesky_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>L</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal__cholesky_8hpp_source.html#l00221">221</a> of file <a class="el" href="multi__normal__cholesky_8hpp_source.html">multi_normal_cholesky.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a71e8ba5779457e6f532f39e89de717e4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal_8hpp_source.html#l00035">35</a> of file <a class="el" href="multi__normal_8hpp_source.html">multi_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a627102d5b7ce3cf3dc6835cb1e6b3455"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal_8hpp_source.html#l00109">109</a> of file <a class="el" href="multi__normal_8hpp_source.html">multi_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1be2baaf4bbbf9997816256e21fc849c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal_8hpp_source.html#l00121">121</a> of file <a class="el" href="multi__normal_8hpp_source.html">multi_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f7dfeb4f132811e2584b673f808396c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal_8hpp_source.html#l00215">215</a> of file <a class="el" href="multi__normal_8hpp_source.html">multi_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3aa4c668766dc37248e6d5bd84eae338"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal__prec_8hpp_source.html#l00032">32</a> of file <a class="el" href="multi__normal__prec_8hpp_source.html">multi_normal_prec.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9d21551db0a50bd061cbf0147628a255"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal__prec_8hpp_source.html#l00111">111</a> of file <a class="el" href="multi__normal__prec_8hpp_source.html">multi_normal_prec.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a45250c0ec42bb7278ced6275eed9ffa1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_covar &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>y can have multiple rows (observations) and columns (on variables) </p>
+
+<p>Definition at line <a class="el" href="multi__normal__prec_8hpp_source.html#l00123">123</a> of file <a class="el" href="multi__normal__prec_8hpp_source.html">multi_normal_prec.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5478d2a990aa6b82b0911707659c1e50"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_covar &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_loc,T_covar&gt;::type stan::prob::multi_normal_prec_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_covar, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal__prec_8hpp_source.html#l00214">214</a> of file <a class="el" href="multi__normal__prec_8hpp_source.html">multi_normal_prec.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a93eceb90a88d6432e3bda7c5e35db8e0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::prob::multi_normal_rng </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__normal_8hpp_source.html#l00224">224</a> of file <a class="el" href="multi__normal_8hpp_source.html">multi_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a48b71448bd4100f9dbbf884c9fee4de6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_loc,T_scale&gt;::type stan::prob::multi_student_t_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the log of the multivariate Student t distribution at the specified arguments. </p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>Carry out calculations up to a proportion </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="multi__student__t_8hpp_source.html#l00031">31</a> of file <a class="el" href="multi__student__t_8hpp_source.html">multi_student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac5c541f4309051587f35a5187ef5165c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_loc,T_scale&gt;::type stan::prob::multi_student_t_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_loc, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>Sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__student__t_8hpp_source.html#l00135">135</a> of file <a class="el" href="multi__student__t_8hpp_source.html">multi_student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab61ba841eb4bd76a7df2975e18f0b025"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXd stan::prob::multi_student_t_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multi__student__t_8hpp_source.html#l00147">147</a> of file <a class="el" href="multi__student__t_8hpp_source.html">multi_student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a30f2c82429f15f40ab59b038f35d29f4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::multinomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multinomial_8hpp_source.html#l00025">25</a> of file <a class="el" href="multinomial_8hpp_source.html">multinomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aee5c8f7cbbbc28455bae7c9f6b6bf2f8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_prob &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_prob&gt;::type stan::prob::multinomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>ns</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_prob, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multinomial_8hpp_source.html#l00064">64</a> of file <a class="el" href="multinomial_8hpp_source.html">multinomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7d4d3be39750d795653ce0a8ee25e065"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt; stan::prob::multinomial_rng </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>theta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>N</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="multinomial_8hpp_source.html#l00071">71</a> of file <a class="el" href="multinomial_8hpp_source.html">multinomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6eb2a050c9854f16d47c8a03d16e424d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_shape, T_inv_scale&gt;::type stan::prob::neg_binomial_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00461">461</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2df22df9c6b60e308e4ccf0b692b5242"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_shape, T_inv_scale&gt;::type stan::prob::neg_binomial_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00192">192</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
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+</div>
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+<a class="anchor" id="a5c1a6f565a252ab38ef3165fa2d6a7e1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_shape, T_inv_scale&gt;::type stan::prob::neg_binomial_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00339">339</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
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+<a class="anchor" id="a223eba2920bbf00ffdce87cd9a385d64"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_shape , typename T_inv_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_shape, T_inv_scale&gt;::type stan::prob::neg_binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00030">30</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abb46acd84fce88aa36198b16cc54deae"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_shape, T_inv_scale&gt;::type stan::prob::neg_binomial_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_inv_scale &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00182">182</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c1d402a1dd528a63c0a68d63e809644"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::neg_binomial_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="neg__binomial_8hpp_source.html#l00582">582</a> of file <a class="el" href="neg__binomial_8hpp_source.html">neg_binomial.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a02b0750cf65f06ac78d448731a6e2dc9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::normal_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html#l00306">306</a> of file <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a886f9e64bad2382679b935d90b527985"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::normal_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Calculates the normal cumulative distribution function for the given variate, location, and scale. </p>
+<p><img class="formulaInl" alt="$\Phi(x) = \frac{1}{\sqrt{2 \pi}} \int_{-\inf}^x e^{-t^2/2} dt$" src="form_150.png"/>.</p>
+<p>Errors are configured by policy. All variables must be finite and the scale must be strictly greater than zero.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variate. </td></tr>
+    <tr><td class="paramname">mu</td><td>The location of the normal distribution. </td></tr>
+    <tr><td class="paramname">sigma</td><td>The scale of the normal distriubtion </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The unit normal cdf evaluated at the specified arguments. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of y. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Type of mean parameter. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of standard deviation paramater. </td></tr>
+    <tr><td class="paramname">Policy</td><td>Error-handling policy. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html#l00158">158</a> of file <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a44b5ec88e8620ed6ba61bd58bb0fcab5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::normal_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html#l00237">237</a> of file <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad99bbf0b29a582cc76394c30f23db536"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::enable_if_c&lt; <a class="el" href="structstan_1_1is__var__or__arithmetic.html">is_var_or_arithmetic</a>&lt; T_y, T_loc, T_scale &gt;::value, typename <a class="el" href="structstan_1_1return__type.html">return_type</a>&lt; T_y, T_loc, T_scale &gt;::type &gt;::type stan::prob::normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the normal density for the specified scalar(s) given the specified mean(s) and deviation(s). </p>
+<p>y, mu, or sigma can each be either a scalar or a std::vector. Any vector inputs must be the same length.</p>
+<p>The result log probability is defined to be the sum of the log probabilities for each observation/mean/deviation triple. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>(Sequence of) scalar(s). </td></tr>
+    <tr><td class="paramname">mu</td><td>(Sequence of) location parameter(s) for the normal distribution. </td></tr>
+    <tr><td class="paramname">sigma</td><td>(Sequence of) scale parameters for the normal distribution. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the product of the densities. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the scale is not positive. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Underlying type of scalar in sequence. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Type of location parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2fwd_2prob_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4f3e49fd8c69e4f3bfe5b3e74fed912b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html#l00134">134</a> of file <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a85cb8a1ee8a40b7545946a979e249dd1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::normal_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html#l00375">375</a> of file <a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5b7b0a65348e29f0f018002a80ed035f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return an increasing ordered vector derived from the specified free vector. </p>
+<p>The returned constrained vector will have the same dimensionality as the specified free vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free vector of scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Positive, increasing ordered vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01170">1170</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8013ef2d8df4e964a99688d4d5b66b30"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a positive valued, increasing ordered vector derived from the specified free vector and increment the specified log probability reference with the log absolute Jacobian determinant of the transform. </p>
+<p>The returned constrained vector will have the same dimensionality as the specified free vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free vector of scalars. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Positive, increasing ordered vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01199">1199</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a49254bbed7656ffce7d701755f35591a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::ordered_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the vector of unconstrained scalars that transform to the specified positive ordered vector. </p>
+<p>This function inverts the constraining operation defined in <code>ordered_constrain(Matrix)</code>,</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Vector of positive, ordered scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Free vector that transforms into the input vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if y is not a vector of positive, ordered scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01223">1223</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a08672b48d49723b22234418ea31725e9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_lambda , typename T_cut &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_lambda,T_cut&gt;::type stan::prob::ordered_logistic_log </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_lambda &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_cut, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Returns the (natural) log probability of the specified integer outcome given the continuous location and specified cutpoints in an ordered logistic model. </p>
+<p>Typically the continous location will be the dot product of a vector of regression coefficients and a vector of predictors for the outcome.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td>True if calculating up to a proportion. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Location type. </td></tr>
+    <tr><td class="paramname">T_cut</td><td>Cut-point type. </td></tr>
+    <tr><td class="paramname">Policy</td><td>Error policy (only its type matters).</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Outcome. </td></tr>
+    <tr><td class="paramname">lambda</td><td>Location. </td></tr>
+    <tr><td class="paramname">c</td><td>Positive increasing vector of cutpoints. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Log probability of outcome given location and cutpoints.</dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>If the outcome is not between 1 and the number of cutpoints plus 2; if the cutpoint vector is empty; if the cutpoint vector contains a non-positive, non-finite value; or if the cutpoint vector is not sorted in ascending order. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="ordered__logistic_8hpp_source.html#l00060">60</a> of file <a class="el" href="ordered__logistic_8hpp_source.html">ordered_logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5dd231c095c24f5c6b344b6b06e85802"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_lambda , typename T_cut &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_lambda,T_cut&gt;::type stan::prob::ordered_logistic_log </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_lambda &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_cut, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ordered__logistic_8hpp_source.html#l00131">131</a> of file <a class="el" href="ordered__logistic_8hpp_source.html">ordered_logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5becd684e61c1e96447752b65c202465"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::ordered_logistic_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>eta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>c</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ordered__logistic_8hpp_source.html#l00138">138</a> of file <a class="el" href="ordered__logistic_8hpp_source.html">ordered_logistic.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adbbe4b2736aa52b527690320f589f444"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_scale, T_shape&gt;::type stan::prob::pareto_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00337">337</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7f3bb39af8cf343288bc03b08d4995c1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_scale, T_shape&gt;::type stan::prob::pareto_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00142">142</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a355fe2fac0b8f75ba9152a5641584db0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_scale, T_shape&gt;::type stan::prob::pareto_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00247">247</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6f227b32b40751c0969ed9208e53f250"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale,T_shape&gt;::type stan::prob::pareto_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00024">24</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae76190b63d49cd29c4cf6cec4e530d2c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale,T_shape&gt;::type stan::prob::pareto_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00136">136</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a28f8c3e807edaa26151a701410dbe540"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::pareto_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>y_min</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="pareto_8hpp_source.html#l00423">423</a> of file <a class="el" href="pareto_8hpp_source.html">pareto.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a47e7fb827ea3efb81744f00ae02d3c8c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_rate &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_rate&gt;::type stan::prob::poisson_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_rate &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00335">335</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a493a94836898c1c7daeefc66f76f3bcb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_rate &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_rate&gt;::type stan::prob::poisson_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_rate &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00201">201</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4bcc9d28c6419db6908062a120203225"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_rate &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_rate&gt;::type stan::prob::poisson_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_rate &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00270">270</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4af491958f18e73de79a50f0eeab5cbf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_rate &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_rate&gt;::type stan::prob::poisson_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_rate &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00027">27</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c14df398fd68d83f82e93d7cf012e88"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_rate &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_rate&gt;::type stan::prob::poisson_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_rate &amp;&#160;</td>
+          <td class="paramname"><em>lambda</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00105">105</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a37ad053fe5e90d0886876e8be27e57f5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_n , typename T_log_rate &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_log_rate&gt;::type stan::prob::poisson_log_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_log_rate &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00113">113</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4e7496b229fa8eb51083e449cfd20704"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_n , typename T_log_rate &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_log_rate&gt;::type stan::prob::poisson_log_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_n &amp;&#160;</td>
+          <td class="paramname"><em>n</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_log_rate &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00194">194</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae76f4412a22e18c1aacf098ab6c41dc5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::poisson_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>lambda</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="poisson_8hpp_source.html#l00400">400</a> of file <a class="el" href="poisson_8hpp_source.html">poisson.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9cb1d75e59f02fa90c1052b403012dc8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::positive_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the positive value for the specified unconstrained input. </p>
+<p>The transform applied is</p>
+<p><img class="formulaInl" alt="$f(x) = \exp(x)$" src="form_154.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Arbitrary input scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input transformed to be positive. </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00428">428</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2ee662d6ef96688a59a873ef6e41a461"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::positive_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the positive value for the specified unconstrained input, incrementing the scalar reference with the log absolute Jacobian determinant. </p>
+<p>See <code><a class="el" href="namespacestan_1_1prob.html#a9cb1d75e59f02fa90c1052b403012dc8" title="Return the positive value for the specified unconstrained input.">positive_constrain(T)</a></code> for details of the transform. The log absolute Jacobian determinant is</p>
+<p><img class="formulaInl" alt="$\log | \frac{d}{dx} \mbox{exp}(x) | = \log | \mbox{exp}(x) | = x$" src="form_155.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Arbitrary input scalar. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Input transformed to be positive. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00450">450</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af8aecbd34195ffe481fb331d62c7b9d5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::positive_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the unconstrained value corresponding to the specified positive-constrained value. </p>
+<p>The transform is the inverse of the transform <img class="formulaInl" alt="$f$" src="form_156.png"/> applied by <code><a class="el" href="namespacestan_1_1prob.html#a9cb1d75e59f02fa90c1052b403012dc8" title="Return the positive value for the specified unconstrained input.">positive_constrain(T)</a></code>, namely</p>
+<p><img class="formulaInl" alt="$f^{-1}(x) = \log(x)$" src="form_157.png"/>.</p>
+<p>The input is validated using <code><a class="el" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive()</a></code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Input scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unconstrained value that produces the input when constrained. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if the variable is negative. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00473">473</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a264b000ea11a127f82b2a635c37af760"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::positive_ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return an increasing positive ordered vector derived from the specified free vector. </p>
+<p>The returned constrained vector will have the same dimensionality as the specified free vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free vector of scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Positive, increasing ordered vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01251">1251</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac046e29dc1e72c04cad85faf7884b1e8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::positive_ordered_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a positive valued, increasing positive ordered vector derived from the specified free vector and increment the specified log probability reference with the log absolute Jacobian determinant of the transform. </p>
+<p>The returned constrained vector will have the same dimensionality as the specified free vector.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free vector of scalars. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Positive, increasing ordered vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01280">1280</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aed117c56ae59674e81e38faadf423a4d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::positive_ordered_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the vector of unconstrained scalars that transform to the specified positive ordered vector. </p>
+<p>This function inverts the constraining operation defined in <code>positive_ordered_constrain(Matrix)</code>,</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Vector of positive, ordered scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Free vector that transforms into the input vector. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if y is not a vector of positive, ordered scalars. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01304">1304</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a675a89a2298e205693a1291bff9e8517"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::prob_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free scalar. </p>
+<p>The transform is the inverse logit,</p>
+<p><img class="formulaInl" alt="$f(x) = \mbox{logit}^{-1}(x) = \frac{1}{1 + \exp(x)}$" src="form_168.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Probability-constrained result of transforming the free scalar. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00853">853</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5c2e4977a32258e859e18c3d93ff7fb2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::prob_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free scalar and increment the specified log probability reference with the log absolute Jacobian determinant of the transform. </p>
+<p>The transform is as defined for <code><a class="el" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">prob_constrain(T)</a></code>. The log absolute Jacobian determinant is</p>
+<p>The log absolute Jacobian determinant is</p>
+<p><img class="formulaInl" alt="$\log | \frac{d}{dx} \mbox{logit}^{-1}(x) |$" src="form_169.png"/> </p>
+<p><img class="formulaInl" alt="$\log ((\mbox{logit}^{-1}(x)) (1 - \mbox{logit}^{-1}(x))$" src="form_170.png"/> </p>
+<p><img class="formulaInl" alt="$\log (\mbox{logit}^{-1}(x)) + \log (1 - \mbox{logit}^{-1}(x))$" src="form_171.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Probability-constrained result of transforming the free scalar. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00881">881</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6df28f004649a2e2453b2dc068dce763"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">T stan::prob::prob_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the free scalar that when transformed to a probability produces the specified scalar. </p>
+<p>The function that reverses the constraining transform specified in <code><a class="el" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">prob_constrain(T)</a></code> is the logit function,</p>
+<p><img class="formulaInl" alt="$f^{-1}(y) = \mbox{logit}(y) = \frac{1 - y}{y}$" src="form_172.png"/>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Scalar input. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if y is less than 0 or greater than 1. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00905">905</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acb3f08ecac9dc1faebaff9f209c39c3e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale&gt;::type stan::prob::rayleigh_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00256">256</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a21adf5dd176a990c274cb58c6b6ad491"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale&gt;::type stan::prob::rayleigh_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00110">110</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6790ee20a779a4ec36207229ed36bf4e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale&gt;::type stan::prob::rayleigh_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00187">187</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a98165bd7ce46385b8c12fa228ee90718"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale&gt;::type stan::prob::rayleigh_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00021">21</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af1c16f2642c0e8fb3237ba5f4b704e98"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_scale&gt;::type stan::prob::rayleigh_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00104">104</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac500ff019314d3a79c6d1cd0e41ce0dd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::rayleigh_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rayleigh_8hpp_source.html#l00322">322</a> of file <a class="el" href="rayleigh_8hpp_source.html">rayleigh.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a12361bac5c2810d6245cf97465f1f09d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_corr_L </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations. </p>
+<p>It is generally better to work with the Cholesky factor rather than the correlation matrix itself when the determinant, inverse, etc. of the correlation matrix is needed for some statistical calculation.</p>
+<p>See <code>read_corr_matrix(Array,size_t,T)</code> for more information.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>The (K choose 2) canonical partial correlations in (-1,1). </td></tr>
+    <tr><td class="paramname">K</td><td>Dimensionality of correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor of correlation matrix for specified canonical partial correlations.</dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of underlying scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00115">115</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18ea63e587986f4c53909c26b718cc17"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_corr_L </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>log_prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations, incrementing the specified scalar reference with the log absolute determinant of the Jacobian of the transformation. </p>
+<p>The implementation is Ben Goodrich's Cholesky factor-based approach to the C-vine method of:</p>
+<ul>
+<li>
+Daniel Lewandowski, Dorota Kurowicka, and Harry Joe, Generating random correlation matrices based on vines and extended onion method Journal of Multivariate Analysis 100 (2009) 1989–2001 </li>
+</ul>
+<p>// FIXME: explain which CPCs we're dealing with</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>The (K choose 2) canonical partial correlations in (-1,1). </td></tr>
+    <tr><td class="paramname">K</td><td>Dimensionality of correlation matrix. </td></tr>
+    <tr><td class="paramname">log_prob</td><td>Reference to variable to increment with the log Jacobian determinant. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor of correlation matrix for specified partial correlations. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of underlying scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00193">193</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a049065737ff2e957c65db870c99d509d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_corr_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations. </p>
+<p>See <code>read_corr_matrix(Array,size_t,T)</code> for more information.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>The (K choose 2) canonical partial correlations in (-1,1). </td></tr>
+    <tr><td class="paramname">K</td><td>Dimensionality of correlation matrix. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor of correlation matrix for specified canonical partial correlations. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of underlying scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00157">157</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a21dcd8cff30b002e3483120f231dde9e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_corr_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const size_t&#160;</td>
+          <td class="paramname"><em>K</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>log_prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations, incrementing the specified scalar reference with the log absolute determinant of the Jacobian of the transformation. </p>
+<p>It is usually preferable to utilize the version that returns the Cholesky factor of the correlation matrix rather than the correlation matrix itself in statistical calculations.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>The (K choose 2) canonical partial correlations in (-1,1). </td></tr>
+    <tr><td class="paramname">K</td><td>Dimensionality of correlation matrix. </td></tr>
+    <tr><td class="paramname">log_prob</td><td>Reference to variable to increment with the log Jacobian determinant. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Correlation matrix for specified partial correlations. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of underlying scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00243">243</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1545e79c24324fc626f4422b45d4c2b8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_cov_L </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sds</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>log_prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>This is the function that should be called prior to evaluating the density of any elliptical distribution. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>on (-1,1) </td></tr>
+    <tr><td class="paramname">sds</td><td>on (0,inf) </td></tr>
+    <tr><td class="paramname">log_prob</td><td>the log probability value to increment with the Jacobian </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Cholesky factor of covariance matrix for specified partial correlations. </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00265">265</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad5a94ee9ba8f88bc5f06a1bc0973cd64"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sds</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>log_prob</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>A generally worse alternative to call prior to evaluating the density of an elliptical distribution. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>on (-1,1) </td></tr>
+    <tr><td class="paramname">sds</td><td>on (0,inf) </td></tr>
+    <tr><td class="paramname">log_prob</td><td>the log probability value to increment with the Jacobian </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Covariance matrix for specified partial correlations. </dd></dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00285">285</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a39d24789bf8d8528e6d308c57ec8d309"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; stan::prob::read_cov_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>CPCs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sds</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Builds a covariance matrix from CPCs and standard deviations. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">CPCs</td><td>in (-1,1) </td></tr>
+    <tr><td class="paramname">sds</td><td>in (0,inf) </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00304">304</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a93cfec0873f41fb0f7e4c83d874b45fc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_scale&gt;::type stan::prob::scaled_inv_chi_square_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00449">449</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeed68e0c4e8cfb8b5c470ae0b59345c9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_scale&gt;::type stan::prob::scaled_inv_chi_square_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The CDF of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter and scale parameter. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom. </td></tr>
+    <tr><td class="paramname">s</td><td>Scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than 0 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if s is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00197">197</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac9609fecff26e0c07646f794f65a39a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_scale&gt;::type stan::prob::scaled_inv_chi_square_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00330">330</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6428f925f8c1b43c323ce549da410d58"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof,T_scale&gt;::type stan::prob::scaled_inv_chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter and scale parameter. </p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \mbox{\sf{Inv-}}\chi^2(\nu, s^2) \\ \log (p (y \,|\, \nu, s)) &amp;=&amp; \log \left( \frac{(\nu / 2)^{\nu / 2}}{\Gamma (\nu / 2)} s^\nu y^{- (\nu / 2 + 1)} \exp^{-\nu s^2 / (2y)} \right) \\ &amp;=&amp; \frac{\nu}{2} \log(\frac{\nu}{2}) - \log (\Gamma (\nu / 2)) + \nu \log(s) - (\frac{\nu}{2} + 1) \log(y) - \frac{\nu s^2}{2y} \\ &amp; &amp; \mathrm{ where } \; y > 0 \end{eqnarray*}" src="form_151.png"/>
+</p>
+ <dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom. </td></tr>
+    <tr><td class="paramname">s</td><td>Scale parameter. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than 0 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if s is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if y is not greater than 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00044">44</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a33291b85f39ebace4a4bae7633551cb0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof,T_scale&gt;::type stan::prob::scaled_inv_chi_square_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00177">177</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af34f411fc637d2d1163663c0cf0a850e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::scaled_inv_chi_square_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="scaled__inv__chi__square_8hpp_source.html#l00568">568</a> of file <a class="el" href="scaled__inv__chi__square_8hpp_source.html">scaled_inv_chi_square.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af054a122bafce0c367eaca60a181bd47"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::prob::sign </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>z</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="double__exponential_8hpp_source.html#l00018">18</a> of file <a class="el" href="double__exponential_8hpp_source.html">double_exponential.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a34fe9ae8e8dcc7b4f619ffcdf2ac5387"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::simplex_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the simplex corresponding to the specified free vector. </p>
+<p>A simplex is a vector containing values greater than or equal to 0 that sum to 1. A vector with (K-1) unconstrained values will produce a simplex of size K.</p>
+<p>The transform is based on a centered stick-breaking process.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Free vector input of dimensionality K - 1. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex of dimensionality K. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01067">1067</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a373ba2418f71147953238312e5bd6954"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::simplex_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the simplex corresponding to the specified free vector and increment the specified log probability reference with the log absolute Jacobian determinant of the transform. </p>
+<p>The simplex transform is defined through a centered stick-breaking process.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Free vector input of dimensionality K - 1. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Simplex of dimensionality K. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01100">1100</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6703d995557396cc5fd013c6cd882327"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::simplex_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return an unconstrained vector that when transformed produces the specified simplex. </p>
+<p>It applies to a simplex of dimensionality K and produces an unconstrained vector of dimensionality (K-1).</p>
+<p>The simplex transform is defined through a centered stick-breaking process.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Simplex of dimensionality K. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Free vector of dimensionality (K-1) that transfroms to the simplex. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if x is not a valid simplex </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01140">1140</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9b9d2a0cb044b4683b8ebc1f5664067a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::skew_normal_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00342">342</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af883c9ea717a01e7835a5071cfb132bd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::skew_normal_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00149">149</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa702b78d553fccea5853eb3fad971200"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::skew_normal_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00252">252</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa490430040824f21c59eb415f0b77051"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale,T_shape&gt;::type stan::prob::skew_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00023">23</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72d94de0c6230acb70815802bddf5587"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale , typename T_shape &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale, T_shape&gt;::type stan::prob::skew_normal_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00142">142</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad193097bedddda283ba854e2ddcd6013"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::skew_normal_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="skew__normal_8hpp_source.html#l00432">432</a> of file <a class="el" href="skew__normal_8hpp_source.html">skew_normal.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a927a64a2497df7302ae7fa9098e65546"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_loc, T_scale&gt;::type stan::prob::student_t_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00584">584</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a19cc3cf5b600b92144c79356c0e879fc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_loc, T_scale&gt;::type stan::prob::student_t_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00232">232</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aab514e4c15e40c36184b0291e3c2e814"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y, T_dof, T_loc, T_scale&gt;::type stan::prob::student_t_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00414">414</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a72933c1b9a4eb2005d32e811ae124bd0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof,T_loc,T_scale&gt;::type stan::prob::student_t_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the Student-t density for the given y, nu, mean, and scale parameter. </p>
+<p>The scale parameter must be greater than 0.</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; t_{\nu} (\mu, \sigma^2) \\ \log (p (y \,|\, \nu, \mu, \sigma) ) &amp;=&amp; \log \left( \frac{\Gamma((\nu + 1) /2)} {\Gamma(\nu/2)\sqrt{\nu \pi} \sigma} \left( 1 + \frac{1}{\nu} (\frac{y - \mu}{\sigma})^2 \right)^{-(\nu + 1)/2} \right) \\ &amp;=&amp; \log( \Gamma( (\nu+1)/2 )) - \log (\Gamma (\nu/2) - \frac{1}{2} \log(\nu \pi) - \log(\sigma) -\frac{\nu + 1}{2} \log (1 + \frac{1}{\nu} (\frac{y - \mu}{\sigma})^2) \end{eqnarray*}" src="form_152.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom. </td></tr>
+    <tr><td class="paramname">mu</td><td>The mean of the Student-t distribution. </td></tr>
+    <tr><td class="paramname">sigma</td><td>The scale parameter of the Student-t distribution. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the Student-t density at y. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if sigma is not greater than 0. </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than 0. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+    <tr><td class="paramname">T_loc</td><td>Type of location. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00049">49</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9097e9dad2bbb017a14c491fa3750203"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_dof,T_loc,T_scale&gt;::type stan::prob::student_t_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_loc &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00225">225</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adb81f1474168ce77e5bb71ef3c7432d9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::student_t_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="student__t_8hpp_source.html#l00754">754</a> of file <a class="el" href="student__t_8hpp_source.html">student_t.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3cc62d5f301ccbb23e1e97231d736c4c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TU&gt;::type stan::prob::ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the upper-bounded value for the specified unconstrained scalar and upper bound. </p>
+<p>The transform is</p>
+<p><img class="formulaInl" alt="$f(x) = U - \exp(x)$" src="form_159.png"/></p>
+<p>where <img class="formulaInl" alt="$U$" src="form_160.png"/> is the upper bound.</p>
+<p>If the upper bound is positive infinity, this function reduces to <code>identity_constrain(x)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transformed scalar with specified upper bound. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00584">584</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac41afc3f7ad3b927d352383d4a8dea7f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TU&gt;::type stan::prob::ub_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the upper-bounded value for the specified unconstrained scalar and upper bound and increment the specified log probability reference with the log absolute Jacobian determinant of the transform. </p>
+<p>The transform is as specified for <code>ub_constrain(T,double)</code>. The log absolute Jacobian determinant is</p>
+<p><img class="formulaInl" alt="$ \log | \frac{d}{dx} -\mbox{exp}(x) + U | = \log | -\mbox{exp}(x) + 0 | = x$" src="form_161.png"/>.</p>
+<p>If the upper bound is positive infinity, this function reduces to <code>identity_constrain(x,lp)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">x</td><td>Free scalar. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+    <tr><td class="paramname">lp</td><td>Log probability reference. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Transformed scalar with specified upper bound. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00616">616</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa0fbf5448b5fdc2510256bbc73cc9b49"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , typename TU &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T,TU&gt;::type stan::prob::ub_free </td>
+          <td>(</td>
+          <td class="paramtype">const T&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TU&#160;</td>
+          <td class="paramname"><em>ub</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return the free scalar that corresponds to the specified upper-bounded value with respect to the specified upper bound. </p>
+<p>The transform is the reverse of the <code>ub_constrain(T,double)</code> transform,</p>
+<p><img class="formulaInl" alt="$f^{-1}(y) = \log -(y - U)$" src="form_162.png"/></p>
+<p>where <img class="formulaInl" alt="$U$" src="form_160.png"/> is the upper bound.</p>
+<p>If the upper bound is positive infinity, this function reduces to <code>identity_free(y)</code>.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>Upper-bounded scalar. </td></tr>
+    <tr><td class="paramname">ub</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Free scalar corresponding to upper-bounded scalar. </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">TU</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::invalid_argument</td><td>if y is greater than the upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00648">648</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab524f79f1c0a3d5f97b1e481b21f1736"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_low,T_high&gt;::type stan::prob::uniform_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00288">288</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2540292f80682fd8971fcf9b5c0b35b1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_low,T_high&gt;::type stan::prob::uniform_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00132">132</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a05dfe81e20c266f06cc111b1571edb4d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_low,T_high&gt;::type stan::prob::uniform_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00213">213</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a20f9e437a772626e4e6aac94f58f60fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_low , typename T_high &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_low,T_high&gt;::type stan::prob::uniform_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of a uniform density for the given y, lower, and upper bound. </p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} y &amp;\sim&amp; \mbox{\sf{U}}(\alpha, \beta) \\ \log (p (y \,|\, \alpha, \beta)) &amp;=&amp; \log \left( \frac{1}{\beta-\alpha} \right) \\ &amp;=&amp; \log (1) - \log (\beta - \alpha) \\ &amp;=&amp; -\log (\beta - \alpha) \\ &amp; &amp; \mathrm{ where } \; y \in [\alpha, \beta], \log(0) \; \mathrm{otherwise} \end{eqnarray*}" src="form_153.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>A scalar variable. </td></tr>
+    <tr><td class="paramname">alpha</td><td>Lower bound. </td></tr>
+    <tr><td class="paramname">beta</td><td>Upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::invalid_argument</td><td>if the lower bound is greater than or equal to the lower bound </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_low</td><td>Type of lower bound. </td></tr>
+    <tr><td class="paramname">T_high</td><td>Type of upper bound. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00044">44</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a520f558845310e1de1e8692a8ac5ab23"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_low , typename T_high &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_low,T_high&gt;::type stan::prob::uniform_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_low &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_high &amp;&#160;</td>
+          <td class="paramname"><em>beta</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00126">126</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab9c29e62027123e900b55f29170e2426"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::uniform_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>beta</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="uniform_8hpp_source.html#l00363">363</a> of file <a class="el" href="uniform_8hpp_source.html">uniform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd9044ce24ca929e0d1fcf49fdfcb7cc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::unit_vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the unit length vector corresponding to the free vector y. </p>
+<p>The free vector contains K-1 spherical coordinates.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>of K - 1 spherical coordinates </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unit length vector of dimension K </dd></dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00991">991</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac361cea0021ad5cbd7d9daa32935bf9b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::unit_vector_constrain </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>lp</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Return the unit length vector corresponding to the free vector y. </p>
+<p>The free vector contains K-1 spherical coordinates.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">y</td><td>of K - 1 spherical coordinates </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Unit length vector of dimension K </dd></dl>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">lp</td><td>Log probability reference to increment. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Scalar type. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01017">1017</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa72cd0f07fe68884774feea5e5c0056c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; stan::prob::unit_vector_free </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l01036">1036</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5f25537bc65fd6699824c9c5829c9e0a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::von_mises_log </td>
+          <td>(</td>
+          <td class="paramtype">T_y const &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_loc const &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_scale const &amp;&#160;</td>
+          <td class="paramname"><em>kappa</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="von__mises_8hpp_source.html#l00018">18</a> of file <a class="el" href="von__mises_8hpp_source.html">von_mises.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a34be34d214b53bf3d2f158ebe9b4c93d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_loc , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_loc,T_scale&gt;::type stan::prob::von_mises_log </td>
+          <td>(</td>
+          <td class="paramtype">T_y const &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_loc const &amp;&#160;</td>
+          <td class="paramname"><em>mu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T_scale const &amp;&#160;</td>
+          <td class="paramname"><em>kappa</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="von__mises_8hpp_source.html#l00120">120</a> of file <a class="el" href="von__mises_8hpp_source.html">von_mises.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a77b3086174c8c53f64a6040926e463c7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::weibull_ccdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00282">282</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aebe40f64269bb4cad34cbf93faa258a3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::weibull_cdf </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00150">150</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adf406916a5b4faaa7ff6c09f38029418"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::weibull_cdf_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00221">221</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac9dd426180e500e8ce9ab2e401393c5a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_shape , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::weibull_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00024">24</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac782f55b0a8994488c5a02f7977799cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_shape , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1return__type.html">return_type</a>&lt;T_y,T_shape,T_scale&gt;::type stan::prob::weibull_log </td>
+          <td>(</td>
+          <td class="paramtype">const T_y &amp;&#160;</td>
+          <td class="paramname"><em>y</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_shape &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_scale &amp;&#160;</td>
+          <td class="paramname"><em>sigma</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00144">144</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a446b0eda07246d07a2d539c9a511ea7e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::prob::weibull_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>sigma</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="weibull_8hpp_source.html#l00340">340</a> of file <a class="el" href="weibull_8hpp_source.html">weibull.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a10fd2efedb0954c290861d22335bd384"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T_y , typename T_dof , typename T_scale &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type stan::prob::wishart_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The log of the Wishart density for the given W, degrees of freedom, and scale matrix. </p>
+<p>The scale matrix, S, must be k x k, symmetric, and semi-positive definite. Dimension, k, is implicit. nu must be greater than k-1</p>
+<p class="formulaDsp">
+<img class="formulaDsp" alt="\begin{eqnarray*} W &amp;\sim&amp; \mbox{\sf{Wishart}}_{\nu} (S) \\ \log (p (W \,|\, \nu, S) ) &amp;=&amp; \log \left( \left(2^{\nu k/2} \pi^{k (k-1) /4} \prod_{i=1}^k{\Gamma (\frac{\nu + 1 - i}{2})} \right)^{-1} \times \left| S \right|^{-\nu/2} \left| W \right|^{(\nu - k - 1) / 2} \times \exp (-\frac{1}{2} \mbox{tr} (S^{-1} W)) \right) \\ &amp;=&amp; -\frac{\nu k}{2}\log(2) - \frac{k (k-1)}{4} \log(\pi) - \sum_{i=1}^{k}{\log (\Gamma (\frac{\nu+1-i}{2}))} -\frac{\nu}{2} \log(\det(S)) + \frac{\nu-k-1}{2}\log (\det(W)) - \frac{1}{2} \mbox{tr} (S^{-1}W) \end{eqnarray*}" src="form_143.png"/>
+</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">W</td><td>A scalar matrix </td></tr>
+    <tr><td class="paramname">nu</td><td>Degrees of freedom </td></tr>
+    <tr><td class="paramname">S</td><td>The scale matrix </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>The log of the Wishart density at W given nu and S. </dd></dl>
+<dl class="exception"><dt>Exceptions</dt><dd>
+  <table class="exception">
+    <tr><td class="paramname">std::domain_error</td><td>if nu is not greater than k-1 </td></tr>
+    <tr><td class="paramname">std::domain_error</td><td>if S is not square, not symmetric, or not semi-positive definite. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T_y</td><td>Type of scalar. </td></tr>
+    <tr><td class="paramname">T_dof</td><td>Type of degrees of freedom. </td></tr>
+    <tr><td class="paramname">T_scale</td><td>Type of scale. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="wishart_8hpp_source.html#l00057">57</a> of file <a class="el" href="wishart_8hpp_source.html">wishart.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a50a5c47de11d55fe41ce044e3298e7d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T_y , typename T_dof , typename T_scale &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type stan::prob::wishart_log </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>W</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T_dof &amp;&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="wishart_8hpp_source.html#l00141">141</a> of file <a class="el" href="wishart_8hpp_source.html">wishart.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7b8c234f87f003d4f67545ee9eb998b5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;class RNG &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt; stan::prob::wishart_rng </td>
+          <td>(</td>
+          <td class="paramtype">const double&#160;</td>
+          <td class="paramname"><em>nu</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;&#160;</td>
+          <td class="paramname"><em>S</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">RNG &amp;&#160;</td>
+          <td class="paramname"><em>rng</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="wishart_8hpp_source.html#l00149">149</a> of file <a class="el" href="wishart_8hpp_source.html">wishart.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="a42d98044ad33e2fe147c7edcf09282f6"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double stan::prob::CONSTRAINT_TOLERANCE = 1E-8</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="transform_8hpp_source.html#l00028">28</a> of file <a class="el" href="transform_8hpp_source.html">transform.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">numeric_limits&lt; stan::agrad::var &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Specialization of numeric limits for var objects.  <a href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a197a4417fc07456e4f2d545e176dc97a"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestd.html#a197a4417fc07456e4f2d545e176dc97a">isnan</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a197a4417fc07456e4f2d545e176dc97a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number is NaN.  <a href="#a197a4417fc07456e4f2d545e176dc97a"></a><br/></td></tr>
+<tr class="separator:a197a4417fc07456e4f2d545e176dc97a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a458a0f3c809188e7fb9a9e10d335ac60"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number is infinite.  <a href="#a458a0f3c809188e7fb9a9e10d335ac60"></a><br/></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
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+<p>Checks if the given number is infinite. </p>
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+    <tr><td class="paramname">a</td><td>Variable to test. </td></tr>
+  </table>
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+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00075">75</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;&#160;</td>
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+</div><div class="memdoc">
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+<p>Checks if the given number is NaN. </p>
+<p>Return <code>true</code> if the value of the specified variable is not a number.</p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">a</td><td>Variable to test. </td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd><code>true</code> if value is not a number. </dd></dl>
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00062">62</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
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+<div class="textblock"><code>#include &lt;boost/random/negative_binomial_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="gamma_8hpp_source.html">stan/prob/distributions/univariate/continuous/gamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="poisson_8hpp_source.html">stan/prob/distributions/univariate/discrete/poisson.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2binomial__coefficient__log_8hpp_source.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="neg__binomial_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a2df22df9c6b60e308e4ccf0b692b5242"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </td></tr>
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+<tr class="memitem:a5c1a6f565a252ab38ef3165fa2d6a7e1"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_shape, <br class="typebreak"/>
+T_inv_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5c1a6f565a252ab38ef3165fa2d6a7e1">stan::prob::neg_binomial_cdf_log</a> (const T_n &amp;n, const T_shape &amp;alpha, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:a5c1a6f565a252ab38ef3165fa2d6a7e1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6eb2a050c9854f16d47c8a03d16e424d"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_shape , typename T_inv_scale &gt; </td></tr>
+<tr class="memitem:a6eb2a050c9854f16d47c8a03d16e424d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_shape, <br class="typebreak"/>
+T_inv_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a6eb2a050c9854f16d47c8a03d16e424d">stan::prob::neg_binomial_ccdf_log</a> (const T_n &amp;n, const T_shape &amp;alpha, const T_inv_scale &amp;beta)</td></tr>
+<tr class="separator:a6eb2a050c9854f16d47c8a03d16e424d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8c1d402a1dd528a63c0a68d63e809644"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a8c1d402a1dd528a63c0a68d63e809644"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a8c1d402a1dd528a63c0a68d63e809644">stan::prob::neg_binomial_rng</a> (const double alpha, const double beta, RNG &amp;rng)</td></tr>
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+<div class="title">neg_binomial.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="neg__binomial_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__NEG_BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__NEG_BINOMIAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/negative_binomial_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="gamma_8hpp.html">stan/prob/distributions/univariate/continuous/gamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="poisson_8hpp.html">stan/prob/distributions/univariate/discrete/poisson.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2binomial__coefficient__log_8hpp.html">stan/math/functions/binomial_coefficient_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  <span class="keyword">namespace </span>prob {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="comment">// NegBinomial(n|alpha,beta)  [alpha &gt; 0;  beta &gt; 0;  n &gt;= 0]</span></div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                     <span class="keyword">const</span> T_shape&amp; alpha, </div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      </div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                                   n,alpha,beta,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                                   <span class="stringliteral">&quot;Failures variable&quot;</span>,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>,<span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a27dad23d38c6d5e74c65e7571c70272e" title="Return the log of the binomial coefficient for the specified arguments.">stan::math::binomial_coefficient_log</a>;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, alpha, beta);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_shape,T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        operands_and_partials(alpha,beta);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordtype">size_t</span> len_ab = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,(is_vector&lt;T_shape&gt;::value</a> </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                             || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_inv_scale&gt;::value</a>)&gt;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        lambda(len_ab);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; len_ab; ++i) </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        lambda[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_inv_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        log1p_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); ++i)</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        log1p_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_inv_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        log_beta_m_log1p_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); ++i)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        log_beta_m_log1p_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i])) - log1p_beta[i];</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,(is_vector&lt;T_inv_scale&gt;::value</a></div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                             || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>)&gt;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        alpha_times_log_beta_over_1p_beta(len_ab);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; len_ab; ++i)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        alpha_times_log_beta_over_1p_beta[i] </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;          = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i])</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]) </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                / (1.0 + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i])));</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        digamma_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); ++i)</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          digamma_alpha[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_inv_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        log_beta(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta));</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(beta); ++i)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          log_beta[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]));</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_inv_scale&gt;::value</a>, </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        (<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a></div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;         || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_inv_scale&gt;::value</a>)&gt;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        lambda_m_alpha_over_1p_beta(len_ab);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; len_ab; ++i)</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          lambda_m_alpha_over_1p_beta[i] =</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;            lambda[i]</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;            - ( <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;                / (1.0 + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i])) );</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <span class="keywordflow">if</span> (alpha_vec[i] &gt; 1e10) { <span class="comment">// reduces numerically to Poisson</span></div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;            logp -= <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(n_vec[i] + 1.0);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;            logp += <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(n_vec[i], lambda[i]) - lambda[i];</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i]</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;              += n_vec[i] / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;              - 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i]</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;              += (lambda[i] - n_vec[i]) / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]) ;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        } <span class="keywordflow">else</span> { <span class="comment">// standard density definition</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;            <span class="keywordflow">if</span> (n_vec[i] != 0)</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;              logp += binomial_coefficient_log&lt;double&gt;(n_vec[i] </div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;                                                       + <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i])</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;                                                       - 1.0, </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                                                       n_vec[i]);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;            logp += </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;              alpha_times_log_beta_over_1p_beta[i] </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;              - n_vec[i] * log1p_beta[i];</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i]</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;              += <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) + n_vec[i])</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;              - digamma_alpha[i]</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;              + log_beta_m_log1p_beta[i];</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;            operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i]</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;              += lambda_m_alpha_over_1p_beta[i]</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;              - n_vec[i]  / (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]) + 1.0);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        }</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      }</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;    }</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;              <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_shape, T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00182"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#abb46acd84fce88aa36198b16cc54deae">  182</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a223eba2920bbf00ffdce87cd9a385d64">neg_binomial_log</a>(<span class="keyword">const</span> T_n&amp; n, </div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;                     <span class="keyword">const</span> T_shape&amp; alpha, </div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;                     <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keywordflow">return</span> neg_binomial_log&lt;false&gt;(n,alpha,beta);</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    }</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;    <span class="comment">// Negative Binomial CDF</span></div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_shape, </div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;              <span class="keyword">typename</span> T_inv_scale&gt;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_shape, T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00192"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2df22df9c6b60e308e4ccf0b692b5242">  192</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2df22df9c6b60e308e4ccf0b692b5242">neg_binomial_cdf</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_shape&amp; alpha, </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;                     <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::neg_binomial_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          </div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          </div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="comment">// Ensure non-zero arugment lengths</span></div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;          </div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;          </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;          </div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                        &amp;P))</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;                          &amp;P))</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;          </div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;                                   n, alpha, beta,</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;                                   <span class="stringliteral">&quot;Failures variable&quot;</span>,</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;                                   <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      <span class="comment">// Wrap arguments in vector views</span></div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, alpha, beta);</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;          </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;          </div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      }</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;          </div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="comment">// Cache a few expensive function calls if alpha is a parameter</span></div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        digammaN_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        digammaAlpha_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        digammaSum_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        betaFunc_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;          </div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;              </div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;                  </div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;          digammaN_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n_dbl + 1);</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;          digammaAlpha_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(alpha_dbl);</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;          digammaSum_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(n_dbl + alpha_dbl + 1);</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          betaFunc_vec[i] = boost::math::beta(n_dbl + 1, alpha_dbl);</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        }</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      }</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;          </div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;              </div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) </div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;            == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;              </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]);</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;              </div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> p_dbl = beta_dbl / (1.0 + beta_dbl);</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> d_dbl = 1.0 / ( (1.0 + beta_dbl) </div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;                                     * (1.0 + beta_dbl) );</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;              </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(alpha_dbl, n_dbl + 1.0, p_dbl);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;              </div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        P *= Pi;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;              </div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;                  </div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;          <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, alpha_dbl, </div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;                                     n_dbl + 1, p_dbl, </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;                                     digammaAlpha_vec[i], </div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;                                     digammaN_vec[i], </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;                                     digammaSum_vec[i], </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;                                     betaFunc_vec[i]);</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;                  </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
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+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        }</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;              </div>
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+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;            += d_dbl * ibeta_derivative(alpha_dbl, n_dbl + 1, p_dbl)</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;            / Pi;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;              </div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      }</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;          </div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++i) </div>
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+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;          </div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_inv_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++i)</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] *= P;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;          </div>
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+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;    }</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;</div>
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+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_shape, T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00339"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5c1a6f565a252ab38ef3165fa2d6a7e1">  339</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5c1a6f565a252ab38ef3165fa2d6a7e1">neg_binomial_cdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_shape&amp; alpha, </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;                     <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::neg_binomial_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;          </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;          </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="comment">// Ensure non-zero arugment lengths</span></div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
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+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;          </div>
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+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;          </div>
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+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;P))</div>
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+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;                                   n, alpha, beta,</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;                                   <span class="stringliteral">&quot;Failures variable&quot;</span>,</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                                   <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
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+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, alpha, beta);</div>
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+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;          </div>
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+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;          </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;          </div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      }</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          </div>
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+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
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+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
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+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
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+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        betaFunc_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;          </div>
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+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); i++) {</div>
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+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;                  </div>
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+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;          betaFunc_vec[i] = boost::math::beta(n_dbl + 1, alpha_dbl);</div>
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+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) </div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;            == std::numeric_limits&lt;double&gt;::infinity())</div>
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+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;                                     * (1.0 + beta_dbl) );</div>
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+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;              </div>
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+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;          <span class="keywordtype">double</span> g2 = 0;</div>
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+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;                                     n_dbl + 1, p_dbl, </div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;                                     digammaAlpha_vec[i], </div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;                                     digammaN_vec[i], </div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;                                     digammaSum_vec[i], </div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;                                     betaFunc_vec[i]);</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] += g1 / Pi;</div>
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+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] </div>
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+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;          </div>
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+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_shape, T_inv_scale&gt;::type</a></div>
+<div class="line"><a name="l00461"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6eb2a050c9854f16d47c8a03d16e424d">  461</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6eb2a050c9854f16d47c8a03d16e424d">neg_binomial_ccdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_shape&amp; alpha, </div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;                     <span class="keyword">const</span> T_inv_scale&amp; beta) {</div>
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+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;      </div>
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+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;          </div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;      <span class="comment">// Ensure non-zero arugment lengths</span></div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;          </div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;          </div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;                                   n, alpha, beta,</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;                                   <span class="stringliteral">&quot;Failures variable&quot;</span>,</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;                                   <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;          </div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;      <span class="comment">// Wrap arguments in vector views</span></div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_inv_scale&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, alpha, beta);</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;          </div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;          </div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;          </div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_shape, T_inv_scale&gt;</a> </div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;        operands_and_partials(alpha, beta);</div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;          </div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt;= 0) </div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;      }</div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;          </div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;      <span class="comment">// Cache a few expensive function calls if alpha is a parameter</span></div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
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+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;        digammaAlpha_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
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+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>, </div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;        betaFunc_vec(stan::length(alpha));</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;          </div>
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+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
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+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;              </div>
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+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
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+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;          <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;</div>
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+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;                                     n_dbl + 1, p_dbl, </div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;                                     digammaAlpha_vec[i], </div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;                                     digammaN_vec[i], </div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;                                     digammaSum_vec[i], </div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;                                     betaFunc_vec[i]);</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] -= g1 / Pi;</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        }</div>
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+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[i] </div>
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+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;      </div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
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+<div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Inverse scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;</div>
+<div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">stan::prob::poisson_rng</a>(<a class="code" href="namespacestan_1_1prob.html#ae48a407db43161a34812a8ed250de25c">stan::prob::gamma_rng</a>(alpha,1.0 / beta,</div>
+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;                                                           rng),rng);</div>
+<div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;    }</div>
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+<div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;}</div>
+<div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="model_2util_8hpp_source.html">stan/model/util.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="nesterov__gradient_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1optimization_1_1_nesterov_gradient.html">stan::optimization::NesterovGradient&lt; M &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1optimization"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html">stan::optimization</a></td></tr>
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diff --git a/doc/api/html/nesterov__gradient_8hpp_source.html b/doc/api/html/nesterov__gradient_8hpp_source.html
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+<div class="title">nesterov_gradient.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="nesterov__gradient_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__OPTIMIZATION__NESTEROV__GRADIENT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__OPTIMIZATION__NESTEROV__GRADIENT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="model_2util_8hpp.html">stan/model/util.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>optimization {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> M&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html">NesterovGradient</a> {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      std::vector&lt;double&gt; y_;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      std::vector&lt;int&gt; z_;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keywordtype">double</span> logp_;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      std::vector&lt;double&gt; grad_;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">if</span> (epsilon_ &lt;= 0)</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordtype">double</span> old_logp = logp_;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        std::vector&lt;double&gt; old_x = x_;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        std::vector&lt;double&gt; old_grad = grad_;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x_.size(); i++)</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;          x_[i] += epsilon_ * old_grad[i];</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          logp_ = stan::model::log_prob_grad&lt;true,false&gt;(model_,x_, z_, </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                                         grad_, output_stream_);</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          valid = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          valid = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">if</span> (valid &amp;&amp; (logp_ &gt; old_logp) ) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;          <span class="keywordflow">while</span> (valid &amp;&amp; logp_ &gt; old_logp) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;            </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;            epsilon_ *= 2;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;            x_ = old_x;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;            </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x_.size(); i++)</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;              x_[i] += epsilon_ * old_grad[i];</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;            </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;            <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;              logp_ = stan::model::log_prob_grad&lt;true,false&gt;(model_, x_, z_, </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                                                             grad_, output_stream_);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;            }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;            <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;              valid = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;            }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;          }</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;          epsilon_ /= 2;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;          </div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;          <span class="keywordflow">while</span> (!valid || !(logp_ &gt; old_logp)) {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;            </div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;            </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x_.size(); i++)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;              x_[i] += epsilon_ * old_grad[i];</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;            </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;            <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;              logp_ = stan::model::log_prob_grad&lt;true,false&gt;(model_,x_, z_, </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;                                                             grad_, output_stream_);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;              valid = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;            }</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;            <span class="keywordflow">catch</span> (std::exception &amp;ex) {</div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;            }</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          }</div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        </div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
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+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                       <span class="keyword">const</span> std::vector&lt;double&gt;&amp; <a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html#a8b9b14a7b025c2978785d4b289c03a87">params_r</a>,</div>
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+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;                       <span class="keywordtype">double</span> epsilon = -1,</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;                       std::ostream* output_stream = 0) :</div>
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+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        x_(params_r), y_(params_r), z_(params_i),</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        epsilon_(epsilon), gamma_(0.0), lambda_(0.0),</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        output_stream_(output_stream) {</div>
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+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      }</div>
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+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno"><a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af3e12bb8b1db3c38fcbd359f6c7f5bc9">  124</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1optimization_1_1_nesterov_gradient.html#af3e12bb8b1db3c38fcbd359f6c7f5bc9">step</a>() {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        std::vector&lt;double&gt; old_y = y_;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordtype">double</span> old_lambda = lambda_;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        lambda_ = 0.5 * ( 1 + <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(1.0 + 4.0 * old_lambda * old_lambda) );</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        gamma_ = (old_lambda - 1.0) / lambda_;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x_.size(); i++)</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          y_[i] = x_[i] + epsilon_ * grad_[i];</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x_.size(); i++)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          x_[i] = (1 - gamma_) * y_[i] + gamma_ * old_y[i];</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        </div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        logp_ = stan::model::log_prob_grad&lt;true,false&gt;(model_, x_, z_,</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;                                                       grad_, output_stream_);</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        </div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">return</span> logp_;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;      }</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    };</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;  }</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;}</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;Eigen/Dense&gt;</code><br/>
+<code>#include &lt;Eigen/Cholesky&gt;</code><br/>
+<code>#include &lt;Eigen/Eigenvalues&gt;</code><br/>
+<code>#include &lt;<a class="el" href="model_2util_8hpp_source.html">stan/model/util.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="newton_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1optimization"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html">stan::optimization</a></td></tr>
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+Typedefs</h2></td></tr>
+<tr class="memitem:afd985f1c123f049985ad18ad074474c4"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">stan::optimization::matrix_d</a></td></tr>
+<tr class="separator:afd985f1c123f049985ad18ad074474c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af557a7d4dc0f32c569400f2b71c76d1d"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">stan::optimization::vector_d</a></td></tr>
+<tr class="separator:af557a7d4dc0f32c569400f2b71c76d1d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a96fbc01564bc465d164199b41891be0d"><td class="memTemplParams" colspan="2">template&lt;typename M &gt; </td></tr>
+<tr class="memitem:a96fbc01564bc465d164199b41891be0d"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">stan::optimization::newton_step</a> (M &amp;model, std::vector&lt; double &gt; &amp;params_r, std::vector&lt; int &gt; &amp;params_i, std::ostream *output_stream=0)</td></tr>
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+<a href="newton_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__OPTIMIZATION__NEWTON_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__OPTIMIZATION__NEWTON_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;Eigen/Dense&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;Eigen/Cholesky&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;Eigen/Eigenvalues&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="model_2util_8hpp.html">stan/model/util.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>optimization {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">   14</a></span>&#160;    <span class="keyword">typedef</span> Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt; <a class="code" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">matrix_d</a>;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">   15</a></span>&#160;    <span class="keyword">typedef</span> Eigen::Matrix&lt;double, Eigen::Dynamic, 1&gt; <a class="code" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">vector_d</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="comment">// Negates any positive eigenvalues in H so that H is negative</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="comment">// definite, and then solves Hu = g and stores the result into</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="comment">// g. Avoids problems due to non-log-concave distributions.</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordtype">void</span> make_negative_definite_and_solve(<a class="code" href="namespacestan_1_1optimization.html#afd985f1c123f049985ad18ad074474c4">matrix_d</a>&amp; H, <a class="code" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">vector_d</a>&amp; g) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        Eigen::SelfAdjointEigenSolver&lt;matrix_d&gt; solver(H);</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <a class="code" href="namespacestan_1_1optimization.html#af557a7d4dc0f32c569400f2b71c76d1d">vector_d</a> eigenprojections = eigenvectors.transpose() * g;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; g.size(); i++) {</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        g = eigenvectors * eigenprojections;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M&gt;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">   34</a></span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1optimization.html#a96fbc01564bc465d164199b41891be0d">newton_step</a>(M&amp; model, </div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordtype">double</span> f0 </div>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__division_8hpp_source.html">stan/agrad/rev/operators/operator_division.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="operator__divide__equal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="operator__divide__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_DIVIDE_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_DIVIDE_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__division_8hpp.html">stan/agrad/rev/operators/operator_division.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> var&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9" title="The compound divide/assignment operator for variables (C++).">var::operator/=</a>(<span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> divide_vv_vari(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b.vi_);</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a6bde2e6f35855e8455f3c9ec8bea97ee">   15</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9" title="The compound divide/assignment operator for variables (C++).">var::operator/=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">if</span> (b == 1.0)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> divide_vd_vari(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+<div class="title">operator_minus_equal.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html">stan/agrad/rev/operators/operator_subtraction.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="operator__minus__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="operator__minus__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_MINUS_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_MINUS_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__subtraction_8hpp.html">stan/agrad/rev/operators/operator_subtraction.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> var&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#adc63a21e809772e4e1943dcde7d81501" title="The compound subtract/assignment operator for variables (C++).">var::operator-=</a>(<span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> subtract_vv_vari(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b.vi_);</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">operator_multiply_equal.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/rev/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="operator__multiply__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="operator__multiply__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_MULTIPLY_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> var&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a9a9aedf7da287c55b7ef482c452b5be7" title="The compound multiply/assignment operator for variables (C++).">var::operator*=</a>(<span class="keyword">const</span> var&amp; b) {</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__addition_8hpp_source.html">stan/agrad/rev/operators/operator_addition.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="operator__plus__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<a href="operator__plus__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_PLUS_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_PLUS_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__addition_8hpp.html">stan/agrad/rev/operators/operator_addition.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> var&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a7aed84a14a5c7f34bddc0d5a17a2c77f" title="The compound add/assignment operator for variables (C++).">var::operator+=</a>(<span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> add_vv_vari(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b.vi_);</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    }</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a1f61621b09c7d87facf17e63f036db57">   15</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a7aed84a14a5c7f34bddc0d5a17a2c77f" title="The compound add/assignment operator for variables (C++).">var::operator+=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">if</span> (b == 0.0)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> add_vd_vari(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;}</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<tr class="memdesc:afd628cbe961d30214e9599706cb9df3d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prefix decrement operator for variables (C++).  <a href="#afd628cbe961d30214e9599706cb9df3d"></a><br/></td></tr>
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+<tr class="memdesc:a2c7866db3308cb99e1e6ebe3d276f805"><td class="mdescLeft">&#160;</td><td class="mdescRight">Postfix decrement operator for variables (C++).  <a href="#a2c7866db3308cb99e1e6ebe3d276f805"></a><br/></td></tr>
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+<a href="operator__unary__decrement_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_UNARY_DECREMENT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_UNARY_DECREMENT_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">class </span>decrement_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        decrement_vari(vari* avi) :</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;          op_v_vari(avi-&gt;val_ - 1.0, avi) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        }</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    <span class="keyword">inline</span> var&amp; <a class="code" href="namespacestan_1_1agrad.html#afd628cbe961d30214e9599706cb9df3d" title="Prefix decrement operator for variables (C++).">operator--</a>(var&amp; a) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> = <span class="keyword">new</span> decrement_vari(a.vi_);</div>
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+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      var temp(a);</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      a.vi_ = <span class="keyword">new</span> decrement_vari(a.vi_);</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">return</span> temp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;  }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;}</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memdesc:ac3d5ee13c66c2eeef697c20567fb9fe3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prefix increment operator for variables (C++).  <a href="#ac3d5ee13c66c2eeef697c20567fb9fe3"></a><br/></td></tr>
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+<a href="operator__unary__increment_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_UNARY_INCREMENT_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;      <span class="keyword">class </span>increment_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;          op_v_vari(avi-&gt;val_ + 1.0, avi) {</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">return</span> temp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;}</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
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+<tr class="memitem:ab7ca680c6523576a2ffefabe1fce682b"><td class="memTemplItemLeft" align="right" valign="top">fvar&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab7ca680c6523576a2ffefabe1fce682b">stan::agrad::operator-</a> (const fvar&lt; T &gt; &amp;x)</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__OPERATORS__OPERATOR_UNARY_NEGATIVE_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    fvar&lt;T&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(-x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a>, -x.<a class="code" href="structstan_1_1agrad_1_1fvar.html#a189f3e99b3716c92b73b43e709245787">d_</a>);</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;}</div>
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+<tr class="memdesc:a32cdb534a0a3e4efb74ac57b240b2abd"><td class="mdescLeft">&#160;</td><td class="mdescRight">Unary negation operator for variables (C++).  <a href="#a32cdb534a0a3e4efb74ac57b240b2abd"></a><br/></td></tr>
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+<a href="operator__unary__negative_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_UNARY_NEGATIVE_HPP__</span></div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#endif</span></div>
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<p><a href="operator__unary__not_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:ae9d3324d88a532f80e9451dd9f9c5a83"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prefix logical negation for the value of variables (C++).  <a href="#ae9d3324d88a532f80e9451dd9f9c5a83"></a><br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_UNARY_NOT_HPP__</span></div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;}</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="operator__unary__plus_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memitem:a3c56114bde6eda1fc7d8a2a86c7df5e0"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3c56114bde6eda1fc7d8a2a86c7df5e0">stan::agrad::operator+</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a3c56114bde6eda1fc7d8a2a86c7df5e0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Unary plus operator for variables (C++).  <a href="#a3c56114bde6eda1fc7d8a2a86c7df5e0"></a><br/></td></tr>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/uniform_01.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="categorical_8hpp_source.html">stan/prob/distributions/multivariate/discrete/categorical.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2inv__logit_8hpp_source.html">stan/math/functions/inv_logit.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m_8hpp_source.html">stan/math/functions/log1m.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1m__exp_8hpp_source.html">stan/math/functions/log1m_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2log1p__exp_8hpp_source.html">stan/math/functions/log1p_exp.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="ordered__logistic_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a76c814ad46314b38beb80a1a699617ef"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a76c814ad46314b38beb80a1a699617ef"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a76c814ad46314b38beb80a1a699617ef">stan::prob::log_inv_logit_diff</a> (const T &amp;alpha, const T &amp;beta)</td></tr>
+<tr class="separator:a76c814ad46314b38beb80a1a699617ef"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a08672b48d49723b22234418ea31725e9"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_lambda , typename T_cut &gt; </td></tr>
+<tr class="memitem:a08672b48d49723b22234418ea31725e9"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_lambda, T_cut &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a08672b48d49723b22234418ea31725e9">stan::prob::ordered_logistic_log</a> (int y, const T_lambda &amp;lambda, const Eigen::Matrix&lt; T_cut, Eigen::Dynamic, 1 &gt; &amp;c)</td></tr>
+<tr class="memdesc:a08672b48d49723b22234418ea31725e9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the (natural) log probability of the specified integer outcome given the continuous location and specified cutpoints in an ordered logistic model.  <a href="#a08672b48d49723b22234418ea31725e9"></a><br/></td></tr>
+<tr class="separator:a08672b48d49723b22234418ea31725e9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5dd231c095c24f5c6b344b6b06e85802"><td class="memTemplParams" colspan="2">template&lt;typename T_lambda , typename T_cut &gt; </td></tr>
+<tr class="memitem:a5dd231c095c24f5c6b344b6b06e85802"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_lambda, T_cut &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5dd231c095c24f5c6b344b6b06e85802">stan::prob::ordered_logistic_log</a> (int y, const T_lambda &amp;lambda, const Eigen::Matrix&lt; T_cut, Eigen::Dynamic, 1 &gt; &amp;c)</td></tr>
+<tr class="separator:a5dd231c095c24f5c6b344b6b06e85802"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5becd684e61c1e96447752b65c202465"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a5becd684e61c1e96447752b65c202465"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5becd684e61c1e96447752b65c202465">stan::prob::ordered_logistic_rng</a> (const double eta, const Eigen::Matrix&lt; double, Eigen::Dynamic, 1 &gt; &amp;c, RNG &amp;rng)</td></tr>
+<tr class="separator:a5becd684e61c1e96447752b65c202465"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_2fa10d765296c30bb35aa6c0b0bc0528.html">univariate</a></li><li class="navelem"><a class="el" href="dir_7f504516231d3fe329ee42a0c6d09a23.html">discrete</a></li>  </ul>
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+<div class="title">ordered_logistic.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="ordered__logistic_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__ORDERED_LOGISTIC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__ORDERED_LOGISTIC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_01.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="categorical_8hpp.html">stan/prob/distributions/multivariate/discrete/categorical.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2inv__logit_8hpp.html">stan/math/functions/inv_logit.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m_8hpp.html">stan/math/functions/log1m.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1m__exp_8hpp.html">stan/math/functions/log1m_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2log1p__exp_8hpp.html">stan/math/functions/log1p_exp.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a76c814ad46314b38beb80a1a699617ef">   24</a></span>&#160;    <span class="keyword">inline</span> T <a class="code" href="namespacestan_1_1prob.html#a76c814ad46314b38beb80a1a699617ef">log_inv_logit_diff</a>(<span class="keyword">const</span> T&amp; alpha, <span class="keyword">const</span> T&amp; beta) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3ce261caf05bd371c430e82a0e6389a5" title="Calculates the log of 1 minus the exponential of the specified value without overflow log1m_exp(x) = ...">stan::math::log1m_exp</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091" title="Calculates the log of 1 plus the exponential of the specified value without overflow.">stan::math::log1p_exp</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keywordflow">return</span> beta + <a class="code" href="namespacestan_1_1agrad.html#a501a03587bc86f5ec3745e9fbee6636a">log1m_exp</a>(alpha - beta) - <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(alpha) - <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(beta);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160; </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="comment">// y in 0,...,K-1;   c.size()==K-2,  c increasing,  lambda finite</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, <span class="keyword">typename</span> T_lambda, <span class="keyword">typename</span> T_cut&gt;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_lambda,T_cut&gt;::type</div>
+<div class="line"><a name="l00060"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a08672b48d49723b22234418ea31725e9">   60</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a08672b48d49723b22234418ea31725e9" title="Returns the (natural) log probability of the specified integer outcome given the continuous location ...">ordered_logistic_log</a>(<span class="keywordtype">int</span> y, <span class="keyword">const</span> T_lambda&amp; lambda,  </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;T_cut,Eigen::Dynamic,1&gt;&amp; c) {</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091" title="Calculates the log of 1 plus the exponential of the specified value without overflow.">stan::math::log1p_exp</a>;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::ordered_logistic(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7187754b7dfb0727664c3bed40ccf7b4">stan::math::check_less</a>;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordtype">int</span> K = c.size() + 1;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_lambda,T_cut&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">check_bounded</a>(<span class="keyword">function</span>, y, 1, K,</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                         <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                         &amp;lp))</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, lambda, </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                        <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, c.size(), 0,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;                         <span class="stringliteral">&quot;Size of cut points parameter&quot;</span>,</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                         &amp;lp))</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 1; i &lt; c.size(); ++i) {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, c(i), c(i - 1),</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                           <span class="stringliteral">&quot;Cut points parameter&quot;</span>,</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                           &amp;lp))</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      }</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, c(c.size()-1), </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;                        <span class="stringliteral">&quot;Cut points parameter&quot;</span>,</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                        &amp;lp))</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, c(0),</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                        <span class="stringliteral">&quot;Cut points parameter&quot;</span>,</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;                        &amp;lp)) </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="comment">// log(1 - inv_logit(lambda))</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">if</span> (y == 1)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">return</span> -<a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(lambda - c(0)); </div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="comment">// log(inv_logit(lambda - c(K-3)));</span></div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keywordflow">if</span> (y == K) {</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keywordflow">return</span> -<a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(c(K-2) - lambda);</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      }</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="comment">// if (2 &lt; y &lt; K) { ... }</span></div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="comment">// log(inv_logit(lambda - c(y-2)) - inv_logit(lambda - c(y-1)))</span></div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a76c814ad46314b38beb80a1a699617ef">log_inv_logit_diff</a>(c(y-2) - lambda, </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;                                c(y-1) - lambda);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    }</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_lambda, <span class="keyword">typename</span> T_cut&gt;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_lambda,T_cut&gt;::type</div>
+<div class="line"><a name="l00131"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5dd231c095c24f5c6b344b6b06e85802">  131</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a08672b48d49723b22234418ea31725e9" title="Returns the (natural) log probability of the specified integer outcome given the continuous location ...">ordered_logistic_log</a>(<span class="keywordtype">int</span> y, <span class="keyword">const</span> T_lambda&amp; lambda,  </div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;                         <span class="keyword">const</span> Eigen::Matrix&lt;T_cut,Eigen::Dynamic,1&gt;&amp; c) {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keywordflow">return</span> ordered_logistic_log&lt;false&gt;(y,lambda,c);</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div>
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+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;<span class="preprocessor">#endif</span></div>
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+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="title">pareto.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/exponential_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="pareto_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a6f227b32b40751c0969ed9208e53f250"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a6f227b32b40751c0969ed9208e53f250"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale, <br class="typebreak"/>
+T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a6f227b32b40751c0969ed9208e53f250">stan::prob::pareto_log</a> (const T_y &amp;y, const T_scale &amp;y_min, const T_shape &amp;alpha)</td></tr>
+<tr class="separator:a6f227b32b40751c0969ed9208e53f250"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae76190b63d49cd29c4cf6cec4e530d2c"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:ae76190b63d49cd29c4cf6cec4e530d2c"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale, <br class="typebreak"/>
+T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ae76190b63d49cd29c4cf6cec4e530d2c">stan::prob::pareto_log</a> (const T_y &amp;y, const T_scale &amp;y_min, const T_shape &amp;alpha)</td></tr>
+<tr class="separator:ae76190b63d49cd29c4cf6cec4e530d2c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7f3bb39af8cf343288bc03b08d4995c1"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a7f3bb39af8cf343288bc03b08d4995c1"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale, <br class="typebreak"/>
+T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7f3bb39af8cf343288bc03b08d4995c1">stan::prob::pareto_cdf</a> (const T_y &amp;y, const T_scale &amp;y_min, const T_shape &amp;alpha)</td></tr>
+<tr class="separator:a7f3bb39af8cf343288bc03b08d4995c1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a355fe2fac0b8f75ba9152a5641584db0"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:a355fe2fac0b8f75ba9152a5641584db0"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale, <br class="typebreak"/>
+T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a355fe2fac0b8f75ba9152a5641584db0">stan::prob::pareto_cdf_log</a> (const T_y &amp;y, const T_scale &amp;y_min, const T_shape &amp;alpha)</td></tr>
+<tr class="separator:a355fe2fac0b8f75ba9152a5641584db0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adbbe4b2736aa52b527690320f589f444"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_scale , typename T_shape &gt; </td></tr>
+<tr class="memitem:adbbe4b2736aa52b527690320f589f444"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale, <br class="typebreak"/>
+T_shape &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#adbbe4b2736aa52b527690320f589f444">stan::prob::pareto_ccdf_log</a> (const T_y &amp;y, const T_scale &amp;y_min, const T_shape &amp;alpha)</td></tr>
+<tr class="separator:adbbe4b2736aa52b527690320f589f444"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a28f8c3e807edaa26151a701410dbe540"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a28f8c3e807edaa26151a701410dbe540"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a28f8c3e807edaa26151a701410dbe540">stan::prob::pareto_rng</a> (const double y_min, const double alpha, RNG &amp;rng)</td></tr>
+<tr class="separator:a28f8c3e807edaa26151a701410dbe540"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">pareto.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="pareto_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__PARETO_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__PARETO_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/exponential_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="comment">// Pareto(y|y_m,alpha)  [y &gt; y_m;  y_m &gt; 0;  alpha &gt; 0]</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6f227b32b40751c0969ed9208e53f250">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6f227b32b40751c0969ed9208e53f250">pareto_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; y_min, <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::pareto_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y_min) </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                                   y,y_min,alpha,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> y_min_vec(y_min);</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, y_min, alpha);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">if</span> (y_vec[n] &lt; y_min_vec[n])</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_scale,T_shape&gt;</a> </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        operands_and_partials(y, y_min, alpha);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          log_y[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]));</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_y&gt;::value</a></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                       ||!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; inv_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>||!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); n++)</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          inv_y[n] = 1 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        log_y_min(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y_min));</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y_min); n++)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          log_y_min[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[n]));</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; log_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); n++)</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          log_alpha[n] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]));</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; inv_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); n++)</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          inv_alpha[n] = 1 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          logp += log_alpha[n];</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          logp += alpha_dbl * log_y_min[n];</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          logp -= alpha_dbl * log_y[n] + log_y[n];</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;  </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= alpha_dbl * inv_y[n] + inv_y[n];</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += alpha_dbl / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[n]);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;            += 1 / alpha_dbl + log_y_min[n] - log_y[n];</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale,T_shape&gt;::type</a></div>
+<div class="line"><a name="l00136"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ae76190b63d49cd29c4cf6cec4e530d2c">  136</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6f227b32b40751c0969ed9208e53f250">pareto_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; y_min, <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">return</span> pareto_log&lt;false&gt;(y,y_min,alpha);</div>
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+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_scale, T_shape&gt;::type</a></div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7f3bb39af8cf343288bc03b08d4995c1">  142</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7f3bb39af8cf343288bc03b08d4995c1">pareto_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; y_min, <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="comment">// Check sizes</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y_min) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) ) )</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="comment">// Check errors</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::pareto_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;          </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keywordflow">return</span> P;</div>
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+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, y_min, alpha,</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          </div>
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+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> y_min_vec(y_min);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, y_min, alpha);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;          </div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        operands_and_partials(y, y_min, alpha);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          </div>
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+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;          </div>
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+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[i])) </div>
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+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          </div>
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+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
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+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
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+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
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+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y_min); ++n) </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      }</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) {</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n)</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      }</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    }</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_scale, T_shape&gt;::type</a></div>
+<div class="line"><a name="l00247"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a355fe2fac0b8f75ba9152a5641584db0">  247</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a355fe2fac0b8f75ba9152a5641584db0">pareto_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; y_min, <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y_min) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) ) )</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;          </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="comment">// Check errors</span></div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::pareto_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;          </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;          </div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;          </div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, y_min, alpha,</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;          </div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> y_min_vec(y_min);</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, y_min, alpha);</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;          </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        operands_and_partials(y, y_min, alpha);</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;          </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          </div>
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+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
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+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;          </div>
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+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          </div>
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+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;                                    / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) );</div>
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+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;              </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        <span class="comment">// Compute</span></div>
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+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;                    </div>
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+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;            -= alpha_dbl * y_min_inv_dbl * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>( alpha_dbl * log_dbl ) / Pn;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            -= <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>( alpha_dbl * log_dbl ) * log_dbl / Pn;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;      }</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;          </div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;    }</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_scale, T_shape&gt;::type</a></div>
+<div class="line"><a name="l00337"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adbbe4b2736aa52b527690320f589f444">  337</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#adbbe4b2736aa52b527690320f589f444">pareto_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; y_min,</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;                    <span class="keyword">const</span> T_shape&amp; alpha) {</div>
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+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keywordflow">if</span> ( !( <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y_min) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) ) )</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;          </div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="comment">// Check errors</span></div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::pareto_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;          </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;          </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;          </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, y_min, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, y_min, alpha,</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;                                   <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;P)))</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;          </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> y_min_vec(y_min);</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, y_min, alpha);</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;          </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;        operands_and_partials(y, y_min, alpha);</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;          </div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;          </div>
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+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[i])) </div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      }</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;          </div>
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+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;          </div>
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+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        }</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;              </div>
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+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> log_dbl = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>( <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[n]) </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;                                    / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) );</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_min_inv_dbl = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_min_vec[n]);</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;              </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        P += alpha_dbl * log_dbl;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;              </div>
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+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= alpha_dbl * y_min_inv_dbl </div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;            * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(log_dbl);</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += alpha_dbl * y_min_inv_dbl;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += log_dbl;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;      }</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;          </div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;    }</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00423"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a28f8c3e807edaa26151a701410dbe540">  423</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a28f8c3e807edaa26151a701410dbe540">pareto_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> y_min,</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;               <span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;               RNG&amp; rng) {</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
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+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>))</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      variate_generator&lt;RNG&amp;, exponential_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        exp_rng(rng, exponential_distribution&lt;&gt;(alpha));</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      <span class="keywordflow">return</span> y_min * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(exp_rng());</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;    }</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;  }</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;}</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">parser.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="program__grammar_8hpp_source.html">stan/gm/grammars/program_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="parser_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a68fe0b83fbaa4ec1300a89f5097127b3"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">stan::gm::is_space</a> (char c)</td></tr>
+<tr class="separator:a68fe0b83fbaa4ec1300a89f5097127b3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9cb045831aff85e2a5bc5d51bfc6584a"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">stan::gm::is_nonempty</a> (std::string &amp;s)</td></tr>
+<tr class="separator:a9cb045831aff85e2a5bc5d51bfc6584a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a027bc5ebd84646c7ce8fb6128e33dae8"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a027bc5ebd84646c7ce8fb6128e33dae8">stan::gm::parse</a> (std::ostream *output_stream, std::istream &amp;input, const std::string &amp;filename, const std::string &amp;model_name, program &amp;result)</td></tr>
+<tr class="separator:a027bc5ebd84646c7ce8fb6128e33dae8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/parser_8hpp_source.html b/doc/api/html/parser_8hpp_source.html
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_29b20cd43524c7f0fc77aef3c7e38f50.html">gm</a></li>  </ul>
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+<div class="title">parser.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="parser_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__PARSER__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__PARSER__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/std_pair.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/config/warning_disable.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/tuple/tuple.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="program__grammar_8hpp.html">stan/gm/grammars/program_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar_8hpp.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">   46</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">is_space</a>(<span class="keywordtype">char</span> c) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">return</span> c == <span class="charliteral">&#39; &#39;</span> || c == <span class="charliteral">&#39;\n&#39;</span> || c == <span class="charliteral">&#39;\r&#39;</span> || c == <span class="charliteral">&#39;\t&#39;</span>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">   50</a></span>&#160;    <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">is_nonempty</a>(std::string&amp; s) {</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; s.size(); ++i)</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1gm.html#a68fe0b83fbaa4ec1300a89f5097127b3">is_space</a>(s[i]))</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    <span class="comment">// Cut and paste source for iterator &amp; reporting pattern:</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    <span class="comment">// http://boost-spirit.com/home/articles/qi-example</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    <span class="comment">//                 /tracking-the-input-position-while-parsing/</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    <span class="comment">// http://boost-spirit.com/dl_more/parsing_tracking_position</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="comment">//                 /stream_iterator_errorposition_parsing.cpp</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a027bc5ebd84646c7ce8fb6128e33dae8">   62</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1gm.html#a027bc5ebd84646c7ce8fb6128e33dae8">parse</a>(std::ostream* output_stream,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                      std::istream&amp; input, </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                      <span class="keyword">const</span> std::string&amp; filename, </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                      <span class="keyword">const</span> std::string&amp; model_name,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                      <a class="code" href="structstan_1_1gm_1_1program.html">program</a>&amp; result) {</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keyword">namespace </span>classic = boost::spirit::classic;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keyword">using</span> boost::spirit::classic::position_iterator2;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keyword">using</span> boost::spirit::multi_pass;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keyword">using</span> boost::spirit::make_default_multi_pass;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <span class="keyword">using</span> std::istreambuf_iterator;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::expectation_failure;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keyword">using</span> boost::spirit::classic::file_position_base;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::phrase_parse;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="comment">// iterate over stream input</span></div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keyword">typedef</span> istreambuf_iterator&lt;char&gt; base_iterator_type;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keyword">typedef</span> multi_pass&lt;base_iterator_type&gt;  forward_iterator_type;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keyword">typedef</span> position_iterator2&lt;forward_iterator_type&gt; pos_iterator_type;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      base_iterator_type in_begin(input);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      </div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      forward_iterator_type fwd_begin = make_default_multi_pass(in_begin);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      forward_iterator_type fwd_end;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      </div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      pos_iterator_type position_begin(fwd_begin, fwd_end, filename);</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      pos_iterator_type position_end;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <a class="code" href="structstan_1_1gm_1_1program__grammar.html">program_grammar&lt;pos_iterator_type&gt;</a> prog_grammar(model_name);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar&lt;pos_iterator_type&gt;</a> whitesp_grammar;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <span class="keywordtype">bool</span> parse_succeeded = <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">try</span> {</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        parse_succeeded = phrase_parse(position_begin, </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;                                       position_end,</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                                       prog_grammar,</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                                       whitesp_grammar,</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;                                       result);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        std::string diagnostics = prog_grammar.<a class="code" href="structstan_1_1gm_1_1program__grammar.html#abdcce1575595284876756bbccc1d782d">error_msgs_</a>.str();</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">if</span> (output_stream &amp;&amp; <a class="code" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">is_nonempty</a>(diagnostics)) {</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          *output_stream &lt;&lt; <span class="stringliteral">&quot;DIAGNOSTIC(S) FROM PARSER:&quot;</span> </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                         &lt;&lt; std::endl</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;                         &lt;&lt; diagnostics </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;                         &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        }</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      } <span class="keywordflow">catch</span> (<span class="keyword">const</span> expectation_failure&lt;pos_iterator_type&gt;&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>) {</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keyword">const</span> file_position_base&lt;std::string&gt;&amp; pos = e.first.get_position();</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        std::stringstream msg;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot;EXPECTATION FAILURE LOCATION: file=&quot;</span> &lt;&lt; pos.file</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;; line=&quot;</span> &lt;&lt; pos.line </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;, column=&quot;</span> &lt;&lt; pos.column </div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        msg &lt;&lt; std::endl &lt;&lt; e.first.get_currentline() </div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 2; i &lt; pos.column; ++i)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          msg &lt;&lt; <span class="charliteral">&#39; &#39;</span>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot; ^-- here&quot;</span> </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            &lt;&lt; std::endl &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        std::string diagnostics = prog_grammar.<a class="code" href="structstan_1_1gm_1_1program__grammar.html#abdcce1575595284876756bbccc1d782d">error_msgs_</a>.str();</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">if</span> (output_stream &amp;&amp; <a class="code" href="namespacestan_1_1gm.html#a9cb045831aff85e2a5bc5d51bfc6584a">is_nonempty</a>(diagnostics)) {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          msg &lt;&lt; std::endl</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;DIAGNOSTIC(S) FROM PARSER:&quot;</span></div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;              &lt;&lt; diagnostics</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;              &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        }</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">throw</span> std::invalid_argument(msg.str());</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      } <span class="keywordflow">catch</span> (<span class="keyword">const</span> std::runtime_error&amp; e) {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        std::stringstream msg;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot;LOCATION: unknown&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;</div>
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+<div class="title">partials_vari.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="partials__vari_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1partials__vari.html">stan::agrad::partials_vari</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1agrad_1_1_operands_and_partials.html">stan::agrad::OperandsAndPartials&lt; T1, T2, T3, T4, T5, T6, T_return_type &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A variable implementation that stores operands and derivatives with respect to the variable.  <a href="structstan_1_1agrad_1_1_operands_and_partials.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="partials__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__PARTIALS_VARI_HPP__</span></div>
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+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1partials__vari.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1partials__vari.html">partials_vari</a> : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">size_t</span> N_;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>** operands_;   </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordtype">double</span>* partials_;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>: </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1partials__vari.html#a8c03a1f677444ee503551cc9cc718467">   17</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1partials__vari.html#a8c03a1f677444ee503551cc9cc718467">partials_vari</a>(<span class="keywordtype">double</span> value,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                    <span class="keywordtype">size_t</span> N,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                    <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>** operands, <span class="keywordtype">double</span>* partials)</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        : <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(value),</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          N_(N),</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          operands_(operands),</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          partials_(partials) { }</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb">   24</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1partials__vari.html#a0fa792b38fdadfd389dcffcea597deeb" title="Apply the chain rule to this variable based on the variables on which it depends.">chain</a>() {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N_; ++n)</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;          operands_[n]-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0" title="The adjoint of this variable, which is the partial derivative of this variable with respect to the ro...">adj_</a> += <a class="code" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0" title="The adjoint of this variable, which is the partial derivative of this variable with respect to the ro...">adj_</a> * partials_[n];</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    };</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      T partials_to_var(<span class="keywordtype">double</span> logp, <span class="keywordtype">size_t</span> <span class="comment">/* nvaris */</span>,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">agrad::vari</a>** <span class="comment">/* all_varis */</span>,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                        <span class="keywordtype">double</span>* <span class="comment">/* all_partials */</span>) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">template</span>&lt;&gt;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      var partials_to_var&lt;var&gt;(<span class="keywordtype">double</span> logp, <span class="keywordtype">size_t</span> nvaris,</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;                               agrad::vari** all_varis,</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                               <span class="keywordtype">double</span>* all_partials) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> var(<span class="keyword">new</span> agrad::partials_vari(logp, nvaris, all_varis, all_partials));</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T, </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;               <span class="keywordtype">bool</span> is_vec = is_vector&lt;T&gt;::value, </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;               <span class="keywordtype">bool</span> is_const = is_constant_struct&lt;T&gt;::value&gt;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">struct </span>set_varis {</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keyword">inline</span> <span class="keywordtype">size_t</span> <span class="keyword">set</span>(agrad::vari** <span class="comment">/*varis*/</span>, <span class="keyword">const</span> T&amp; <span class="comment">/*x*/</span>) {</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          <span class="keywordflow">return</span> 0U;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      };</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keyword">struct </span>set_varis &lt;T,true,false&gt;{</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keyword">inline</span> <span class="keywordtype">size_t</span> <span class="keyword">set</span>(agrad::vari** varis, <span class="keyword">const</span> T&amp; x) {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(x); n++)</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            varis[n] = x[n].vi_;</div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      };</div>
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+</div><!-- fragment --></div><!-- contents -->
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;boost/random/poisson_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="poisson_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a4af491958f18e73de79a50f0eeab5cbf"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_n , typename T_rate &gt; </td></tr>
+<tr class="memitem:a4af491958f18e73de79a50f0eeab5cbf"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4af491958f18e73de79a50f0eeab5cbf">stan::prob::poisson_log</a> (const T_n &amp;n, const T_rate &amp;lambda)</td></tr>
+<tr class="separator:a4af491958f18e73de79a50f0eeab5cbf"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a4c14df398fd68d83f82e93d7cf012e88"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4c14df398fd68d83f82e93d7cf012e88">stan::prob::poisson_log</a> (const T_n &amp;n, const T_rate &amp;lambda)</td></tr>
+<tr class="separator:a4c14df398fd68d83f82e93d7cf012e88"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a37ad053fe5e90d0886876e8be27e57f5"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_n , typename T_log_rate &gt; </td></tr>
+<tr class="memitem:a37ad053fe5e90d0886876e8be27e57f5"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_log_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a37ad053fe5e90d0886876e8be27e57f5">stan::prob::poisson_log_log</a> (const T_n &amp;n, const T_log_rate &amp;alpha)</td></tr>
+<tr class="separator:a37ad053fe5e90d0886876e8be27e57f5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4e7496b229fa8eb51083e449cfd20704"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_log_rate &gt; </td></tr>
+<tr class="memitem:a4e7496b229fa8eb51083e449cfd20704"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_log_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4e7496b229fa8eb51083e449cfd20704">stan::prob::poisson_log_log</a> (const T_n &amp;n, const T_log_rate &amp;alpha)</td></tr>
+<tr class="separator:a4e7496b229fa8eb51083e449cfd20704"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a493a94836898c1c7daeefc66f76f3bcb"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_rate &gt; </td></tr>
+<tr class="memitem:a493a94836898c1c7daeefc66f76f3bcb"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a493a94836898c1c7daeefc66f76f3bcb">stan::prob::poisson_cdf</a> (const T_n &amp;n, const T_rate &amp;lambda)</td></tr>
+<tr class="separator:a493a94836898c1c7daeefc66f76f3bcb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4bcc9d28c6419db6908062a120203225"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_rate &gt; </td></tr>
+<tr class="memitem:a4bcc9d28c6419db6908062a120203225"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a4bcc9d28c6419db6908062a120203225">stan::prob::poisson_cdf_log</a> (const T_n &amp;n, const T_rate &amp;lambda)</td></tr>
+<tr class="separator:a4bcc9d28c6419db6908062a120203225"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a47e7fb827ea3efb81744f00ae02d3c8c"><td class="memTemplParams" colspan="2">template&lt;typename T_n , typename T_rate &gt; </td></tr>
+<tr class="memitem:a47e7fb827ea3efb81744f00ae02d3c8c"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_rate &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a47e7fb827ea3efb81744f00ae02d3c8c">stan::prob::poisson_ccdf_log</a> (const T_n &amp;n, const T_rate &amp;lambda)</td></tr>
+<tr class="separator:a47e7fb827ea3efb81744f00ae02d3c8c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae76f4412a22e18c1aacf098ab6c41dc5"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ae76f4412a22e18c1aacf098ab6c41dc5"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">stan::prob::poisson_rng</a> (const double lambda, RNG &amp;rng)</td></tr>
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+<a href="poisson_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__POISSON_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE__POISSON_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/poisson_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="comment">// Poisson(n|lambda)  [lambda &gt; 0;  n &gt;= 0]</span></div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda)))</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="comment">// validate args</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, n, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                         <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, lambda,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                             <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                                   n,lambda,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Rate parameter&quot;</span>,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="comment">// set up expression templates wrapping scalars/vecs into vector views</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_rate&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, lambda);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">boost::math::isinf</a>(lambda_vec[i]))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <span class="keywordflow">if</span> (lambda_vec[i] == 0 &amp;&amp; n_vec[i] != 0)</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="comment">// return accumulator with gradients</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_rate&gt;</a> operands_and_partials(lambda);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
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+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;            logp -= <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(n_vec[i] + 1.0);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;            logp += <a class="code" href="namespacestan_1_1agrad.html#a3d696a83dc04e19d84ea2fb6a0cfa61a">multiply_log</a>(n_vec[i], <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i])) </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;              - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i]);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;  </div>
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+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;            += n_vec[i] / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i]) - 1.0;</div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;</div>
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+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    </div>
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+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;              <span class="keyword">typename</span> T_rate&gt;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_rate&gt;::type</a></div>
+<div class="line"><a name="l00105"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4c14df398fd68d83f82e93d7cf012e88">  105</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4af491958f18e73de79a50f0eeab5cbf">poisson_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_rate&amp; lambda) {</div>
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+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
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+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_log_rate&gt;::type</a></div>
+<div class="line"><a name="l00113"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a37ad053fe5e90d0886876e8be27e57f5">  113</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a37ad053fe5e90d0886876e8be27e57f5">poisson_log_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_log_rate&amp; alpha) {</div>
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+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::poisson_log_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      </div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      </div>
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+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="comment">// validate args</span></div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, n, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, alpha,</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;                         <span class="stringliteral">&quot;Log rate parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                                   n,alpha,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Log rate parameter&quot;</span>,</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_log_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="comment">// set up expression templates wrapping scalars/vecs into vector views</span></div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_log_rate&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, alpha);</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="comment">// FIXME: first loop size of alpha_vec, second loop if-ed for size==1</span></div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">if</span> (std::numeric_limits&lt;double&gt;::infinity() == alpha_vec[i])</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++)</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        <span class="keywordflow">if</span> (-std::numeric_limits&lt;double&gt;::infinity() == alpha_vec[i] </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;            &amp;&amp; n_vec[i] != 0)</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      </div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="comment">// return accumulator with gradients</span></div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_log_rate&gt;</a> operands_and_partials(alpha);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="comment">// FIXME: cache value_of for alpha_vec?  faster if only one?</span></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_log_rate&gt;::value</a>,</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_log_rate&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        exp_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); i++)</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_log_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;          exp_alpha[i] = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="keywordflow">if</span> (!(alpha_vec[i] == -std::numeric_limits&lt;double&gt;::infinity() </div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;              &amp;&amp; n_vec[i] == 0)) {</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;            logp -= <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(n_vec[i] + 1.0);</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_log_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;            logp += n_vec[i] * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]) - exp_alpha[i];</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        }</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_log_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] += n_vec[i] - exp_alpha[i];</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      }</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;    }</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;    </div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n,</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;              <span class="keyword">typename</span> T_log_rate&gt;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_log_rate&gt;::type</a></div>
+<div class="line"><a name="l00194"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4e7496b229fa8eb51083e449cfd20704">  194</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a37ad053fe5e90d0886876e8be27e57f5">poisson_log_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_log_rate&amp; alpha) {</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keywordflow">return</span> poisson_log_log&lt;false&gt;(n,alpha);</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;    }</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;    <span class="comment">// Poisson CDF</span></div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_rate&gt;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_rate&gt;::type</a></div>
+<div class="line"><a name="l00201"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a493a94836898c1c7daeefc66f76f3bcb">  201</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a493a94836898c1c7daeefc66f76f3bcb">poisson_cdf</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_rate&amp; lambda) {</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::poisson_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          </div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;          </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="comment">// Ensure non-zero argument slengths</span></div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda))) </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;          </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, n,lambda,</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Rate parameter&quot;</span>,</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <span class="comment">// Wrap arguments into vector views</span></div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_rate&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, lambda);</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;          </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_rate&gt;</a> operands_and_partials(lambda);</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      }</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        </div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          </div>
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+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i]);</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(n_dbl+1, lambda_dbl);</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        P *= Pi;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;  </div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;            -= gamma_p_derivative(n_dbl + 1, lambda_dbl) / Pi;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      }</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda); ++i) </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] *= P;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      </div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;    }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_n, <span class="keyword">typename</span> T_rate&gt;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_rate&gt;::type</a></div>
+<div class="line"><a name="l00270"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4bcc9d28c6419db6908062a120203225">  270</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4bcc9d28c6419db6908062a120203225">poisson_cdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_rate&amp; lambda) {</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::poisson_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;          </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          </div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="comment">// Ensure non-zero argument slengths</span></div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda))) </div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;          </div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;          </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, n,lambda,</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Rate parameter&quot;</span>,</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;          </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="comment">// Wrap arguments into vector views</span></div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_rate&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, lambda);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;          </div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          </div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_rate&gt;</a> operands_and_partials(lambda);</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as neg infinity</span></div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      }</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;          </div>
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+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i]);</div>
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+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;  </div>
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+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;            -= gamma_p_derivative(n_dbl + 1, lambda_dbl) / Pi;</div>
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+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      </div>
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+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;    }</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;</div>
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+<div class="line"><a name="l00335"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a47e7fb827ea3efb81744f00ae02d3c8c">  335</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a47e7fb827ea3efb81744f00ae02d3c8c">poisson_ccdf_log</a>(<span class="keyword">const</span> T_n&amp; n, <span class="keyword">const</span> T_rate&amp; lambda) {</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::poisson_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;          </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;          </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="comment">// Ensure non-zero argument slengths</span></div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(lambda))) </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;          </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;          </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="comment">// Validate arguments</span></div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, lambda, <span class="stringliteral">&quot;Rate parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, n,lambda,</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Rate parameter&quot;</span>,</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;          </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      <span class="comment">// Wrap arguments into vector views</span></div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_n&gt;</a> n_vec(n);</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_rate&gt;</a> lambda_vec(lambda);</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a> = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(n, lambda);</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;          </div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;          </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_rate&gt;</a> operands_and_partials(lambda);</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as neg infinity</span></div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(n); i++) {</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) &lt; 0) </div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      }</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        </div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>; i++) {</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]) == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;          </div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> n_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(n_vec[i]);</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> lambda_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(lambda_vec[i]);</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pi = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(n_dbl+1, lambda_dbl);</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pi);</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;  </div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_rate&gt;::value</a>)</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[i] </div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;            += gamma_p_derivative(n_dbl + 1, lambda_dbl) / Pi;</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      }</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      </div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;    }</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">int</span></div>
+<div class="line"><a name="l00400"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">  400</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">poisson_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> lambda,</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;                RNG&amp; rng) {</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;      <span class="keyword">using</span> boost::random::poisson_distribution;</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::poisson_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;      </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160; </div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, lambda,</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;                         <span class="stringliteral">&quot;Rate parameter&quot;</span>))</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, lambda,</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;                             <span class="stringliteral">&quot;Rate parameter&quot;</span>))</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      variate_generator&lt;RNG&amp;, poisson_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">poisson_rng</a>(rng, poisson_distribution&lt;&gt;(lambda));</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ae76f4412a22e18c1aacf098ab6c41dc5">poisson_rng</a>();</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;    }</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      </div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;  }</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;}</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/policy_page.html b/doc/api/html/policy_page.html
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+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: Error Handling Policies</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/search.js"></script>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
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+<!-- end header part -->
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+  <div class="headertitle">
+<div class="title">Error Handling Policies </div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><p>Describe the error handling policies for <a class="el" href="namespacestan_1_1prob.html" title="Templated probability distributions.">stan::prob</a> here. </p>
+</div></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<p><a href="precomp__v__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1precomp__v__vari.html">stan::agrad::precomp_v_vari</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<div class="title">precomp_v_vari.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="precomp__v__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__PRECOMP_V_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__PRECOMP_V_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// use for single precomputed partials</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html">precomp_v_vari</a> : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#af0cd4c5436b3bdc84f0d5c499a628be3">   13</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#af0cd4c5436b3bdc84f0d5c499a628be3">da_</a>;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#a3ca5c79bf568105418d1b0048a96967f">   15</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#a3ca5c79bf568105418d1b0048a96967f">precomp_v_vari</a>(<span class="keywordtype">double</span> val, <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* avi, <span class="keywordtype">double</span> da)</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        : op_v_vari(val,avi),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#af0cd4c5436b3bdc84f0d5c499a628be3">da_</a>(da) { </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      }</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#a009196476cbeca0b4721a2615e275d10">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#a009196476cbeca0b4721a2615e275d10">chain</a>() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        avi_-&gt;adj_ += adj_ * <a class="code" href="classstan_1_1agrad_1_1precomp__v__vari.html#af0cd4c5436b3bdc84f0d5c499a628be3">da_</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<a href="#func-members">Functions</a>  </div>
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+<div class="title">print.cpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;ios&gt;</code><br/>
+<code>#include &lt;<a class="el" href="chains_8hpp_source.html">stan/mcmc/chains.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="print_8hpp_source.html">stan/command/print.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="print_8cpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac0f2228420376f4db7e1274f2b41667c"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">main</a> (int argc, const char *argv[])</td></tr>
+<tr class="memdesc:ac0f2228420376f4db7e1274f2b41667c"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Stan print function.  <a href="#ac0f2228420376f4db7e1274f2b41667c"></a><br/></td></tr>
+<tr class="separator:ac0f2228420376f4db7e1274f2b41667c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="ac0f2228420376f4db7e1274f2b41667c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int main </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[]&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>The Stan print function. </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">argc</td><td>Number of arguments </td></tr>
+    <tr><td class="paramname">argv</td><td>Arguments</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>0 for success, non-zero otherwise </dd></dl>
+<p>Footer output </p>
+
+<p>Definition at line <a class="el" href="print_8cpp_source.html#l00017">17</a> of file <a class="el" href="print_8cpp_source.html">print.cpp</a>.</p>
+
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+  <i>&copy; 2011&ndash;2013,
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+<a href="print_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ios&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="chains_8hpp.html">stan/mcmc/chains.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="print_8hpp.html">stan/command/print.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="print_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">   17</a></span>&#160;<span class="keywordtype">int</span> <a class="code" href="print_8cpp.html#ac0f2228420376f4db7e1274f2b41667c" title="The Stan print function.">main</a>(<span class="keywordtype">int</span> argc, <span class="keyword">const</span> <span class="keywordtype">char</span>* argv[]) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keywordflow">if</span> (argc == 1) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <a class="code" href="print_8hpp.html#ae5ad5cbeccaedc03a48d3c7eaa803e79">print_usage</a>();</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  <span class="comment">// Parse any arguments specifying filenames</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  std::ifstream ifstream;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;  std::vector&lt;std::string&gt; filenames;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 1; i &lt; argc; i++) {</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keywordflow">if</span> (std::string(argv[i]).find(<span class="stringliteral">&quot;--sig_figs=&quot;</span>) != std::string::npos)</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  Eigen::VectorXd sampling_times(filenames.size());</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  Eigen::VectorXi thin(filenames.size());</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  </div>
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+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;  </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;  <a class="code" href="structstan_1_1io_1_1stan__csv.html">stan::io::stan_csv</a> stan_csv = <a class="code" href="classstan_1_1io_1_1stan__csv__reader.html#a113f6a5169758e1c03370b0156f926e3" title="Parses the file.">stan::io::stan_csv_reader::parse</a>(ifstream);</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;  warmup_times(0) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#a26e38502db9dfbb27cf5747c8e96d229">warmup</a>;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;  sampling_times(0) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">sampling</a>;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;  </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  <a class="code" href="classstan_1_1mcmc_1_1chains.html" title="An mcmc::chains object stores parameter names and dimensionalities along with samples from multiple c...">stan::mcmc::chains&lt;&gt;</a> chains(stan_csv);</div>
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+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;  </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;  thin(0) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#afe9c15f7c7e774a40f83e3a7f24e4279">thin</a>;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">std::vector&lt;std::string&gt;::size_type</a> chain = 1; </div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;       chain &lt; filenames.size(); chain++) {</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    ifstream.open(filenames[chain].c_str());</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    stan_csv = <a class="code" href="classstan_1_1io_1_1stan__csv__reader.html#a113f6a5169758e1c03370b0156f926e3" title="Parses the file.">stan::io::stan_csv_reader::parse</a>(ifstream);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#af47331852814d5853f769cfb5d71fbe2">add</a>(stan_csv);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    ifstream.close();</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    thin(chain) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#afe9c15f7c7e774a40f83e3a7f24e4279">thin</a>;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    warmup_times(chain) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#a26e38502db9dfbb27cf5747c8e96d229">warmup</a>;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    sampling_times(chain) = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">sampling</a>;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  }</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;  </div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;  <span class="keywordtype">double</span> total_warmup_time = warmup_times.sum();</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;  <span class="keywordtype">double</span> total_sampling_time = sampling_times.sum();</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;  <span class="comment">// Compute largest variable name length</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">int</span> skip = 0;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;  std::string model_name = stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#ab8e05cb697a29eac28fd070ab8567de7">model</a>;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  <span class="keywordtype">size_t</span> max_name_length = 0;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = skip; i &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(); i++) </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    <span class="keywordflow">if</span> (chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i).length() &gt; max_name_length)</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      max_name_length = chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i).length();</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; 2; i++) </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    <span class="keywordflow">if</span> (chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i).length() &gt; max_name_length)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      max_name_length = chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i).length();</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  <span class="comment">// Prepare values</span></div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;  <span class="keywordtype">int</span> n = 9;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;  </div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  Eigen::MatrixXd values(chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(), n);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;  values.setZero();</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  Eigen::VectorXd probs(3);</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;  probs &lt;&lt; 0.05, 0.5, 0.95;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;  </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(); i++) {</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2" title="Return the sample standard deviation of the specified standard vector.">sd</a> = chains.sd(i);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <span class="keywordtype">double</span> n_eff = chains.effective_sample_size(i);</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    values(i,0) = chains.mean(i);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    values(i,1) = sd / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(n_eff);</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    values(i,2) = <a class="code" href="namespacestan_1_1agrad.html#a0d4edc50e38fa85f989dd2bc6a0b35b2" title="Return the sample standard deviation of the specified standard vector.">sd</a>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    Eigen::VectorXd quantiles = chains.quantiles(i,probs);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; 3; j++)</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      values(i,3+j) = quantiles(j);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    values(i,6) = n_eff;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    values(i,7) = n_eff / total_sampling_time;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    values(i,8) = chains.split_potential_scale_reduction(i);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;  }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;  </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;  <span class="comment">// Prepare header</span></div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;  Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt; headers(n);</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;  headers &lt;&lt; </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <span class="stringliteral">&quot;Mean&quot;</span>, <span class="stringliteral">&quot;MCSE&quot;</span>, <span class="stringliteral">&quot;StdDev&quot;</span>,</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    <span class="stringliteral">&quot;5%&quot;</span>, <span class="stringliteral">&quot;50%&quot;</span>, <span class="stringliteral">&quot;95%&quot;</span>, </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <span class="stringliteral">&quot;N_Eff&quot;</span>, <span class="stringliteral">&quot;N_Eff/s&quot;</span>, <span class="stringliteral">&quot;R_hat&quot;</span>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;  </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;  <span class="comment">// Set sig figs</span></div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;  Eigen::VectorXi column_sig_figs(n);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;  </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;  <span class="keywordtype">int</span> sig_figs = 2;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;  </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 1; k &lt; argc; k++)</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keywordflow">if</span> (std::string(argv[k]).find(<span class="stringliteral">&quot;--sig_figs=&quot;</span>) != std::string::npos)</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      sig_figs = atoi(std::string(argv[k]).substr(11).c_str());</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;  </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;  <span class="comment">// Compute column widths</span></div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;  Eigen::VectorXi column_widths(n);</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;  Eigen::Matrix&lt;std::ios_base::fmtflags, Eigen::Dynamic, 1&gt; formats(n);</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  column_widths = <a class="code" href="print_8hpp.html#aca6645f28f92ff465e290fef0fefa9bc">calculate_column_widths</a>(values, headers, sig_figs, formats);</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;  </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;  <span class="comment">// Initial output</span></div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;Inference for Stan model: &quot;</span> &lt;&lt; model_name &lt;&lt; std::endl</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;            &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>() &lt;&lt; <span class="stringliteral">&quot; chains: each with iter=(&quot;</span> &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">num_kept_samples</a>(0);</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a174e16464afa282c23f88651edcf563a">num_kept_samples</a>(chain);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;  </div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;  <span class="comment">// Timing output</span></div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;; warmup=(&quot;</span> &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a4a6916b3af4d4f7ecf848a4587157e2d">warmup</a>(0);</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a4a6916b3af4d4f7ecf848a4587157e2d">warmup</a>(chain);</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;                          </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;; thin=(&quot;</span> &lt;&lt; thin(0);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;  </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; thin(chain);</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;                          </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;; &quot;</span> &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a371c0c26bc0b62b1d1b33019fc66b66c">num_samples</a>() &lt;&lt; <span class="stringliteral">&quot; iterations saved.&quot;</span></div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;            &lt;&lt; std::endl &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;  </div>
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+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;    warmup_unit = <span class="stringliteral">&quot;hours&quot;</span>;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;  } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (total_warmup_time / 60 &gt; 1) {</div>
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+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    warmup_unit = <span class="stringliteral">&quot;minutes&quot;</span>;</div>
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+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;  </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;Warmup took (&quot;</span></div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;            &lt;&lt; std::fixed</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;            &lt;&lt; std::setprecision(<a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(warmup_times(0), sig_figs, <span class="keyword">false</span>))</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;            &lt;&lt; warmup_times(0);</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; std::fixed</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;              &lt;&lt; std::setprecision(<a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(warmup_times(chain), sig_figs, <span class="keyword">false</span>))</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;              &lt;&lt; warmup_times(chain);</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;) seconds, &quot;</span>;</div>
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+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;            &lt;&lt; std::setprecision(<a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(total_warmup_time, sig_figs, <span class="keyword">false</span>))</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;            &lt;&lt; total_warmup_time &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; warmup_unit &lt;&lt; <span class="stringliteral">&quot; total&quot;</span> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;            &lt;&lt; std::setprecision(<a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(sampling_times(0), sig_figs, <span class="keyword">false</span>))</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;            &lt;&lt; sampling_times(0);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> chain = 1; chain &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>(); chain++)</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; std::fixed</div>
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+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;              &lt;&lt; sampling_times(chain);</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;) seconds, &quot;</span>;</div>
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+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;            &lt;&lt; total_sampling_time &lt;&lt; <span class="stringliteral">&quot; &quot;</span> &lt;&lt; sampling_unit &lt;&lt; <span class="stringliteral">&quot; total&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;  std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;</div>
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+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;  std::cout &lt;&lt; std::setw(max_name_length + 1) &lt;&lt; <span class="stringliteral">&quot;&quot;</span>;</div>
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+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;  std::cout &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      std::cout &lt;&lt; std::setw(max_name_length + 1) &lt;&lt; std::left &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      std::cout &lt;&lt; std::right;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; n; j++) {</div>
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+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;        std::cout &lt;&lt; std::setprecision(</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;                                       <a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(values(i,j), sig_figs, formats(j) == std::ios_base::scientific))</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;                  &lt;&lt; std::setw(column_widths(j)) &lt;&lt; values(i, j);</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      }</div>
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+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      std::vector&lt;int&gt; index(dims.size(), 1);</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordtype">int</span> <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a> = 1;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j &lt; dims.size(); j++)</div>
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+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      </div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k &lt; <a class="code" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max</a>; k++) {</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        <span class="keywordtype">int</span> param_index = i + <a class="code" href="print_8hpp.html#ac6106c19828c8abe37b2bb9dc66ce82b">matrix_index</a>(index, dims);</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;        std::cout &lt;&lt; std::setw(max_name_length + 1) &lt;&lt; std::left </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;                  &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(param_index);</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        std::cout &lt;&lt; std::right;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; n; j++) {</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;          std::cout.setf(formats(j), std::ios::floatfield);</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;          std::cout </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;            &lt;&lt; std::setprecision(<a class="code" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a>(values(param_index,j), </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;                                                   sig_figs, </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;                                                   formats(j) == std::ios_base::scientific))</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;            &lt;&lt; std::setw(column_widths(j)) &lt;&lt; values(param_index, j);</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        }</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;        std::cout &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      i += max-1;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;    }</div>
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+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;  std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;Samples were drawn using &quot;</span> &lt;&lt; stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#ade7047cd16512c5a03c4d1dc9b6a3282">algorithm</a></div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;            &lt;&lt; <span class="stringliteral">&quot; with &quot;</span> &lt;&lt; stan_csv.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a4ecfceb7adb01489b02afae2d38bb32d">metadata</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#af9275dd04e87640591d6f365ae2416cc">engine</a> &lt;&lt; <span class="stringliteral">&quot;.&quot;</span> &lt;&lt; std::endl</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;For each parameter, N_Eff is a crude measure of effective sample size,&quot;</span> &lt;&lt; std::endl</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;and R_hat is the potential scale reduction factor on split chains (at &quot;</span> &lt;&lt; std::endl</div>
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+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;  </div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;  <span class="comment">// Print autocorrelation, if desired</span></div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 1; k &lt; argc; k++) {</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;    </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;    <span class="keywordflow">if</span> (std::string(argv[k]).find(<span class="stringliteral">&quot;--autocorr=&quot;</span>) != std::string::npos) {</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      </div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">int</span> c = atoi(std::string(argv[k]).substr(11).c_str());</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      </div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordflow">if</span> (c &lt; 0 || c &gt;= chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#aa42993978c341f420c38776862f6e0f4">num_chains</a>()) {</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        std::cout &lt;&lt; <span class="stringliteral">&quot;Bad chain index &quot;</span> &lt;&lt; c &lt;&lt; <span class="stringliteral">&quot;, aborting autocorrelation display.&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keywordflow">break</span>;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      }</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      </div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      Eigen::MatrixXd autocorr(chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(), chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a371c0c26bc0b62b1d1b33019fc66b66c">num_samples</a>(c));</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      </div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(); i++) {</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        autocorr.row(i) = chains.autocorrelation(c, i);</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      }</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      </div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="comment">// Format and print header</span></div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      std::cout &lt;&lt; <span class="stringliteral">&quot;Displaying the autocorrelations for chain &quot;</span> &lt;&lt; c &lt;&lt; <span class="stringliteral">&quot;:&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      std::cout &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      </div>
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+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      <span class="keywordflow">while</span> ( number != 0) { number /= 10; lag_width++; }</div>
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+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      std::cout &lt;&lt; std::setw(lag_width &gt; 4 ? lag_width : 4) &lt;&lt; <span class="stringliteral">&quot;Lag&quot;</span>;</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>(); ++i) {</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        std::cout &lt;&lt; std::setw(max_name_length + 1) &lt;&lt; std::right &lt;&lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a1205fef2f70da7bdc88d8ff140b5d19b">param_name</a>(i);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      }</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      std::cout &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;</div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">print.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;algorithm&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;ios&gt;</code><br/>
+<code>#include &lt;<a class="el" href="chains_8hpp_source.html">stan/mcmc/chains.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="print_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a16acdd9987d7a0e6d03b905f9c6cc65b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#a16acdd9987d7a0e6d03b905f9c6cc65b">compute_width_and_precision</a> (double value, int sig_figs, int &amp;width, int &amp;precision)</td></tr>
+<tr class="separator:a16acdd9987d7a0e6d03b905f9c6cc65b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a78042a12545744a3a7978b458faea92c"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#a78042a12545744a3a7978b458faea92c">compute_width</a> (double value, int sig_figs)</td></tr>
+<tr class="separator:a78042a12545744a3a7978b458faea92c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0fc6b77bb6e90f0e770af8b3fe5ac44d"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#a0fc6b77bb6e90f0e770af8b3fe5ac44d">compute_precision</a> (double value, int sig_figs, bool scientific)</td></tr>
+<tr class="separator:a0fc6b77bb6e90f0e770af8b3fe5ac44d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a5e7bd64dd538b38c24f0950e20336b9e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aca6645f28f92ff465e290fef0fefa9bc"><td class="memItemLeft" align="right" valign="top">Eigen::VectorXi&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#aca6645f28f92ff465e290fef0fefa9bc">calculate_column_widths</a> (const Eigen::MatrixXd &amp;values, const Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;headers, const int sig_figs, Eigen::Matrix&lt; std::ios_base::fmtflags, Eigen::Dynamic, 1 &gt; &amp;formats)</td></tr>
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+<tr class="memitem:a4405283b10c32553e10a7273d2a4f9d8"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#a4405283b10c32553e10a7273d2a4f9d8">is_matrix</a> (const std::string &amp;parameter_name)</td></tr>
+<tr class="separator:a4405283b10c32553e10a7273d2a4f9d8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a44680d963f2fac28eca89f94f3eb99dc"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#a44680d963f2fac28eca89f94f3eb99dc">base_param_name</a> (<a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt;&gt; &amp;chains, const int index)</td></tr>
+<tr class="separator:a44680d963f2fac28eca89f94f3eb99dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac6106c19828c8abe37b2bb9dc66ce82b"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#ac6106c19828c8abe37b2bb9dc66ce82b">matrix_index</a> (<a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt;&gt; &amp;chains, const int index)</td></tr>
+<tr class="separator:ac6106c19828c8abe37b2bb9dc66ce82b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aca9cbff882a3a995d9d4bc69d0f693da"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab54368a8bca76f33372859602ca77797"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="print_8hpp.html#ab54368a8bca76f33372859602ca77797">next_index</a> (std::vector&lt; int &gt; &amp;index, const std::vector&lt; int &gt; &amp;dims)</td></tr>
+<tr class="separator:ab54368a8bca76f33372859602ca77797"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:abb3cd74cdc531aef4a85bed5fca26c26"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a44680d963f2fac28eca89f94f3eb99dc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string base_param_name </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt;&gt; &amp;&#160;</td>
+          <td class="paramname"><em>chains</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00120">120</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5e7bd64dd538b38c24f0950e20336b9e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int calculate_column_width </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::VectorXd &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>sig_figs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ios_base::fmtflags &amp;&#160;</td>
+          <td class="paramname"><em>format</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00054">54</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca6645f28f92ff465e290fef0fefa9bc"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">Eigen::VectorXi calculate_column_widths </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::MatrixXd &amp;&#160;</td>
+          <td class="paramname"><em>values</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const Eigen::Matrix&lt; std::string, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>headers</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>sig_figs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; std::ios_base::fmtflags, Eigen::Dynamic, 1 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>formats</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00087">87</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0fc6b77bb6e90f0e770af8b3fe5ac44d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int compute_precision </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>sig_figs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>scientific</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00040">40</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a78042a12545744a3a7978b458faea92c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int compute_width </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>sig_figs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00033">33</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a16acdd9987d7a0e6d03b905f9c6cc65b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void compute_width_and_precision </td>
+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>value</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>sig_figs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int &amp;&#160;</td>
+          <td class="paramname"><em>width</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int &amp;&#160;</td>
+          <td class="paramname"><em>precision</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00010">10</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aca9cbff882a3a995d9d4bc69d0f693da"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;int&gt; dimensions </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt;&gt; &amp;&#160;</td>
+          <td class="paramname"><em>chains</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>start_index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00130">130</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4405283b10c32553e10a7273d2a4f9d8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool is_matrix </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>parameter_name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00116">116</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac6106c19828c8abe37b2bb9dc66ce82b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string matrix_index </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="classstan_1_1mcmc_1_1chains.html">stan::mcmc::chains</a>&lt;&gt; &amp;&#160;</td>
+          <td class="paramname"><em>chains</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const int&#160;</td>
+          <td class="paramname"><em>index</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00125">125</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="abb3cd74cdc531aef4a85bed5fca26c26"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int matrix_index </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00183">183</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab54368a8bca76f33372859602ca77797"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void next_index </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>index</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; int &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00156">156</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae5ad5cbeccaedc03a48d3c7eaa803e79"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void print_usage </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="print_8hpp_source.html#l00100">100</a> of file <a class="el" href="print_8hpp_source.html">print.hpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
+<a href="print_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__COMMAND__PRINT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__COMMAND__PRINT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;ios&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="chains_8hpp.html">stan/mcmc/chains.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="print_8hpp.html#a16acdd9987d7a0e6d03b905f9c6cc65b">   10</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="print_8hpp.html#a16acdd9987d7a0e6d03b905f9c6cc65b">compute_width_and_precision</a>(<span class="keywordtype">double</span> value, <span class="keywordtype">int</span> sig_figs, <span class="keywordtype">int</span>&amp; width, <span class="keywordtype">int</span>&amp; precision) {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                           std::ios_base::fmtflags&amp; format) {</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  <span class="keywordtype">int</span> padding = 2;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  <span class="comment">// Fixed Precision</span></div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  <span class="keywordtype">size_t</span> max_fixed_width = 0;</div>
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+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    max_fixed_width = width &gt; max_fixed_width ? width : max_fixed_width;</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;  <span class="keywordflow">if</span> (max_fixed_width + padding &lt; fixed_threshold) {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    format = std::ios_base::fixed;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    max_fixed_width = name.length() &gt; max_fixed_width ? name.length() : max_fixed_width;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    <span class="keywordflow">return</span> max_fixed_width + padding;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;  </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;  <span class="comment">// Scientific Notation</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;  <span class="keywordtype">size_t</span> scientific_width = sig_figs + 1 + 4; <span class="comment">// Decimal place + exponent</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;  <span class="keywordflow">if</span> (x.minCoeff() &lt; 0) ++scientific_width;</div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;  scientific_width = name.length() &gt; scientific_width ? name.length() : scientific_width;</div>
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+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;  <span class="keywordflow">return</span> scientific_width + padding;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;  </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;}</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno"><a class="code" href="print_8hpp.html#aca6645f28f92ff465e290fef0fefa9bc">   87</a></span>&#160;Eigen::VectorXi <a class="code" href="print_8hpp.html#aca6645f28f92ff465e290fef0fefa9bc">calculate_column_widths</a>(<span class="keyword">const</span> Eigen::MatrixXd&amp; values,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                                        <span class="keyword">const</span> Eigen::Matrix&lt;std::string, Eigen::Dynamic, 1&gt;&amp; headers,</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                                        <span class="keyword">const</span> <span class="keywordtype">int</span> sig_figs,</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;                                        Eigen::Matrix&lt;std::ios_base::fmtflags, Eigen::Dynamic, 1&gt;&amp; formats) {</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <span class="keywordtype">int</span> n = values.cols();</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;  Eigen::VectorXi column_widths(n);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  formats.resize(n);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; n; i++) {</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    column_widths(i) = <a class="code" href="print_8hpp.html#a5e7bd64dd538b38c24f0950e20336b9e">calculate_column_width</a>(values.col(i), headers(i), sig_figs, formats(i));</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;  }</div>
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+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;  </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;USAGE:  print &lt;filename 1&gt; [&lt;filename 2&gt; ... &lt;filename N&gt;]&quot;</span></div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;            &lt;&lt; std::endl</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;OPTIONS:&quot;</span> &lt;&lt; std::endl &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;  --autocorr=&lt;chain_index&gt;\tAppend the autocorrelations for the given chain&quot;</span></div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;            &lt;&lt; std::endl</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;  std::cout &lt;&lt; <span class="stringliteral">&quot;  --sig_figs=&lt;int&gt;\tSet significant figures of output (Defaults to 2)&quot;</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;            &lt;&lt; std::endl</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;  </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;}</div>
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+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div>
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+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;  <span class="keywordtype">int</span> dim;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
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+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;  <span class="keywordtype">int</span> last_matrix_element = start_index;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;  <span class="keywordflow">while</span> (last_matrix_element+1 &lt; chains.<a class="code" href="classstan_1_1mcmc_1_1chains.html#a69301dc29ebf0a2e1049c3a90be229b2">num_params</a>()) {</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <span class="keywordflow">if</span> (<a class="code" href="print_8hpp.html#a44680d963f2fac28eca89f94f3eb99dc">base_param_name</a>(chains, last_matrix_element+1) == name) </div>
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+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  std::stringstream ss(<a class="code" href="print_8hpp.html#ac6106c19828c8abe37b2bb9dc66ce82b">matrix_index</a>(chains, last_matrix_element));</div>
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+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__stack_8hpp_source.html">stan/agrad/rev/var_stack.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="print__stack_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a77de304bacc69535fb9a5ccd52454219"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a77de304bacc69535fb9a5ccd52454219">stan::agrad::print_stack</a> (std::ostream &amp;o)</td></tr>
+<tr class="memdesc:a77de304bacc69535fb9a5ccd52454219"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints the auto-dif variable stack.  <a href="#a77de304bacc69535fb9a5ccd52454219"></a><br/></td></tr>
+<tr class="separator:a77de304bacc69535fb9a5ccd52454219"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="print__stack_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__PRINT_STACK_HPP__</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/constants/constants.hpp&gt;</code><br/>
+</div>
+<p><a href="prob_2constants_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="prob_2constants_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS_CONSTANTS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS_CONSTANTS_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/constants/constants.hpp&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>prob {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> NEG_LOG_SQRT_TWO_PI </div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> NEG_LOG_TWO_OVER_TWO = - LOG_TWO / 2.0;</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a> = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> LOG_TWO_PI = LOG_TWO + LOG_PI;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> NEG_LOG_TWO_PI = - LOG_TWO_PI;</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/utility/enable_if.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:a886f9e64bad2382679b935d90b527985"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the normal cumulative distribution function for the given variate, location, and scale.  <a href="#a886f9e64bad2382679b935d90b527985"></a><br/></td></tr>
+<tr class="separator:a886f9e64bad2382679b935d90b527985"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a44b5ec88e8620ed6ba61bd58bb0fcab5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a02b0750cf65f06ac78d448731a6e2dc9"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a02b0750cf65f06ac78d448731a6e2dc9"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
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+<tr class="separator:a02b0750cf65f06ac78d448731a6e2dc9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a85cb8a1ee8a40b7545946a979e249dd1"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a85cb8a1ee8a40b7545946a979e249dd1"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">stan::prob::normal_rng</a> (const double mu, const double sigma, RNG &amp;rng)</td></tr>
+<tr class="separator:a85cb8a1ee8a40b7545946a979e249dd1"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__NORMAL_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/utility/enable_if.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_8hpp.html">stan/math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    <span class="keyword">typename</span> boost::enable_if_c&lt;is_var_or_arithmetic&lt;T_y,T_loc,T_scale&gt;::value,</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;                                <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale&gt;::type&gt;::type</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad99bbf0b29a582cc76394c30f23db536" title="The log of the normal density for the specified scalar(s) given the specified mean(s) and deviation(s...">normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::normal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">if</span> (!include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value)</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt; operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      VectorView&lt;const T_y&gt; y_vec(y);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      VectorView&lt;const T_loc&gt; mu_vec(mu);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      VectorView&lt;const T_scale&gt; sigma_vec(sigma);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value,is_vector&lt;T_scale&gt;::value&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto,T_scale&gt;::value)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      }</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      </div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_sigma </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          = (y_dbl - mu_dbl) * inv_sigma[n];</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_sigma_squared </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          = y_minus_mu_over_sigma * y_minus_mu_over_sigma;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">double</span> NEGATIVE_HALF = - 0.5;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto&gt;::value)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          logp += NEG_LOG_SQRT_TWO_PI;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto,T_scale&gt;::value)</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">if</span> (include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value)</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          logp += NEGATIVE_HALF * y_minus_mu_over_sigma_squared;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keywordtype">double</span> scaled_diff = inv_sigma[n] * y_minus_mu_over_sigma;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (!is_constant_struct&lt;T_y&gt;::value)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          operands_and_partials.d_x1[n] -= scaled_diff;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordflow">if</span> (!is_constant_struct&lt;T_loc&gt;::value)</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          operands_and_partials.d_x2[n] += scaled_diff;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (!is_constant_struct&lt;T_scale&gt;::value)</div>
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+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            += -inv_sigma[n] + inv_sigma[n] * y_minus_mu_over_sigma_squared;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      }</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.to_var(logp);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    }</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div>
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+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keywordflow">return</span> normal_log&lt;false&gt;(y,mu,sigma);</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    }</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
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+<div class="line"><a name="l00158"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a886f9e64bad2382679b935d90b527985">  158</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a886f9e64bad2382679b935d90b527985" title="Calculates the normal cumulative distribution function for the given variate, location, and scale.">normal_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
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+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                         &amp;cdf))</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
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+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
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+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;                                   &amp;cdf)))</div>
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+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
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+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
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+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = 0.5 * (1.0 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(scaled_diff));</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="comment">// cdf</span></div>
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+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="comment">// gradients</span></div>
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+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / cdf_ / sigma_dbl;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      }</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;    }</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;</div>
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+<div class="line"><a name="l00237"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a44b5ec88e8620ed6ba61bd58bb0fcab5">  237</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a44b5ec88e8620ed6ba61bd58bb0fcab5">normal_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
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+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
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+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;                         &amp;cdf_log))</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;                          &amp;cdf_log))</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log)))</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);  </div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;    </div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> SQRT_TWO_OVER_PI = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        </div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> one_p_erf = 1.0 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(scaled_diff);</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        <span class="comment">// log cdf</span></div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        cdf_log += log_half + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(one_p_erf);</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = SQRT_TWO_OVER_PI </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / one_p_erf;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv / sigma_dbl;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv / sigma_dbl;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * scaled_diff </div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;            * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a> / sigma_dbl;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      }</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;    }</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00306"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a02b0750cf65f06ac78d448731a6e2dc9">  306</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a02b0750cf65f06ac78d448731a6e2dc9">normal_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::normal_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
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+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;                         &amp;ccdf_log))</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;                          &amp;ccdf_log))</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;                                   y,mu,sigma,</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log)))</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a></div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        operands_and_partials(y, mu, sigma);</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma);</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      <span class="keywordtype">double</span> log_half = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(0.5);  </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;    </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> SQRT_TWO_OVER_PI = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff = (y_dbl - mu_dbl) / (sigma_dbl * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>);</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> one_m_erf = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(scaled_diff);</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;        <span class="comment">// log ccdf</span></div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        ccdf_log += log_half + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(one_m_erf);</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = SQRT_TWO_OVER_PI </div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff * scaled_diff) / one_m_erf;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv / sigma_dbl;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv / sigma_dbl;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * scaled_diff </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;            * <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a> / sigma_dbl;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      }</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;    }</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00375"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">  375</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">normal_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;               <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;               RNG&amp; rng) {</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      <span class="keyword">using</span> boost::normal_distribution;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::normal_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;       <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      variate_generator&lt;RNG&amp;, normal_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        norm_rng(rng, normal_distribution&lt;&gt;(mu, sigma));</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      <span class="keywordflow">return</span> norm_rng();</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;    }</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;  }</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;}</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/prob_2traits_8hpp.html b/doc/api/html/prob_2traits_8hpp.html
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+<div class="title">traits.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+</div>
+<p><a href="prob_2traits_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1prob_1_1include__summand.html">stan::prob::include_summand&lt; propto, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10 &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Template metaprogram to calculate whether a summand needs to be included in a proportional (log) probability calculation.  <a href="structstan_1_1prob_1_1include__summand.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/prob_2traits_8hpp_source.html b/doc/api/html/prob_2traits_8hpp_source.html
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+<a href="prob_2traits_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__TRAITS_HPP__</span></div>
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+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">prob.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &quot;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="distributions_8hpp_source.html">stan/prob/distributions.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="transform_8hpp_source.html">stan/prob/transform.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="autocorrelation_8hpp_source.html">stan/prob/autocorrelation.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="autocovariance_8hpp_source.html">stan/prob/autocovariance.hpp</a>&quot;</code><br/>
+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="csv__writer_8hpp_source.html">stan/io/csv_writer.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="prob__grad_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1model_1_1prob__grad.html">stan::model::prob_grad</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">The <code><a class="el" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a></code> class represents the basic parameter holders for a model.  <a href="classstan_1_1model_1_1prob__grad.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+</div>
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+  <div class="headertitle">
+<div class="title">prob_grad.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="prob__grad_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MODEL__PROB_GRAD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MODEL__PROB_GRAD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="csv__writer_8hpp.html">stan/io/csv_writer.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1model.html">   11</a></span>&#160;  <span class="keyword">namespace </span>model {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1model_1_1prob__grad.html" title="The prob_grad class represents the basic parameter holders for a model.">prob_grad</a> {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">   22</a></span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">   23</a></span>&#160;      std::vector&lt;std::pair&lt;int,int&gt; &gt; <a class="code" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">param_ranges_i__</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        : <a class="code" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a>(num_params_r),</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#a879682609a70983fde0ac281a6a3c5d0">   32</a></span>&#160;      <a class="code" href="classstan_1_1model_1_1prob__grad.html#a8b51f2731af4391fb46981ee6d65deb6">prob_grad</a>(<span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">num_params_r</a>,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                std::vector&lt;std::pair&lt;int,int&gt; &gt;&amp; param_ranges_i)</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        : <a class="code" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a>(num_params_r),</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">   38</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#aa81011f24dd20466efdf2971ae0df2da">~prob_grad</a>() { }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">   40</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#af369b6f368d9a19090f08ed1deeab5be">num_params_r</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#a26e7379db0cea5dc64fa8c505f4edfda">num_params_r__</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">   44</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#a6c758a7e401926bfb453b6c1e0865e74">num_params_i</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">param_ranges_i__</a>.size();</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">   48</a></span>&#160;      <span class="keyword">inline</span> std::pair&lt;int,int&gt; <a class="code" href="classstan_1_1model_1_1prob__grad.html#ac0eefb4d3d667a368820f0e7d2fb847c">param_range_i</a>(<span class="keywordtype">size_t</span> idx)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1model_1_1prob__grad.html#a19436879a5602e7b47676ce3a6ea8f5f">param_ranges_i__</a>[idx];</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    };</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  }</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;}</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/prod_8hpp.html b/doc/api/html/prod_8hpp.html
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="#namespaces">Namespaces</a> &#124;
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+<div class="title">prod.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="prod_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a1649a895ec6e79097d5645a3f8b8a1e6"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1649a895ec6e79097d5645a3f8b8a1e6"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1649a895ec6e79097d5645a3f8b8a1e6">stan::math::prod</a> (const std::vector&lt; T &gt; &amp;v)</td></tr>
+<tr class="memdesc:a1649a895ec6e79097d5645a3f8b8a1e6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the product of the coefficients of the specified standard vector.  <a href="#a1649a895ec6e79097d5645a3f8b8a1e6"></a><br/></td></tr>
+<tr class="separator:a1649a895ec6e79097d5645a3f8b8a1e6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad7082de8742d87f7a0fa0842207341c9"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:ad7082de8742d87f7a0fa0842207341c9"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad7082de8742d87f7a0fa0842207341c9">stan::math::prod</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;v)</td></tr>
+<tr class="memdesc:ad7082de8742d87f7a0fa0842207341c9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the product of the coefficients of the specified column vector.  <a href="#ad7082de8742d87f7a0fa0842207341c9"></a><br/></td></tr>
+<tr class="separator:ad7082de8742d87f7a0fa0842207341c9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/prod_8hpp_source.html b/doc/api/html/prod_8hpp_source.html
new file mode 100644
index 00000000000..7879931de8d
--- /dev/null
+++ b/doc/api/html/prod_8hpp_source.html
@@ -0,0 +1,134 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<a href="prod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__PROD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__PROD_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">if</span> (v.size() == 0) <span class="keywordflow">return</span> 1;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      T product = v[0];</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; v.size(); ++i)</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        product *= v[i];</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">return</span> product;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">if</span> (v.size() == 0) <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> v.prod();</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  </span>
+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="program__grammar_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html">stan::gm::program_grammar&lt; Iterator &gt;</a></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</div>
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+<a href="program__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__PROGRAM_GRAMMAR__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__PROGRAM_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar_8hpp.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan { </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1program__grammar.html">   21</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1program__grammar.html">program_grammar</a> </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      : boost::spirit::qi::grammar&lt;Iterator, </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                                   program(), </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                                   whitespace_grammar&lt;Iterator&gt; &gt; {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="structstan_1_1gm_1_1program__grammar.html#a37628310038c1d41ac858edc87763f6e">program_grammar</a>(<span class="keyword">const</span> std::string&amp; model_name);</div>
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+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1program__grammar.html#a612c1a5b4a954dd9960d00d9d621a738">   30</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> <a class="code" href="structstan_1_1gm_1_1program__grammar.html#a612c1a5b4a954dd9960d00d9d621a738">var_map_</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1program__grammar.html#abdcce1575595284876756bbccc1d782d">   31</a></span>&#160;      std::stringstream <a class="code" href="structstan_1_1gm_1_1program__grammar.html#abdcce1575595284876756bbccc1d782d">error_msgs_</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="comment">// grammars</span></div>
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+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1program__grammar.html#adac531fa3a2b1db28c4ae98e90af0a2b">   36</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar&lt;Iterator&gt;</a> <a class="code" href="structstan_1_1gm_1_1program__grammar.html#adac531fa3a2b1db28c4ae98e90af0a2b">statement_g</a>;</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar&lt;Iterator&gt;</a> &gt;       </div>
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+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1program.html">program</a>(),</div>
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+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    };</div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;  }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;}</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">program_grammar_def.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="program__grammar_8hpp_source.html">stan/gm/grammars/program_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="program__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ada0ff5807ec701c3ec7f2ecc0d99aaf4"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">BOOST_FUSION_ADAPT_STRUCT</a> (<a class="el" href="structstan_1_1gm_1_1program.html">stan::gm::program</a>,(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">stan::gm::var_decl</a> &gt;, data_decl_)(DUMMY_STRUCT::type, derived_data_decl_)(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">stan::gm::var_decl</a> &gt;, parameter_decl_)(DUMMY_STRUCT::type, derived_decl_)(<a class="el" href="structstan_1_1gm_1_1statement.html">stan::gm::statement</a>, statement_)(DUMMY_STRUCT::type, generated_decl_)) namespace stan</td></tr>
+<tr class="separator:ada0ff5807ec701c3ec7f2ecc0d99aaf4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="ada0ff5807ec701c3ec7f2ecc0d99aaf4"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">BOOST_FUSION_ADAPT_STRUCT </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1program.html">stan::gm::program</a>&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">stan::gm::var_decl</a> &gt;, data_decl_)(DUMMY_STRUCT::type, derived_data_decl_)(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">stan::gm::var_decl</a> &gt;, parameter_decl_)(DUMMY_STRUCT::type, derived_decl_)(<a class="el" href="structstan_1_1gm_1_1statement.html">stan::gm::statement</a>, statement_)(DUMMY_STRUCT::type, generated_decl_)&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="program__grammar__def_8hpp_source.html#l00059">59</a> of file <a class="el" href="program__grammar__def_8hpp_source.html">program_grammar_def.hpp</a>.</p>
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+<div class="title">program_grammar_def.hpp</div>  </div>
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+<a href="program__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__PROGRAM_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__PROGRAM_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/std_pair.hpp&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;boost/config/warning_disable.hpp&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;boost/tuple/tuple.hpp&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar_8hpp.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="program__grammar_8hpp.html">stan/gm/grammars/program_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;  <span class="comment">// hack to pass pair into macro below to adapt; in namespace to hide</span></div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;  <span class="keyword">struct </span>DUMMY_STRUCT {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="keyword">typedef</span> std::pair&lt;std::vector&lt;stan::gm::var_decl&gt;,</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                      std::vector&lt;stan::gm::statement&gt; &gt; type;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;  };</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;}</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno"><a class="code" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">   59</a></span>&#160;<a class="code" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">BOOST_FUSION_ADAPT_STRUCT</a>(<a class="code" href="structstan_1_1gm_1_1program.html">stan::gm::program</a>,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                          (std::vector&lt;stan::gm::var_decl&gt;, data_decl_)</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                          (DUMMY_STRUCT::type, derived_data_decl_)</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                          (std::vector&lt;stan::gm::var_decl&gt;, parameter_decl_)</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                          (DUMMY_STRUCT::type, derived_decl_)</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                          (<a class="code" href="structstan_1_1gm_1_1statement.html">stan::gm::statement</a>, statement_)</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                          (DUMMY_STRUCT::type, generated_decl_) )</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;namespace stan {</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    <span class="keyword">struct </span>add_lp_var {</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">void</span> type; };</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordtype">void</span> operator()(variable_map&amp; vm)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        vm.add(<span class="stringliteral">&quot;lp__&quot;</span>,</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;               base_var_decl(<span class="stringliteral">&quot;lp__&quot;</span>,std::vector&lt;expression&gt;(),<a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a>),</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;               <a class="code" href="namespacestan_1_1gm.html#ae5497a13c6ad9d782269f4b25fc7608a">local_origin</a>); <span class="comment">// lp acts as a local where defined</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      }</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    };</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    boost::phoenix::function&lt;add_lp_var&gt; add_lp_var_f;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    <span class="keyword">struct </span>remove_lp_var {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">void</span> type; };</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordtype">void</span> operator()(variable_map&amp; vm)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        vm.remove(<span class="stringliteral">&quot;lp__&quot;</span>);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    };</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    boost::phoenix::function&lt;remove_lp_var&gt; remove_lp_var_f;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    program_grammar&lt;Iterator&gt;::program_grammar(<span class="keyword">const</span> std::string&amp; model_name) </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        : program_grammar::base_type(program_r),</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          model_name_(model_name),</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          var_map_(),</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          error_msgs_(),</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          expression_g(var_map_,error_msgs_),</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          var_decls_g(var_map_,error_msgs_),</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;          statement_g(var_map_,error_msgs_) {</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keyword">using</span> boost::spirit::qi::eps;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="comment">// add model_name to var_map with special origin and no </span></div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        var_map_.add(model_name,</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;                     base_var_decl(),</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                     <a class="code" href="namespacestan_1_1gm.html#a119c68ad93a3fc5589c594433b8cb258">model_name_origin</a>);</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        program_r.name(<span class="stringliteral">&quot;program&quot;</span>);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        program_r </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          %= -data_var_decls_r</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          &gt; -derived_data_var_decls_r</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          &gt; -param_var_decls_r</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          <span class="comment">// scope lp__ to &quot;transformed params&quot; and &quot;model&quot; only</span></div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          &gt; eps[add_lp_var_f(boost::phoenix::ref(var_map_))]</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          &gt; -derived_var_decls_r</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          &gt; model_r</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          &gt; eps[remove_lp_var_f(boost::phoenix::ref(var_map_))]</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          &gt; -generated_var_decls_r</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          ;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        model_r.name(<span class="stringliteral">&quot;model declaration&quot;</span>);</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        model_r </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;          %= lit(<span class="stringliteral">&quot;model&quot;</span>)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          &gt; statement_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#ae5497a13c6ad9d782269f4b25fc7608a">local_origin</a>)  <span class="comment">// assign only to locals</span></div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;          ;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        data_var_decls_r.name(<span class="stringliteral">&quot;data variable declarations&quot;</span>);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        data_var_decls_r</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          %= lit(<span class="stringliteral">&quot;data&quot;</span>)</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          &gt; lit(<span class="charliteral">&#39;{&#39;</span>)</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          &gt; var_decls_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#aa21145a91e4c8dd4d9495868c6f729a7">data_origin</a>) <span class="comment">// +constraints</span></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;          &gt; lit(<span class="charliteral">&#39;}&#39;</span>);</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        derived_data_var_decls_r.name(<span class="stringliteral">&quot;transformed data block&quot;</span>);</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        derived_data_var_decls_r</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          %= ( lit(<span class="stringliteral">&quot;transformed&quot;</span>)</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;               &gt;&gt; lit(<span class="stringliteral">&quot;data&quot;</span>) )</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;          &gt; lit(<span class="charliteral">&#39;{&#39;</span>)</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;          &gt; var_decls_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#a8badb02edbcc98351299f2b1a0f23740">transformed_data_origin</a>)  <span class="comment">// -constraints</span></div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          &gt; *statement_g(<span class="keyword">false</span>,<a class="code" href="namespacestan_1_1gm.html#a8badb02edbcc98351299f2b1a0f23740">transformed_data_origin</a>) <span class="comment">// -sampling</span></div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          &gt; lit(<span class="charliteral">&#39;}&#39;</span>);</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        param_var_decls_r.name(<span class="stringliteral">&quot;parameter variable declarations&quot;</span>);</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        param_var_decls_r</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;          %= lit(<span class="stringliteral">&quot;parameters&quot;</span>)</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          &gt; lit(<span class="charliteral">&#39;{&#39;</span>)</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          &gt; var_decls_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#a15fbbd2865f57526a81f238175751b83">parameter_origin</a>) <span class="comment">// +constraints</span></div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          &gt; lit(<span class="charliteral">&#39;}&#39;</span>);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        derived_var_decls_r.name(<span class="stringliteral">&quot;derived variable declarations&quot;</span>);</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        derived_var_decls_r</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;          %= ( lit(<span class="stringliteral">&quot;transformed&quot;</span>)</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;               &gt;&gt; lit(<span class="stringliteral">&quot;parameters&quot;</span>) )</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;          &gt; lit(<span class="charliteral">&#39;{&#39;</span>)</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;          &gt; var_decls_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#acd24a39b6850fab486aa1ab63d45d537">transformed_parameter_origin</a>) <span class="comment">// -constraints</span></div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          &gt; *statement_g(<span class="keyword">false</span>,<a class="code" href="namespacestan_1_1gm.html#acd24a39b6850fab486aa1ab63d45d537">transformed_parameter_origin</a>) <span class="comment">// -sampling</span></div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;          &gt; lit(<span class="charliteral">&#39;}&#39;</span>);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        generated_var_decls_r.name(<span class="stringliteral">&quot;generated variable declarations&quot;</span>);</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        generated_var_decls_r</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;          %= lit(<span class="stringliteral">&quot;generated&quot;</span>)</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;          &gt; lit(<span class="stringliteral">&quot;quantities&quot;</span>)</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;          &gt; lit(<span class="charliteral">&#39;{&#39;</span>)</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;          &gt; var_decls_g(<span class="keyword">true</span>,<a class="code" href="namespacestan_1_1gm.html#af2cb1df6a23d138782246a8304ad7d86">derived_origin</a>) <span class="comment">// -constraints</span></div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          &gt; *statement_g(<span class="keyword">false</span>,<a class="code" href="namespacestan_1_1gm.html#af2cb1df6a23d138782246a8304ad7d86">derived_origin</a>) <span class="comment">// -sampling</span></div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          &gt; lit(<span class="charliteral">&#39;}&#39;</span>);</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keyword">using</span> boost::spirit::qi::on_error;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keyword">using</span> boost::spirit::qi::rethrow;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        on_error&lt;rethrow&gt;(program_r,</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;                          (std::ostream&amp;)error_msgs_</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;                          &lt;&lt; std::endl</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;                          &lt;&lt; boost::phoenix::val(<span class="stringliteral">&quot;Parser expecting: &quot;</span>)</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;                          &lt;&lt; boost::spirit::qi::labels::_4); </div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    }</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;  }</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;}</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/program__grammar__inst_8cpp.html b/doc/api/html/program__grammar__inst_8cpp.html
new file mode 100644
index 00000000000..747000e96e7
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@@ -0,0 +1,123 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    <span class="keyword">template</span> <span class="keyword">struct </span>program_grammar&lt;pos_iterator_t&gt;;</div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html">stan::math::promoter&lt; T, T &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<div class="title">promoter.hpp</div>  </div>
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+<div class="contents">
+<a href="promoter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__PROMOTER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__PROMOTER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// from input type F to output type T </span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// scalar, F != T  (base template)</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> F, <span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter.html">   14</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1math_1_1promoter.html">promoter</a> {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        t = u;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      }</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordflow">return</span> u;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#ac8db3f3f3410059f5cae51383f1b38c2">   25</a></span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#ac8db3f3f3410059f5cae51383f1b38c2">promote</a>(<span class="keyword">const</span> T&amp; u, T&amp; t) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        t = u;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordflow">return</span> u;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a357d5eb63ba812437c51640670cef745">   36</a></span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">promote</a>(<span class="keyword">const</span> std::vector&lt;F&gt;&amp; u,</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;                          std::vector&lt;T&gt;&amp; t) {</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; u.size(); ++i)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          <a class="code" href="structstan_1_1math_1_1promoter.html">promoter&lt;F,T&gt;::promote</a>(u[i],t[i]);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> std::vector&lt;T&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">   43</a></span>&#160;      <a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">promote_to</a>(<span class="keyword">const</span> std::vector&lt;F&gt;&amp; u) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        std::vector&lt;T&gt; t;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <a class="code" href="structstan_1_1math_1_1promoter.html">promoter&lt;std::vector&lt;F&gt;</a>,std::vector&lt;T&gt; &gt;<a class="code" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">::promote</a>(u,t);</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> t;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    };</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="comment">// std::vector, F == T</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00051"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">   51</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1math_1_1promoter.html">promoter</a>&lt;std::vector&lt;T&gt;, std::vector&lt;T&gt; &gt; {</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#adb1706254fcd6734bf986e2cd01b093f">   52</a></span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">promote</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; u,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                          std::vector&lt;T&gt;&amp; t) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        t = u;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">   56</a></span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> std::vector&lt;T&gt; <a class="code" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">promote_to</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; u) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> u;</div>
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+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="comment">// Eigen::Matrix, F != T</span></div>
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+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">   63</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1math_1_1promoter.html">promoter</a>&lt;Eigen::Matrix&lt;F,R,C&gt;, Eigen::Matrix&lt;T,R,C&gt; &gt; {</div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a9964d13b9f2f05efca2b21ac165210d8">   64</a></span>&#160;      <span class="keyword">inline</span> <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">promote</a>(<span class="keyword">const</span> Eigen::Matrix&lt;F,R,C&gt;&amp; u,</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                          Eigen::Matrix&lt;T,R,C&gt;&amp; t) {</div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="contents">
+<div class="textblock"><code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<a href="ps__point_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__PS_POINT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__PS_POINT__BETA__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// Point in a generic phase space</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">   20</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>(n), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>(n), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a>(0), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>(n) {};</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  </div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#aa31c2f392681f074461372c98f76b7d0">   22</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#ab3577ab2d8d6109485e03e893e770654">ps_point</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; z): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.<a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>()), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.<a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>()), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a>(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a>), <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>(z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>.<a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>())</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>);</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">   30</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a6465e2b1c8c8abf56bd716fcb069be47">operator= </a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; z)</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">if</span>(<span class="keyword">this</span> == &amp;z) <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>);</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a> = z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>);</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        _fast_vector_copy&lt;double&gt;(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>, z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        </div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> *<span class="keyword">this</span>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">   46</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">   47</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      </div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">   49</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a21cea778ac74b5c026a2f23fbae71304">V</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">   50</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        </div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">   52</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3e1b059004a82c80200402ae840df17c">get_param_names</a>(std::vector&lt;std::string&gt;&amp; model_names,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                                   std::vector&lt;std::string&gt;&amp; names) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;          names.push_back(model_names.at(i));</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          names.push_back(std::string(<span class="stringliteral">&quot;p_&quot;</span>) + model_names.at(i));</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;          names.push_back(std::string(<span class="stringliteral">&quot;g_&quot;</span>) + model_names.at(i));</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">   62</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a90335d3f5df5ffd758b7282ac55e2239">get_params</a>(std::vector&lt;double&gt;&amp; values) {</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;          values.push_back(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>(i));</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;          values.push_back(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>(i));</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a3a12cd50a8d7e0d8c698a4debc767283">q</a>.size(); ++i)</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;          values.push_back(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>(i));</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      </div>
+<div class="line"><a name="l00071"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a5bee8061481a677349a329a037afed1a">   71</a></span>&#160;      <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a5bee8061481a677349a329a037afed1a">write_metric</a>(std::ostream* o) {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">if</span>(!o) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        *o &lt;&lt; <span class="stringliteral">&quot;# No free parameters for unit metric&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a685e73353f2931b3afbfccd4acbe598d">   79</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a685e73353f2931b3afbfccd4acbe598d">_fast_vector_copy</a>(Eigen::Matrix&lt;T, Eigen::Dynamic, 1&gt;&amp; v_to, <span class="keyword">const</span> Eigen::Matrix&lt;T, Eigen::Dynamic, 1&gt;&amp; v_from) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        v_to.resize(v_from.size());</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        std::memcpy(&amp;v_to(0), &amp;v_from(0), v_from.size() * <span class="keyword">sizeof</span>(double));</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      }</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00085"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1ps__point.html#aa701eacefbab10b9cac8273267bbf39d">   85</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html#aa701eacefbab10b9cac8273267bbf39d">_fast_matrix_copy</a>(Eigen::Matrix&lt;T, Eigen::Dynamic, Eigen::Dynamic&gt;&amp; v_to,</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                                    <span class="keyword">const</span> Eigen::Matrix&lt;T, Eigen::Dynamic, Eigen::Dynamic&gt;&amp; v_from) {</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        v_to.resize(v_from.rows(), v_from.cols());</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        std::memcpy(&amp;v_to(0), &amp;v_from(0), v_from.size() * <span class="keyword">sizeof</span>(double));</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      }</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      </div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    };</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;  </div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/raise__domain__error_8hpp.html b/doc/api/html/raise__domain__error_8hpp.html
new file mode 100644
index 00000000000..dd60defc346
--- /dev/null
+++ b/doc/api/html/raise__domain__error_8hpp.html
@@ -0,0 +1,149 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/math/error_handling/raise_domain_error.hpp File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+<div class="textblock"><code>#include &lt;boost/math/policies/policy.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/policies/error_handling.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/distributions/detail/common_error_handling.hpp&gt;</code><br/>
+</div>
+<p><a href="raise__domain__error_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math_1_1policies"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies.html">stan::math::policies</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math_1_1policies"><td class="mdescLeft">&#160;</td><td class="mdescRight">Extending boost functionality. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math_1_1policies_1_1detail"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html">stan::math::policies::detail</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math_1_1policies_1_1detail"><td class="mdescLeft">&#160;</td><td class="mdescRight">Reimplementing boost::math::policies::detail::raise_domain_error. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a247352f3a333a7aebbe6ccf09473f2f9"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
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+<tr class="memitem:a37a116f5cfdd061c779fa174223cc64b"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
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+<tr class="separator:a37a116f5cfdd061c779fa174223cc64b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a84db90eb3648bab11711b7282e69cf0b"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val &gt; </td></tr>
+<tr class="memitem:a84db90eb3648bab11711b7282e69cf0b"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies_1_1detail.html#a84db90eb3648bab11711b7282e69cf0b">stan::math::policies::detail::raise_domain_error</a> (const char *function, const char *message, const T_val &amp;val, const ::boost::math::policies::domain_error&lt; ::boost::math::policies::user_error &gt; &amp;)</td></tr>
+<tr class="separator:a84db90eb3648bab11711b7282e69cf0b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memTemplParams" colspan="2">template&lt;class T_result , class T_val , class Policy &gt; </td></tr>
+<tr class="memitem:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memTemplItemLeft" align="right" valign="top">T_result&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math_1_1policies.html#ac83ded77a40cbdc0bdb98879f0d24fb7">stan::math::policies::raise_domain_error</a> (const char *function, const char *message, const T_val &amp;val, const Policy &amp;)</td></tr>
+<tr class="separator:ac83ded77a40cbdc0bdb98879f0d24fb7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">raise_domain_error.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="raise__domain__error_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__RAISE_DOMAIN_ERROR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__RAISE_DOMAIN_ERROR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/policies/policy.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/policies/error_handling.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/distributions/detail/common_error_handling.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno"><a class="code" href="namespacestan_1_1math_1_1policies.html">   10</a></span>&#160;    <span class="keyword">namespace </span>policies {</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math_1_1policies_1_1detail.html">   11</a></span>&#160;      <span class="keyword">namespace </span>detail {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;        <span class="keyword">using</span> boost::math::policies::detail::raise_error;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        <span class="keyword">template</span> &lt;<span class="keyword">class</span> T_result, <span class="keyword">class</span> T_val&gt;</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;                                           <span class="keyword">const</span> <span class="keywordtype">char</span>* message, </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                                           <span class="keyword">const</span> T_val&amp; val, </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;                                           const ::boost::math::policies::domain_error&lt; ::boost::math::policies::throw_on_error&gt;&amp;) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          raise_error&lt;std::domain_error, T_val&gt;(<span class="keyword">function</span>, message, val);</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          <span class="keywordflow">return</span> std::numeric_limits&lt;T_result&gt;::quiet_NaN();</div>
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+<div class="title">rank.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="check__range_8hpp_source.html">stan/math/matrix/check_range.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rank_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a1baa9539e0a8d4ea50aa16b73d736d93"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a1baa9539e0a8d4ea50aa16b73d736d93"><td class="memTemplItemLeft" align="right" valign="top">size_t&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a1baa9539e0a8d4ea50aa16b73d736d93">stan::math::rank</a> (const std::vector&lt; T &gt; &amp;v, int s)</td></tr>
+<tr class="memdesc:a1baa9539e0a8d4ea50aa16b73d736d93"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the number of components of v less than v[s].  <a href="#a1baa9539e0a8d4ea50aa16b73d736d93"></a><br/></td></tr>
+<tr class="separator:a1baa9539e0a8d4ea50aa16b73d736d93"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a808d3133624cd36ac410ba872ea653c2"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a808d3133624cd36ac410ba872ea653c2"><td class="memTemplItemLeft" align="right" valign="top">size_t&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a808d3133624cd36ac410ba872ea653c2">stan::math::rank</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;v, int s)</td></tr>
+<tr class="memdesc:a808d3133624cd36ac410ba872ea653c2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the number of components of v less than v[s].  <a href="#a808d3133624cd36ac410ba872ea653c2"></a><br/></td></tr>
+<tr class="separator:a808d3133624cd36ac410ba872ea653c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">rank.hpp</div>  </div>
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+<a href="rank_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__RANK_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__RANK_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;  }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;}</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/random/uniform_real_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rayleigh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a98165bd7ce46385b8c12fa228ee90718"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_scale &gt; </td></tr>
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+<tr class="separator:af1c16f2642c0e8fb3237ba5f4b704e98"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a21adf5dd176a990c274cb58c6b6ad491"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a21adf5dd176a990c274cb58c6b6ad491">stan::prob::rayleigh_cdf</a> (const T_y &amp;y, const T_scale &amp;sigma)</td></tr>
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+<tr class="memitem:acb3f08ecac9dc1faebaff9f209c39c3e"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#acb3f08ecac9dc1faebaff9f209c39c3e">stan::prob::rayleigh_ccdf_log</a> (const T_y &amp;y, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:acb3f08ecac9dc1faebaff9f209c39c3e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac500ff019314d3a79c6d1cd0e41ce0dd"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ac500ff019314d3a79c6d1cd0e41ce0dd"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ac500ff019314d3a79c6d1cd0e41ce0dd">stan::prob::rayleigh_rng</a> (const double sigma, RNG &amp;rng)</td></tr>
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+<div class="title">rayleigh.hpp</div>  </div>
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+<a href="rayleigh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__RAYLEIGH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__RAYLEIGH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_real_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_8hpp.html">stan/math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_scale&gt;::type</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a98165bd7ce46385b8c12fa228ee90718">   21</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a98165bd7ce46385b8c12fa228ee90718">rayleigh_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::rayleigh_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                                   y,sigma,</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_scale&gt;::value</a>)</div>
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+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale&gt;</a> operands_and_partials(y, sigma);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma);</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_over_sigma = y_dbl * inv_sigma[n];</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keyword">static</span> <span class="keywordtype">double</span> NEGATIVE_HALF = -0.5;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;          logp -= 2.0 * log_sigma[n];        </div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;          logp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <span class="comment">// if (include_summand&lt;propto,T_y,T_scale&gt;::value)</span></div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        logp += NEGATIVE_HALF * y_over_sigma * y_over_sigma;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keywordtype">double</span> scaled_diff = inv_sigma[n] * y_over_sigma;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 1.0 / y_dbl - scaled_diff;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;            += y_over_sigma * scaled_diff - 2.0 * inv_sigma[n];</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;    }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00104"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af1c16f2642c0e8fb3237ba5f4b704e98">  104</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a98165bd7ce46385b8c12fa228ee90718">rayleigh_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keywordflow">return</span> rayleigh_log&lt;false&gt;(y,sigma);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00110"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a21adf5dd176a990c274cb58c6b6ad491">  110</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a21adf5dd176a990c274cb58c6b6ad491">rayleigh_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::rayleigh_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;                                   y,sigma,</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;                                   &amp;cdf)))</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale&gt;</a> operands_and_partials(y, sigma);</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      }</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_sqr = y_dbl * y_dbl;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma_sqr = inv_sigma[n] * inv_sigma[n];</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_val = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * y_sqr * inv_sigma_sqr);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;false,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          cdf *= (1.0 - exp_val);</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      }</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_sqr = <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(y_dbl);</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma_sqr = <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(inv_sigma[n]);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_val = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * y_sqr * inv_sigma_sqr);</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_div_1m_exp = exp_val / (1.0 - exp_val);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += y_dbl * inv_sigma_sqr </div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;            * exp_div_1m_exp * cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= y_sqr * inv_sigma_sqr</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;            * inv_sigma[n] * exp_div_1m_exp * cdf;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      }</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    }</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00187"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6790ee20a779a4ec36207229ed36bf4e">  187</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6790ee20a779a4ec36207229ed36bf4e">rayleigh_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::rayleigh_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;                                   y,sigma,</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;                                   &amp;cdf_log)))</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale&gt;</a> operands_and_partials(y, sigma);</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma);</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      </div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      }</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_sqr = y_dbl * y_dbl;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma_sqr = inv_sigma[n] * inv_sigma[n];</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_val = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * y_sqr * inv_sigma_sqr);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_div_1m_exp = exp_val / (1.0 - exp_val);</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;false,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(1.0 - exp_val);</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += y_dbl * inv_sigma_sqr </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;            * exp_div_1m_exp;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= y_sqr * inv_sigma_sqr</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;            * inv_sigma[n] * exp_div_1m_exp;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      }</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
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+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;</div>
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+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00256"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#acb3f08ecac9dc1faebaff9f209c39c3e">  256</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#acb3f08ecac9dc1faebaff9f209c39c3e">rayleigh_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::rayleigh_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;                                   y,sigma,</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;                                   &amp;ccdf_log)))</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_scale&gt;</a> operands_and_partials(y, sigma);</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma);</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      }</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_sqr = y_dbl * y_dbl;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma_sqr = inv_sigma[n] * inv_sigma[n];</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;false,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;          ccdf_log += -0.5 * y_sqr * inv_sigma_sqr;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= y_dbl * inv_sigma_sqr;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += y_sqr * inv_sigma_sqr</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;            * inv_sigma[n];</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      }</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;    }</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00322"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac500ff019314d3a79c6d1cd0e41ce0dd">  322</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac500ff019314d3a79c6d1cd0e41ce0dd">rayleigh_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;                 RNG&amp; rng) {</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keyword">using</span> boost::random::uniform_real_distribution;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::rayleigh_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      variate_generator&lt;RNG&amp;, uniform_real_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>(rng, uniform_real_distribution&lt;&gt;(0.0, 1.0));</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keywordflow">return</span> sigma * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(-2.0 * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>(<a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>()));</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;    }</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;  }</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;}</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/reader_8hpp.html b/doc/api/html/reader_8hpp.html
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">reader.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transform_8hpp_source.html">stan/prob/transform.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="reader_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1reader.html">stan::io::reader&lt; T &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calculations.  <a href="classstan_1_1io_1_1reader.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1io"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1io.html">stan::io</a></td></tr>
+<tr class="memdesc:namespacestan_1_1io"><td class="mdescLeft">&#160;</td><td class="mdescRight">Input/output utilities. <br/></td></tr>
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+<a href="reader_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__READER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__READER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/throw_exception.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transform_8hpp.html">stan/prob/transform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1reader.html">   34</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1reader.html" title="A stream-based reader for integer, scalar, vector, matrix and array data types, with Jacobian calcula...">reader</a> {</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      std::vector&lt;T&gt;&amp; data_r_;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      std::vector&lt;int&gt;&amp; data_i_;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="keywordtype">size_t</span> pos_;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordtype">size_t</span> int_pos_;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keyword">inline</span> T&amp; scalar_ptr() {</div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      </div>
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+<div class="line"><a name="l00403"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1reader.html#ad23ce5d0b04667272770eb04eff2bfd4">  403</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1io_1_1reader.html#ad23ce5d0b04667272770eb04eff2bfd4" title="Return the next integer, checking that it is less than or equal to the specified upper bound...">integer_ub_constrain</a>(<span class="keywordtype">int</span> ub, T&amp; <span class="comment">/*lp*/</span>) {</div>
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+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="comment">// read first to make position deterministic [arbitrary choice]</span></div>
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+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;            std::runtime_error(<span class="stringliteral">&quot;required value less than or equal to ub&quot;</span>));</div>
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+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1io_1_1reader.html#af9be53bcf3f435d5c25b07774853afa3" title="Return the next integer, checking that it is less than or equal to the specified upper bound...">integer_lub</a>(lb,ub);</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      }</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      </div>
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+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;</div>
+<div class="line"><a name="l00472"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1reader.html#acf5c5343597a44d4d2173881c7c68912">  472</a></span>&#160;      <span class="keyword">inline</span> T <a class="code" href="classstan_1_1io_1_1reader.html#acf5c5343597a44d4d2173881c7c68912" title="Return the next scalar, checking that it is positive.">scalar_pos</a>() {</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;        T x(<a class="code" href="classstan_1_1io_1_1reader.html#a804e3de3992c9f6a53c03596369dd1d0" title="Return the next scalar in the sequence.">scalar</a>());</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>(<span class="stringliteral">&quot;stan::io::scalar_pos(%1%)&quot;</span>, x, </div>
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+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a9cb1d75e59f02fa90c1052b403012dc8" title="Return the positive value for the specified unconstrained input.">stan::prob::positive_constrain</a>(<a class="code" href="classstan_1_1io_1_1reader.html#a804e3de3992c9f6a53c03596369dd1d0" title="Return the next scalar in the sequence.">scalar</a>(),lp);</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;      }</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__non__negative__rep_8hpp_source.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rep__array_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad3d78d2735a35451f02bcd2f4da24886"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad3d78d2735a35451f02bcd2f4da24886"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad3d78d2735a35451f02bcd2f4da24886">stan::math::rep_array</a> (const T &amp;x, int n)</td></tr>
+<tr class="separator:ad3d78d2735a35451f02bcd2f4da24886"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8edf0b7ec2ad24b1fda26a8d58513106"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8edf0b7ec2ad24b1fda26a8d58513106"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; std::vector&lt; T &gt; &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8edf0b7ec2ad24b1fda26a8d58513106">stan::math::rep_array</a> (const T &amp;x, int m, int n)</td></tr>
+<tr class="separator:a8edf0b7ec2ad24b1fda26a8d58513106"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a53054db4cfa6672654fbaedafbdae242"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a53054db4cfa6672654fbaedafbdae242"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; std::vector<br class="typebreak"/>
+&lt; std::vector&lt; T &gt; &gt; &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a53054db4cfa6672654fbaedafbdae242">stan::math::rep_array</a> (const T &amp;x, int k, int m, int n)</td></tr>
+<tr class="separator:a53054db4cfa6672654fbaedafbdae242"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div>
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+<div class="title">rep_array.hpp</div>  </div>
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+<a href="rep__array_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__REP_ARRAY_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__REP_ARRAY_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__non__negative__rep_8hpp.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;}</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/rep__matrix_8hpp.html b/doc/api/html/rep__matrix_8hpp.html
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__non__negative__rep_8hpp_source.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rep__matrix_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad31fd1c6f1cd56836b049489009d2221"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ad31fd1c6f1cd56836b049489009d2221"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type, Eigen::Dynamic, <br class="typebreak"/>
+Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad31fd1c6f1cd56836b049489009d2221">stan::math::rep_matrix</a> (const T &amp;x, int m, int n)</td></tr>
+<tr class="separator:ad31fd1c6f1cd56836b049489009d2221"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a79febbfc52e2118819bb0eb77fbea561"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a79febbfc52e2118819bb0eb77fbea561"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a79febbfc52e2118819bb0eb77fbea561">stan::math::rep_matrix</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v, int n)</td></tr>
+<tr class="separator:a79febbfc52e2118819bb0eb77fbea561"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa70f063ee9a5790fbed08ba8ae07c52e"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa70f063ee9a5790fbed08ba8ae07c52e"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa70f063ee9a5790fbed08ba8ae07c52e">stan::math::rep_matrix</a> (const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;rv, int m)</td></tr>
+<tr class="separator:aa70f063ee9a5790fbed08ba8ae07c52e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rep__matrix_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__REP_MATRIX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__REP_MATRIX_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__non__negative__rep_8hpp.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">rep_row_vector.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__non__negative__rep_8hpp_source.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rep__row__vector_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac9d77ddf6ad38a102ebd6f5e433c3e6c"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac9d77ddf6ad38a102ebd6f5e433c3e6c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type, 1, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac9d77ddf6ad38a102ebd6f5e433c3e6c">stan::math::rep_row_vector</a> (const T &amp;x, int m)</td></tr>
+<tr class="separator:ac9d77ddf6ad38a102ebd6f5e433c3e6c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="title">rep_row_vector.hpp</div>  </div>
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+<a href="rep__row__vector_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__REP_ROW_VECTOR_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__non__negative__rep_8hpp.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">rep_vector.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__non__negative__rep_8hpp_source.html">stan/math/validate_non_negative_rep.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rep__vector_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2b132ea41ccfdb7b0ca4897cbb64649a"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a2b132ea41ccfdb7b0ca4897cbb64649a"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T &gt;::type, Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2b132ea41ccfdb7b0ca4897cbb64649a">stan::math::rep_vector</a> (const T &amp;x, int n)</td></tr>
+<tr class="separator:a2b132ea41ccfdb7b0ca4897cbb64649a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="resize_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a8abf3ffa6d67a158348134225c9d3090"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a8abf3ffa6d67a158348134225c9d3090"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8abf3ffa6d67a158348134225c9d3090">stan::math::resize</a> (T &amp;x, std::vector&lt; size_t &gt; dims)</td></tr>
+<tr class="memdesc:a8abf3ffa6d67a158348134225c9d3090"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recursively resize the specified vector of vectors, which must bottom out at scalar values, <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> vectors or <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> matrices.  <a href="#a8abf3ffa6d67a158348134225c9d3090"></a><br/></td></tr>
+<tr class="separator:a8abf3ffa6d67a158348134225c9d3090"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+</div><!--header-->
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2acos_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a3d7b4b9ba0df66c3ae59a4478fecdc2b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3d7b4b9ba0df66c3ae59a4478fecdc2b">stan::agrad::acos</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a3d7b4b9ba0df66c3ae59a4478fecdc2b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc cosine of a variable, in radians (cmath).  <a href="#a3d7b4b9ba0df66c3ae59a4478fecdc2b"></a><br/></td></tr>
+<tr class="separator:a3d7b4b9ba0df66c3ae59a4478fecdc2b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2functions_2acos_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ACOS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ACOS_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>acos_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ -= adj_ / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(1.0 - (<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a3d7b4b9ba0df66c3ae59a4478fecdc2b" title="Return the principal value of the arc cosine of a variable, in radians (cmath).">acos</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> acos_vari(a.vi_));</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;}</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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+<div class="title">acosh.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/acosh.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__negative_8hpp_source.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2acosh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a55d6c606ed591f3aa617ccf6ef912d17"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a55d6c606ed591f3aa617ccf6ef912d17">stan::agrad::acosh</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a55d6c606ed591f3aa617ccf6ef912d17"><td class="mdescLeft">&#160;</td><td class="mdescRight">The inverse hyperbolic cosine function for variables (C99).  <a href="#a55d6c606ed591f3aa617ccf6ef912d17"></a><br/></td></tr>
+<tr class="separator:a55d6c606ed591f3aa617ccf6ef912d17"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2functions_2acosh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ACOSH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ACOSH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/acosh.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2numeric__limits_8hpp.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__equal_8hpp.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__negative_8hpp.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">class </span>acosh_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        acosh_vari(<span class="keywordtype">double</span> val, vari* avi) :</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="namespaceboost_1_1math.html#ad274b0c69c7bd9e4ca76ac7519fd9f74" title="Checks if the given number is infinite.">boost::math::isinf</a>(a) &amp;&amp; a &gt; 0.0)</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> acosh_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>(),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> acosh_vari(<a class="code" href="namespacestan_1_1agrad.html#a7f0ba2a81fb92e3f18d75fd4da3f5b67">boost::math::acosh</a>(a.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>()),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;}</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2asin_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memitem:a376ec296a189c47edee18e50ba72b2f5"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5">stan::agrad::asin</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a376ec296a189c47edee18e50ba72b2f5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc sine, in radians, of the specified variable (cmath).  <a href="#a376ec296a189c47edee18e50ba72b2f5"></a><br/></td></tr>
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+  Stan Development Team.
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+<a href="rev_2functions_2asin_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ASIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ASIN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>asin_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        asin_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5" title="Return the principal value of the arc sine, in radians, of the specified variable (cmath)...">asin</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(1.0 - (<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a376ec296a189c47edee18e50ba72b2f5" title="Return the principal value of the arc sine, in radians, of the specified variable (cmath)...">asin</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> asin_vari(a.vi_));</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;}</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
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+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/asinh.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__negative_8hpp_source.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2asinh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0fd3a2e895d3c03de0b670b3ba8b3b3c"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0fd3a2e895d3c03de0b670b3ba8b3b3c">stan::agrad::asinh</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a0fd3a2e895d3c03de0b670b3ba8b3b3c"><td class="mdescLeft">&#160;</td><td class="mdescRight">The inverse hyperbolic sine function for variables (C99).  <a href="#a0fd3a2e895d3c03de0b670b3ba8b3b3c"></a><br/></td></tr>
+<tr class="separator:a0fd3a2e895d3c03de0b670b3ba8b3b3c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2functions_2asinh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ASINH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ASINH_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/asinh.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/fpclassify.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2numeric__limits_8hpp.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__equal_8hpp.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__negative_8hpp.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> asinh_vari(<a class="code" href="namespacestan_1_1agrad.html#aaf137922ce743a1f63adfaed2630dfe6">boost::math::asinh</a>(a.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>()),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;}</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">atan2.hpp File Reference</div>  </div>
+</div><!--header-->
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2atan2_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ae76a1cfac43312edacb47fd87fc2393a"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a">stan::agrad::atan2</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:ae76a1cfac43312edacb47fd87fc2393a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc tangent, in radians, of the first variable divided by the second (cmath).  <a href="#ae76a1cfac43312edacb47fd87fc2393a"></a><br/></td></tr>
+<tr class="separator:ae76a1cfac43312edacb47fd87fc2393a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a675cbb776b5402953bd180b4d6e1d90b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a675cbb776b5402953bd180b4d6e1d90b">stan::agrad::atan2</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:a675cbb776b5402953bd180b4d6e1d90b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc tangent, in radians, of the first variable divided by the second scalar (cmath).  <a href="#a675cbb776b5402953bd180b4d6e1d90b"></a><br/></td></tr>
+<tr class="separator:a675cbb776b5402953bd180b4d6e1d90b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9963689c927130aef845582a1160678b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9963689c927130aef845582a1160678b">stan::agrad::atan2</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a9963689c927130aef845582a1160678b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc tangent, in radians, of the first scalar divided by the second variable (cmath).  <a href="#a9963689c927130aef845582a1160678b"></a><br/></td></tr>
+<tr class="separator:a9963689c927130aef845582a1160678b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<a href="rev_2functions_2atan2_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ATAN2_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ATAN2_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>atan2_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        atan2_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_vv_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(avi-&gt;val_,bvi-&gt;val_),avi,bvi) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          <span class="keywordtype">double</span> a_sq_plus_b_sq = (<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_) + (<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ / a_sq_plus_b_sq;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ / a_sq_plus_b_sq;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      };</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">class </span>atan2_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        atan2_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          op_vd_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(avi-&gt;val_,b),avi,b) {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        }</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;          <span class="keywordtype">double</span> a_sq_plus_b_sq = (<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_) + (<a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a> * <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * bd_ / a_sq_plus_b_sq;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      };</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">class </span>atan2_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        atan2_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          op_dv_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(a,bvi-&gt;val_),a,bvi) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <span class="keywordtype">double</span> a_sq_plus_b_sq = (<a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a> * <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a>) + (<a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a> / a_sq_plus_b_sq;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      };</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> atan2_vv_vari(a.vi_,b.vi_));</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    }</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a675cbb776b5402953bd180b4d6e1d90b">   79</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan2_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b));</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a9963689c927130aef845582a1160678b">   95</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atan2_dv_vari(a,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;    }</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;  }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;}</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<p><a href="rev_2functions_2atan_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0dfbfab0e6051aa349a6090f102f6742"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742">stan::agrad::atan</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a0dfbfab0e6051aa349a6090f102f6742"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the principal value of the arc tangent, in radians, of the specified variable (cmath).  <a href="#a0dfbfab0e6051aa349a6090f102f6742"></a><br/></td></tr>
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+<a href="rev_2functions_2atan_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ATAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ATAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>atan_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        atan_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ / (1.0 + (<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_));</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a0dfbfab0e6051aa349a6090f102f6742" title="Return the principal value of the arc tangent, in radians, of the specified variable (cmath)...">atan</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> atan_vari(a.vi_));</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;}</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/atanh.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2atanh_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memitem:af87034c9a4d6edfc1df46d96069fd68c"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af87034c9a4d6edfc1df46d96069fd68c">stan::agrad::atanh</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:af87034c9a4d6edfc1df46d96069fd68c"><td class="mdescLeft">&#160;</td><td class="mdescRight">The inverse hyperbolic tangent function for variables (C99).  <a href="#af87034c9a4d6edfc1df46d96069fd68c"></a><br/></td></tr>
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+<a href="rev_2functions_2atanh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ATANH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__ATANH_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/atanh.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__equal_8hpp.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>atanh_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        atanh_vari(<span class="keywordtype">double</span> val, vari* avi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          op_v_vari(val,avi) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ / (1.0 - <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ * <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af87034c9a4d6edfc1df46d96069fd68c">   36</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">atanh</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">if</span> (a == 1.0)</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atanh_vari(std::numeric_limits&lt;double&gt;::infinity(),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">if</span> (a == -1.0)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atanh_vari(-std::numeric_limits&lt;double&gt;::infinity(),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> atanh_vari(<a class="code" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">boost::math::atanh</a>(a.<a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>()),a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;}</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/cbrt.hpp&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<p><a href="rev_2functions_2cbrt_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a56daa2a3973305eca89f54b45b215b08"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a56daa2a3973305eca89f54b45b215b08">stan::agrad::cbrt</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a56daa2a3973305eca89f54b45b215b08"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the cube root of the specified variable (C99).  <a href="#a56daa2a3973305eca89f54b45b215b08"></a><br/></td></tr>
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+<a href="rev_2functions_2cbrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__CBRT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__CBRT_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/cbrt.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>cbrt_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        cbrt_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">cbrt</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ / (3.0 * val_ * val_);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a56daa2a3973305eca89f54b45b215b08">   35</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a183eb686f1c72d5de6a1997e53bd2b49">cbrt</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> cbrt_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;}</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
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+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memitem:a3edfb95b57f8b42c6c68968628ba0158"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158">stan::agrad::ceil</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a3edfb95b57f8b42c6c68968628ba0158"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the ceiling of the specified variable (cmath).  <a href="#a3edfb95b57f8b42c6c68968628ba0158"></a><br/></td></tr>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>ceil_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        ceil_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          vari(std::<a class="code" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158" title="Return the ceiling of the specified variable (cmath).">ceil</a>(avi-&gt;val_)) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      };</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a3edfb95b57f8b42c6c68968628ba0158" title="Return the ceiling of the specified variable (cmath).">ceil</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> ceil_vari(a.vi_));</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;  }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;}</div>
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+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memitem:a6f03b0ce8e8e381865f09baa3036d48d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d">stan::agrad::cos</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a6f03b0ce8e8e381865f09baa3036d48d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the cosine of a radian-scaled variable (cmath).  <a href="#a6f03b0ce8e8e381865f09baa3036d48d"></a><br/></td></tr>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>cos_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> cos_vari(a.vi_));</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:a0c2536220a01717d9efc8aa9b993d46b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the hyperbolic cosine of the specified variable (cmath).  <a href="#a0c2536220a01717d9efc8aa9b993d46b"></a><br/></td></tr>
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+<a href="rev_2functions_2cosh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__COSH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__COSH_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>cosh_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        cosh_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b" title="Return the hyperbolic cosine of the specified variable (cmath).">cosh</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5" title="Return the hyperbolic sine of the specified variable (cmath).">std::sinh</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b" title="Return the hyperbolic cosine of the specified variable (cmath).">cosh</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> cosh_vari(a.vi_));</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/erf.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2erf_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memitem:aa84c9d13118bbeb0d8838e79edb33406"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa84c9d13118bbeb0d8838e79edb33406">stan::agrad::erf</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:aa84c9d13118bbeb0d8838e79edb33406"><td class="mdescLeft">&#160;</td><td class="mdescRight">The error function for variables (C99).  <a href="#aa84c9d13118bbeb0d8838e79edb33406"></a><br/></td></tr>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/erf.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2erfc_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a5e56afd5e6984624acdf4e6b0aebc251"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a5e56afd5e6984624acdf4e6b0aebc251">stan::agrad::erfc</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a5e56afd5e6984624acdf4e6b0aebc251"><td class="mdescLeft">&#160;</td><td class="mdescRight">The complementary error function for variables (C99).  <a href="#a5e56afd5e6984624acdf4e6b0aebc251"></a><br/></td></tr>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;}</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2expm1_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a0d2243d6b4d61aa41c095622e61e7a3e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a0d2243d6b4d61aa41c095622e61e7a3e">stan::agrad::expm1</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a0d2243d6b4d61aa41c095622e61e7a3e"><td class="mdescLeft">&#160;</td><td class="mdescRight">The exponentiation of the specified variable minus 1 (C99).  <a href="#a0d2243d6b4d61aa41c095622e61e7a3e"></a><br/></td></tr>
+<tr class="separator:a0d2243d6b4d61aa41c095622e61e7a3e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__EXPM1_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>expm1_vari : <span class="keyword">public</span> op_v_vari {</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        expm1_vari(vari* avi) :</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      };</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="precomp__v__vari_8hpp_source.html">stan/agrad/rev/internal/precomp_v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__negative_8hpp_source.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2fabs_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<tr class="memitem:a16b719a6d38dc2ccc9eeae9ecbdc6cce"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce">stan::agrad::fabs</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a16b719a6d38dc2ccc9eeae9ecbdc6cce"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the absolute value of the variable (cmath).  <a href="#a16b719a6d38dc2ccc9eeae9ecbdc6cce"></a><br/></td></tr>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;}</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2floor_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:aa9046719ea83cad7cf7dace32ede78ce"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce">stan::agrad::floor</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:aa9046719ea83cad7cf7dace32ede78ce"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the floor of the specified variable (cmath).  <a href="#aa9046719ea83cad7cf7dace32ede78ce"></a><br/></td></tr>
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+<div class="title">floor.hpp</div>  </div>
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+<a href="rev_2functions_2floor_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FLOOR_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>floor_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        floor_vari(vari* avi) :</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;}</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2fmax_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6bfbbbe6a55f984d587261a0d7213936"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6bfbbbe6a55f984d587261a0d7213936">stan::agrad::fmax</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a6bfbbbe6a55f984d587261a0d7213936"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum of the two variable arguments (C99).  <a href="#a6bfbbbe6a55f984d587261a0d7213936"></a><br/></td></tr>
+<tr class="separator:a6bfbbbe6a55f984d587261a0d7213936"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae46ecdd6d3cfa395ddfe12b425ae292a"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ae46ecdd6d3cfa395ddfe12b425ae292a">stan::agrad::fmax</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:ae46ecdd6d3cfa395ddfe12b425ae292a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum of the variable and scalar, promoting the scalar to a variable if it is larger (C99).  <a href="#ae46ecdd6d3cfa395ddfe12b425ae292a"></a><br/></td></tr>
+<tr class="separator:ae46ecdd6d3cfa395ddfe12b425ae292a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adc9389efdd26ce3ba31890e70620026b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#adc9389efdd26ce3ba31890e70620026b">stan::agrad::fmax</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:adc9389efdd26ce3ba31890e70620026b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the maximum of a scalar and variable, promoting the scalar to a variable if it is larger (C99).  <a href="#adc9389efdd26ce3ba31890e70620026b"></a><br/></td></tr>
+<tr class="separator:adc9389efdd26ce3ba31890e70620026b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="rev_2functions_2fmax_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FMAX_HPP__</span></div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2fmin_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:af9ad06d7c50e65542e3a83c1d7bf8bcc"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af9ad06d7c50e65542e3a83c1d7bf8bcc">stan::agrad::fmin</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:af9ad06d7c50e65542e3a83c1d7bf8bcc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum of the two variable arguments (C99).  <a href="#af9ad06d7c50e65542e3a83c1d7bf8bcc"></a><br/></td></tr>
+<tr class="separator:af9ad06d7c50e65542e3a83c1d7bf8bcc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a46d5b1c42b386e876cadf5948cdf8256"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a46d5b1c42b386e876cadf5948cdf8256">stan::agrad::fmin</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:a46d5b1c42b386e876cadf5948cdf8256"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum of the variable and scalar, promoting the scalar to a variable if it is larger (C99).  <a href="#a46d5b1c42b386e876cadf5948cdf8256"></a><br/></td></tr>
+<tr class="separator:a46d5b1c42b386e876cadf5948cdf8256"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3afd698a7b861deeca2539c60ce89743"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3afd698a7b861deeca2539c60ce89743">stan::agrad::fmin</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a3afd698a7b861deeca2539c60ce89743"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the minimum of a scalar and variable, promoting the scalar to a variable if it is larger (C99).  <a href="#a3afd698a7b861deeca2539c60ce89743"></a><br/></td></tr>
+<tr class="separator:a3afd698a7b861deeca2539c60ce89743"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2fmod_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:ad475182b7f8b4849bb596e2529838bb6"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6">stan::agrad::fmod</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:ad475182b7f8b4849bb596e2529838bb6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the floating point remainder after dividing the first variable by the second (cmath).  <a href="#ad475182b7f8b4849bb596e2529838bb6"></a><br/></td></tr>
+<tr class="separator:ad475182b7f8b4849bb596e2529838bb6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a48a712f23dfb6e5fe484fdda678bdff9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the floating point remainder after dividing the the first variable by the second scalar (cmath).  <a href="#a48a712f23dfb6e5fe484fdda678bdff9"></a><br/></td></tr>
+<tr class="separator:a48a712f23dfb6e5fe484fdda678bdff9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a478d71eb2e0aeb0df8fdba5c6933a2e6"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a478d71eb2e0aeb0df8fdba5c6933a2e6">stan::agrad::fmod</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a478d71eb2e0aeb0df8fdba5c6933a2e6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the floating point remainder after dividing the first scalar by the second variable (cmath).  <a href="#a478d71eb2e0aeb0df8fdba5c6933a2e6"></a><br/></td></tr>
+<tr class="separator:a478d71eb2e0aeb0df8fdba5c6933a2e6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">fmod.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="rev_2functions_2fmod_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__FMOD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__FMOD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>fmod_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        fmod_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_vv_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(avi-&gt;val_,bvi-&gt;val_),avi,bvi) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ * <span class="keyword">static_cast&lt;</span><span class="keywordtype">int</span><span class="keyword">&gt;</span>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_ / <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      };</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">class </span>fmod_vd_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        fmod_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(avi-&gt;val_,b),avi) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        }</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      };</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">class </span>fmod_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        fmod_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          op_dv_vari(std::<a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(a,bvi-&gt;val_),a,bvi) {</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          <span class="keywordtype">int</span> d = <span class="keyword">static_cast&lt;</span><span class="keywordtype">int</span><span class="keyword">&gt;</span>(<a class="code" href="agrad__thread__safe_8hpp.html#a7e82ab18118812301f1d7f89468aab1f">ad_</a> / <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_ * d;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      };</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    }</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    </div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> fmod_vv_vari(a.vi_,b.vi_));</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;  </div>
+<div class="line"><a name="l00081"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a48a712f23dfb6e5fe484fdda678bdff9">   81</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fmod_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b));</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    }</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00098"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a478d71eb2e0aeb0df8fdba5c6933a2e6">   98</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#ad475182b7f8b4849bb596e2529838bb6" title="Return the floating point remainder after dividing the first variable by the second (cmath)...">fmod</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> fmod_dv_vari(a,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    }</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;}</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/math/special_functions/hypot.hpp&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2hypot_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aca9ecbd3c8db717865343fe7dc363490"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aca9ecbd3c8db717865343fe7dc363490">stan::agrad::hypot</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:aca9ecbd3c8db717865343fe7dc363490"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99).  <a href="#aca9ecbd3c8db717865343fe7dc363490"></a><br/></td></tr>
+<tr class="separator:aca9ecbd3c8db717865343fe7dc363490"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4671da443c63a084e9511fc3dad810c6"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a4671da443c63a084e9511fc3dad810c6">stan::agrad::hypot</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a, const double &amp;b)</td></tr>
+<tr class="memdesc:a4671da443c63a084e9511fc3dad810c6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99).  <a href="#a4671da443c63a084e9511fc3dad810c6"></a><br/></td></tr>
+<tr class="separator:a4671da443c63a084e9511fc3dad810c6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6b4379c4eaaa6367836430274d82a06b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6b4379c4eaaa6367836430274d82a06b">stan::agrad::hypot</a> (const double &amp;a, const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;b)</td></tr>
+<tr class="memdesc:a6b4379c4eaaa6367836430274d82a06b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the length of the hypoteneuse of a right triangle with sides of the specified lengths (C99).  <a href="#a6b4379c4eaaa6367836430274d82a06b"></a><br/></td></tr>
+<tr class="separator:a6b4379c4eaaa6367836430274d82a06b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2functions_2hypot_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__HYPOT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__HYPOT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/hypot.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">class </span>hypot_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        hypot_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;          op_vv_vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">hypot</a>(avi-&gt;val_,bvi-&gt;val_),</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                     avi,bvi) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ += adj_ * <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;val_ / val_;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        }</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        hypot_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
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+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                    avi) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        }</div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aca9ecbd3c8db717865343fe7dc363490">   54</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">hypot</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                     <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; b) {</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> hypot_vv_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a4671da443c63a084e9511fc3dad810c6">   73</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#abefe7efd440d029f4ae53c723c1835cf">hypot</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                     <span class="keyword">const</span> <span class="keywordtype">double</span>&amp; b) {</div>
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+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    }</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2log10_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6eb95bc79aff1cd13c794525c5a907e8"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a6eb95bc79aff1cd13c794525c5a907e8">stan::agrad::log10</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a6eb95bc79aff1cd13c794525c5a907e8"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the base 10 log of the specified variable (cmath).  <a href="#a6eb95bc79aff1cd13c794525c5a907e8"></a><br/></td></tr>
+<tr class="separator:a6eb95bc79aff1cd13c794525c5a907e8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Variable Documentation</h2>
+<a class="anchor" id="ad5fa8da685c6b471f471d6ed4fc99ebd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const double exp_val_</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2functions_2log10_8hpp_source.html#l00015">15</a> of file <a class="el" href="rev_2functions_2log10_8hpp_source.html">log10.hpp</a>.</p>
+
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="rev_2functions_2log10_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__LOG10_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__LOG10_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>log10_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="rev_2functions_2log10_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">   15</a></span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="agrad__thread__safe_8hpp.html#ad5fa8da685c6b471f471d6ed4fc99ebd">exp_val_</a>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        log10_vari(vari* avi) :</div>
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+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="rev_2functions_2sqrt_8hpp_source.html">stan/agrad/rev/functions/sqrt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/rev/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2pow_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<tr class="memdesc:ab1f104b0302a07417e72b4dbae3fc74c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the base raised to the power of the exponent (cmath).  <a href="#ab1f104b0302a07417e72b4dbae3fc74c"></a><br/></td></tr>
+<tr class="separator:ab1f104b0302a07417e72b4dbae3fc74c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:add7765fa6394e825bd26a69f84218193"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the base variable raised to the power of the exponent scalar (cmath).  <a href="#add7765fa6394e825bd26a69f84218193"></a><br/></td></tr>
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+<tr class="memdesc:acd1d27b770b1609c7f161ed57c4621ac"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the base scalar raised to the power of the exponent variable (cmath).  <a href="#acd1d27b770b1609c7f161ed57c4621ac"></a><br/></td></tr>
+<tr class="separator:acd1d27b770b1609c7f161ed57c4621ac"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordflow">if</span> (exponent == 1.0)</div>
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+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
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+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> pow_dv_vari(base,exponent.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;  }</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;}</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+</div>
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+<div class="title">round.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/math/special_functions/round.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2round_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ad590e62d8c71957c7af8415e85905161"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad590e62d8c71957c7af8415e85905161">stan::agrad::round</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:ad590e62d8c71957c7af8415e85905161"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the rounded form of the specified variable (C99).  <a href="#ad590e62d8c71957c7af8415e85905161"></a><br/></td></tr>
+<tr class="separator:ad590e62d8c71957c7af8415e85905161"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="rev_2functions_2round_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__ROUND_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/round.hpp&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="comment">// derivative 0 almost everywhere</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>round_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        round_vari(vari* avi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">round</a>(avi-&gt;val_)) {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ad590e62d8c71957c7af8415e85905161">   35</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#afec6a38f518019111c47c6e6c2a593b2">round</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> round_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;  }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;}</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">sin.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2sin_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a7b48feb9c99466a3be1efb1abc686779"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779">stan::agrad::sin</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a7b48feb9c99466a3be1efb1abc686779"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the sine of a radian-scaled variable (cmath).  <a href="#a7b48feb9c99466a3be1efb1abc686779"></a><br/></td></tr>
+<tr class="separator:a7b48feb9c99466a3be1efb1abc686779"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<a href="rev_2functions_2sin_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__SIN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__SIN_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>sin_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        sin_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">sin</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ * <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">std::cos</a>(<a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;val_);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">sin</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> sin_vari(a.vi_));</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;valarray&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2sinh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:afac6cdf77cc95b678ffde768754810e5"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#afac6cdf77cc95b678ffde768754810e5">stan::agrad::sinh</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:afac6cdf77cc95b678ffde768754810e5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the hyperbolic sine of the specified variable (cmath).  <a href="#afac6cdf77cc95b678ffde768754810e5"></a><br/></td></tr>
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+</div>
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+<a href="rev_2functions_2sinh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__SINH_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;valarray&gt;</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>sinh_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> sinh_vari(a.vi_));</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;  }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2sqrt_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<tr class="memdesc:a14e7c78163cf5677786955053de27a98"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the square root of the specified variable (cmath).  <a href="#a14e7c78163cf5677786955053de27a98"></a><br/></td></tr>
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+<div class="title">sqrt.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="rev_2functions_2sqrt_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__SQRT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__SQRT_HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>sqrt_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<a href="#namespaces">Namespaces</a> &#124;
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+<div class="title">tan.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2tan_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:adbc956463e3d58643e2a10dd3b6fd00c"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c">stan::agrad::tan</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:adbc956463e3d58643e2a10dd3b6fd00c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the tangent of a radian-scaled variable (cmath).  <a href="#adbc956463e3d58643e2a10dd3b6fd00c"></a><br/></td></tr>
+<tr class="separator:adbc956463e3d58643e2a10dd3b6fd00c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="rev_2functions_2tan_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__TAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__TAN_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>tan_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        tan_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c" title="Return the tangent of a radian-scaled variable (cmath).">tan</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      };</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#adbc956463e3d58643e2a10dd3b6fd00c" title="Return the tangent of a radian-scaled variable (cmath).">tan</a>(<span class="keyword">const</span> var&amp; a) {</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> tan_vari(a.vi_));</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
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+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;}</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2tanh_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a9e4ae39cc622b5388d16b971616da01d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d">stan::agrad::tanh</a> (const var &amp;a)</td></tr>
+<tr class="memdesc:a9e4ae39cc622b5388d16b971616da01d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the hyperbolic tangent of the specified variable (cmath).  <a href="#a9e4ae39cc622b5388d16b971616da01d"></a><br/></td></tr>
+<tr class="separator:a9e4ae39cc622b5388d16b971616da01d"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<a href="rev_2functions_2tanh_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__TANH_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__TANH_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>tanh_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        tanh_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(std::<a class="code" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d" title="Return the hyperbolic tangent of the specified variable (cmath).">tanh</a>(avi-&gt;val_),avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_ / (cosh * <a class="code" href="namespacestan_1_1agrad.html#a0c2536220a01717d9efc8aa9b993d46b" title="Return the hyperbolic cosine of the specified variable (cmath).">cosh</a>);</div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/digamma.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="v__vari_8hpp_source.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2tgamma_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ad3efbbe0949604d6a169864776508b5d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad3efbbe0949604d6a169864776508b5d">stan::agrad::tgamma</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:ad3efbbe0949604d6a169864776508b5d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the Gamma function applied to the specified variable (C99).  <a href="#ad3efbbe0949604d6a169864776508b5d"></a><br/></td></tr>
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+<a href="rev_2functions_2tgamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__TGAMMA_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/digamma.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="v__vari_8hpp.html">stan/agrad/rev/internal/v_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>tgamma_vari : <span class="keyword">public</span> op_v_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        tgamma_vari(vari* avi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_v_vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(avi-&gt;val_), avi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/special_functions/trunc.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2functions_2trunc_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:af5cde78a4f7b7ee45f8f98c75343174e"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#af5cde78a4f7b7ee45f8f98c75343174e">stan::agrad::trunc</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:af5cde78a4f7b7ee45f8f98c75343174e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the truncatation of the specified variable (C99).  <a href="#af5cde78a4f7b7ee45f8f98c75343174e"></a><br/></td></tr>
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+<a href="rev_2functions_2trunc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__FUNCTIONS__TRUNC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__FUNCTIONS__TRUNC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/special_functions/trunc.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="comment">// derivative 0 almost everywhere</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>trunc_vari : <span class="keyword">public</span> vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        trunc_vari(vari* avi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          vari(boost::math::<a class="code" href="namespacestan_1_1agrad.html#aea02c702f338cc531cdb7b6e11344b34">trunc</a>(avi-&gt;val_)) { </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      };</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af5cde78a4f7b7ee45f8f98c75343174e">   34</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#aea02c702f338cc531cdb7b6e11344b34">trunc</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">stan::agrad::var</a>&amp; a) {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> trunc_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;}</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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new file mode 100644
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+<div class="textblock"><code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
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+<p><a href="rev_2numeric__limits_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Specialization of numeric limits for var objects.  <a href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#details">More...</a><br/></td></tr>
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+<tr class="memdesc:namespacestd"><td class="mdescLeft">&#160;</td><td class="mdescRight">Template specification of functions in std for Stan. <br/></td></tr>
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+<tr class="memitem:a197a4417fc07456e4f2d545e176dc97a"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestd.html#a197a4417fc07456e4f2d545e176dc97a">std::isnan</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a197a4417fc07456e4f2d545e176dc97a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number is NaN.  <a href="#a197a4417fc07456e4f2d545e176dc97a"></a><br/></td></tr>
+<tr class="separator:a197a4417fc07456e4f2d545e176dc97a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a458a0f3c809188e7fb9a9e10d335ac60"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestd.html#a458a0f3c809188e7fb9a9e10d335ac60">std::isinf</a> (const <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &amp;a)</td></tr>
+<tr class="memdesc:a458a0f3c809188e7fb9a9e10d335ac60"><td class="mdescLeft">&#160;</td><td class="mdescRight">Checks if the given number is infinite.  <a href="#a458a0f3c809188e7fb9a9e10d335ac60"></a><br/></td></tr>
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+<a href="rev_2numeric__limits_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__NUMERIC_LIMITS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__NUMERIC_LIMITS_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>std {</div>
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+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">template</span>&lt;&gt; </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2operators_2operator__addition_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a9b0bdcc1fdb32b8025983612faa4900d"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a9b0bdcc1fdb32b8025983612faa4900d">stan::agrad::operator+</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a9b0bdcc1fdb32b8025983612faa4900d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Addition operator for variables (C++).  <a href="#a9b0bdcc1fdb32b8025983612faa4900d"></a><br/></td></tr>
+<tr class="separator:a9b0bdcc1fdb32b8025983612faa4900d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adf0933c87c5d700de971755f40979d2a"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#adf0933c87c5d700de971755f40979d2a">stan::agrad::operator+</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:adf0933c87c5d700de971755f40979d2a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Addition operator for variable and scalar (C++).  <a href="#adf0933c87c5d700de971755f40979d2a"></a><br/></td></tr>
+<tr class="separator:adf0933c87c5d700de971755f40979d2a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a71d87c889481dd165b69e5ae18afd358"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a71d87c889481dd165b69e5ae18afd358">stan::agrad::operator+</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a71d87c889481dd165b69e5ae18afd358"><td class="mdescLeft">&#160;</td><td class="mdescRight">Addition operator for scalar and variable (C++).  <a href="#a71d87c889481dd165b69e5ae18afd358"></a><br/></td></tr>
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+<a href="rev_2operators_2operator__addition_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_ADDITION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_ADDITION_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keyword">class </span>add_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        add_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;          op_vv_vari(avi-&gt;val_ + bvi-&gt;val_, avi, bvi) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a3c56114bde6eda1fc7d8a2a86c7df5e0" title="Unary plus operator for variables (C++).">operator+</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {    </div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    }</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a71d87c889481dd165b69e5ae18afd358">   79</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a3c56114bde6eda1fc7d8a2a86c7df5e0" title="Unary plus operator for variables (C++).">operator+</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">if</span> (a == 0.0)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="keywordflow">return</span> b;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> add_vd_vari(b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,a)); <span class="comment">// by symmetry</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    }</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  }</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;}</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
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+Functions</h2></td></tr>
+<tr class="memitem:a7712039ced9aa4a7d848369b36a81832"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7712039ced9aa4a7d848369b36a81832">stan::agrad::operator/</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a7712039ced9aa4a7d848369b36a81832"><td class="mdescLeft">&#160;</td><td class="mdescRight">Division operator for two variables (C++).  <a href="#a7712039ced9aa4a7d848369b36a81832"></a><br/></td></tr>
+<tr class="separator:a7712039ced9aa4a7d848369b36a81832"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:acfdf2b1289c99bb87bc37e44dae5b3c4"><td class="mdescLeft">&#160;</td><td class="mdescRight">Division operator for dividing a variable by a scalar (C++).  <a href="#acfdf2b1289c99bb87bc37e44dae5b3c4"></a><br/></td></tr>
+<tr class="separator:acfdf2b1289c99bb87bc37e44dae5b3c4"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:aef6041bf907aa9f560f2902c96d9befb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Division operator for dividing a scalar by a variable (C++).  <a href="#aef6041bf907aa9f560f2902c96d9befb"></a><br/></td></tr>
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+<a href="rev_2operators_2operator__division_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_DIVISION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_DIVISION_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
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+<p><a href="rev_2operators_2operator__equal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a830d82c706b521cee378eb7e8a0cd7b7"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a830d82c706b521cee378eb7e8a0cd7b7">stan::agrad::operator==</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a830d82c706b521cee378eb7e8a0cd7b7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Equality operator comparing two variables' values (C++).  <a href="#a830d82c706b521cee378eb7e8a0cd7b7"></a><br/></td></tr>
+<tr class="separator:a830d82c706b521cee378eb7e8a0cd7b7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1188a11f7af64553356cad475e6d6fd7"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1188a11f7af64553356cad475e6d6fd7">stan::agrad::operator==</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:a1188a11f7af64553356cad475e6d6fd7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Equality operator comparing a variable's value and a double (C++).  <a href="#a1188a11f7af64553356cad475e6d6fd7"></a><br/></td></tr>
+<tr class="separator:a1188a11f7af64553356cad475e6d6fd7"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:adf03ce96aca2d91ebfd9082ddb08ab60"><td class="mdescLeft">&#160;</td><td class="mdescRight">Equality operator comparing a scalar and a variable's value (C++).  <a href="#adf03ce96aca2d91ebfd9082ddb08ab60"></a><br/></td></tr>
+<tr class="separator:adf03ce96aca2d91ebfd9082ddb08ab60"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_EQUAL_HPP__</span></div>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ad712e7d5e7b6ac090a17367ce063ad12"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad712e7d5e7b6ac090a17367ce063ad12">stan::agrad::operator&gt;</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:ad712e7d5e7b6ac090a17367ce063ad12"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than operator comparing variables' values (C++).  <a href="#ad712e7d5e7b6ac090a17367ce063ad12"></a><br/></td></tr>
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+<tr class="memdesc:a15ed77a2c9f81fb7293fdd4748a6ea53"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than operator comparing variable's value and double (C++).  <a href="#a15ed77a2c9f81fb7293fdd4748a6ea53"></a><br/></td></tr>
+<tr class="separator:a15ed77a2c9f81fb7293fdd4748a6ea53"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a8c76a2c886c5a8dfd04a8db314b023dc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than operator comparing a double and a variable's value (C++).  <a href="#a8c76a2c886c5a8dfd04a8db314b023dc"></a><br/></td></tr>
+<tr class="separator:a8c76a2c886c5a8dfd04a8db314b023dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__greater__than_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_GREATER_THAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_GREATER_THAN_HPP__</span></div>
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+<p><a href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a31cdf0b7a08d01a685d30822f9d395dc"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a31cdf0b7a08d01a685d30822f9d395dc">stan::agrad::operator&gt;=</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a31cdf0b7a08d01a685d30822f9d395dc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than or equal operator comparing two variables' values (C++).  <a href="#a31cdf0b7a08d01a685d30822f9d395dc"></a><br/></td></tr>
+<tr class="separator:a31cdf0b7a08d01a685d30822f9d395dc"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a9907066c12b56235c233ec56e108b684"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than or equal operator comparing variable's value and double (C++).  <a href="#a9907066c12b56235c233ec56e108b684"></a><br/></td></tr>
+<tr class="separator:a9907066c12b56235c233ec56e108b684"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a89e08d2dddf60454bbae9c3a7078d14a"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a89e08d2dddf60454bbae9c3a7078d14a">stan::agrad::operator&gt;=</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a89e08d2dddf60454bbae9c3a7078d14a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Greater than or equal operator comparing double and variable's value (C++).  <a href="#a89e08d2dddf60454bbae9c3a7078d14a"></a><br/></td></tr>
+<tr class="separator:a89e08d2dddf60454bbae9c3a7078d14a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__greater__than__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_GREATER_THAN_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_GREATER_THAN_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1agrad.html#a31cdf0b7a08d01a685d30822f9d395dc" title="Greater than or equal operator comparing two variables&#39; values (C++).">operator&gt;=</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> a.val() &gt;= b.val();</div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a7ee2f26775300ee2e40be6815f68cc2f"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7ee2f26775300ee2e40be6815f68cc2f">stan::agrad::operator&lt;</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a7ee2f26775300ee2e40be6815f68cc2f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than operator comparing variables' values (C++).  <a href="#a7ee2f26775300ee2e40be6815f68cc2f"></a><br/></td></tr>
+<tr class="separator:a7ee2f26775300ee2e40be6815f68cc2f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:ad3a4834d55bf56c24cc32d847f2c4116"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than operator comparing variable's value and a double (C++).  <a href="#ad3a4834d55bf56c24cc32d847f2c4116"></a><br/></td></tr>
+<tr class="separator:ad3a4834d55bf56c24cc32d847f2c4116"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a190ba1fcff502eab8db57971c2fee3c2"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a190ba1fcff502eab8db57971c2fee3c2">stan::agrad::operator&lt;</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a190ba1fcff502eab8db57971c2fee3c2"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than operator comparing a double and variable's value (C++).  <a href="#a190ba1fcff502eab8db57971c2fee3c2"></a><br/></td></tr>
+<tr class="separator:a190ba1fcff502eab8db57971c2fee3c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__less__than_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_LESS_THAN_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_LESS_THAN_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a16c687c4cda4039dc722cfbccb98a836"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a16c687c4cda4039dc722cfbccb98a836">stan::agrad::operator&lt;=</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a16c687c4cda4039dc722cfbccb98a836"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than or equal operator comparing two variables' values (C++).  <a href="#a16c687c4cda4039dc722cfbccb98a836"></a><br/></td></tr>
+<tr class="separator:a16c687c4cda4039dc722cfbccb98a836"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad79a6afe31a88499457cd316da3228f6"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ad79a6afe31a88499457cd316da3228f6">stan::agrad::operator&lt;=</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:ad79a6afe31a88499457cd316da3228f6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than or equal operator comparing a variable's value and a scalar (C++).  <a href="#ad79a6afe31a88499457cd316da3228f6"></a><br/></td></tr>
+<tr class="separator:ad79a6afe31a88499457cd316da3228f6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a95038cb175ff8a78ae74260dad67762a"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a95038cb175ff8a78ae74260dad67762a">stan::agrad::operator&lt;=</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a95038cb175ff8a78ae74260dad67762a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Less than or equal operator comparing a double and variable's value (C++).  <a href="#a95038cb175ff8a78ae74260dad67762a"></a><br/></td></tr>
+<tr class="separator:a95038cb175ff8a78ae74260dad67762a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__less__than__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_LESS_THAN_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_LESS_THAN_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code" href="namespacestan_1_1agrad.html#a16c687c4cda4039dc722cfbccb98a836" title="Less than or equal operator comparing two variables&#39; values (C++).">operator&lt;=</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordflow">return</span> a.val() &lt;= b.val();</div>
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+Functions</h2></td></tr>
+<tr class="memitem:ab98d09a4888ed80cc22ef9fbdd63c725"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#ab98d09a4888ed80cc22ef9fbdd63c725">stan::agrad::operator*</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:ab98d09a4888ed80cc22ef9fbdd63c725"><td class="mdescLeft">&#160;</td><td class="mdescRight">Multiplication operator for two variables (C++).  <a href="#ab98d09a4888ed80cc22ef9fbdd63c725"></a><br/></td></tr>
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+<tr class="memdesc:a19282727c9f5d3b03a33fc3e1400ffe9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Multiplication operator for a variable and a scalar (C++).  <a href="#a19282727c9f5d3b03a33fc3e1400ffe9"></a><br/></td></tr>
+<tr class="separator:a19282727c9f5d3b03a33fc3e1400ffe9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a8683cc0c4ae269dde86a7a75adff3962"><td class="mdescLeft">&#160;</td><td class="mdescRight">Multiplication operator for a scalar and a variable (C++).  <a href="#a8683cc0c4ae269dde86a7a75adff3962"></a><br/></td></tr>
+<tr class="separator:a8683cc0c4ae269dde86a7a75adff3962"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="rev_2operators_2operator__multiplication_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_MULTIPLICATION_HPP__</span></div>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a63631a963a524e14c26616a546e75ad7"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a63631a963a524e14c26616a546e75ad7">stan::agrad::operator!=</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a63631a963a524e14c26616a546e75ad7"><td class="mdescLeft">&#160;</td><td class="mdescRight">Inequality operator comparing two variables' values (C++).  <a href="#a63631a963a524e14c26616a546e75ad7"></a><br/></td></tr>
+<tr class="separator:a63631a963a524e14c26616a546e75ad7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7bb28051fbfb4acffa58bc94a78fcf20"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a7bb28051fbfb4acffa58bc94a78fcf20">stan::agrad::operator!=</a> (const var &amp;a, const double b)</td></tr>
+<tr class="memdesc:a7bb28051fbfb4acffa58bc94a78fcf20"><td class="mdescLeft">&#160;</td><td class="mdescRight">Inequality operator comparing a variable's value and a double (C++).  <a href="#a7bb28051fbfb4acffa58bc94a78fcf20"></a><br/></td></tr>
+<tr class="separator:a7bb28051fbfb4acffa58bc94a78fcf20"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3068e402162a891ca257dc2bd55fe47e"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a3068e402162a891ca257dc2bd55fe47e">stan::agrad::operator!=</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a3068e402162a891ca257dc2bd55fe47e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Inequality operator comparing a double and a variable's value (C++).  <a href="#a3068e402162a891ca257dc2bd55fe47e"></a><br/></td></tr>
+<tr class="separator:a3068e402162a891ca257dc2bd55fe47e"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;}</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vv__vari_8hpp_source.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vd__vari_8hpp_source.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="dv__vari_8hpp_source.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</code><br/>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a50db79b36e350ddadea93da21467bd2b"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a50db79b36e350ddadea93da21467bd2b">stan::agrad::operator-</a> (const var &amp;a, const var &amp;b)</td></tr>
+<tr class="memdesc:a50db79b36e350ddadea93da21467bd2b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Subtraction operator for variables (C++).  <a href="#a50db79b36e350ddadea93da21467bd2b"></a><br/></td></tr>
+<tr class="separator:a50db79b36e350ddadea93da21467bd2b"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:aab2ad74276bb5b689f6d3e4a3d68b588"><td class="mdescLeft">&#160;</td><td class="mdescRight">Subtraction operator for variable and scalar (C++).  <a href="#aab2ad74276bb5b689f6d3e4a3d68b588"></a><br/></td></tr>
+<tr class="separator:aab2ad74276bb5b689f6d3e4a3d68b588"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2f4fae66485d0711155ff06709d90d40"><td class="memItemLeft" align="right" valign="top">var&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a2f4fae66485d0711155ff06709d90d40">stan::agrad::operator-</a> (const double a, const var &amp;b)</td></tr>
+<tr class="memdesc:a2f4fae66485d0711155ff06709d90d40"><td class="mdescLeft">&#160;</td><td class="mdescRight">Subtraction operator for scalar and variable (C++).  <a href="#a2f4fae66485d0711155ff06709d90d40"></a><br/></td></tr>
+<tr class="separator:a2f4fae66485d0711155ff06709d90d40"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">operator_subtraction.hpp</div>  </div>
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+<a href="rev_2operators_2operator__subtraction_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS__OPERATOR_SUBTRACTION_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS__OPERATOR_SUBTRACTION_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vv__vari_8hpp.html">stan/agrad/rev/internal/vv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vd__vari_8hpp.html">stan/agrad/rev/internal/vd_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="dv__vari_8hpp.html">stan/agrad/rev/internal/dv_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">namespace </span>{</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keyword">class </span>subtract_vv_vari : <span class="keyword">public</span> op_vv_vari {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        subtract_vv_vari(vari* avi, vari* bvi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          op_vv_vari(avi-&gt;val_ - bvi-&gt;val_, avi, bvi) {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      };</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      <span class="keyword">class </span>subtract_vd_vari : <span class="keyword">public</span> op_vd_vari {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        subtract_vd_vari(vari* avi, <span class="keywordtype">double</span> b) :</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          op_vd_vari(avi-&gt;val_ - b, avi, b) {</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>-&gt;adj_ += adj_;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      };</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">class </span>subtract_dv_vari : <span class="keyword">public</span> op_dv_vari {</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        subtract_dv_vari(<span class="keywordtype">double</span> a, vari* bvi) :</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          op_dv_vari(a - bvi-&gt;val_, a, bvi) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordtype">void</span> chain() {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>-&gt;adj_ -= adj_;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      };</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    }</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    <span class="keyword">inline</span> var <a class="code" href="namespacestan_1_1agrad.html#a32cdb534a0a3e4efb74ac57b240b2abd" title="Unary negation operator for variables (C++).">operator-</a>(<span class="keyword">const</span> var&amp; a, <span class="keyword">const</span> var&amp; b) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">return</span> var(<span class="keyword">new</span> subtract_vv_vari(a.vi_,b.vi_));</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aab2ad74276bb5b689f6d3e4a3d68b588">   74</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a32cdb534a0a3e4efb74ac57b240b2abd" title="Unary negation operator for variables (C++).">operator-</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; a, <span class="keyword">const</span> <span class="keywordtype">double</span> b) {</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <span class="keywordflow">if</span> (b == 0.0)</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;        <span class="keywordflow">return</span> a;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> subtract_vd_vari(a.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>,b));</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    }</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00091"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2f4fae66485d0711155ff06709d90d40">   91</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a32cdb534a0a3e4efb74ac57b240b2abd" title="Unary negation operator for variables (C++).">operator-</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> a, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(<span class="keyword">new</span> subtract_dv_vari(a,b.<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>));</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    }</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;  }</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;}</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="title">operators.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="rev_2operators_2operator__addition_8hpp_source.html">stan/agrad/rev/operators/operator_addition.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__divide__equal_8hpp_source.html">stan/agrad/rev/operators/operator_divide_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__division_8hpp_source.html">stan/agrad/rev/operators/operator_division.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__equal_8hpp_source.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__greater__than__or__equal_8hpp_source.html">stan/agrad/rev/operators/operator_greater_than_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__less__than_8hpp_source.html">stan/agrad/rev/operators/operator_less_than.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__less__than__or__equal_8hpp_source.html">stan/agrad/rev/operators/operator_less_than_or_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__minus__equal_8hpp_source.html">stan/agrad/rev/operators/operator_minus_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__multiplication_8hpp_source.html">stan/agrad/rev/operators/operator_multiplication.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__multiply__equal_8hpp_source.html">stan/agrad/rev/operators/operator_multiply_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__not__equal_8hpp_source.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__plus__equal_8hpp_source.html">stan/agrad/rev/operators/operator_plus_equal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_2operator__subtraction_8hpp_source.html">stan/agrad/rev/operators/operator_subtraction.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__decrement_8hpp_source.html">stan/agrad/rev/operators/operator_unary_decrement.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__increment_8hpp_source.html">stan/agrad/rev/operators/operator_unary_increment.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__negative_8hpp_source.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__not_8hpp_source.html">stan/agrad/rev/operators/operator_unary_not.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="operator__unary__plus_8hpp_source.html">stan/agrad/rev/operators/operator_unary_plus.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_2operators_8hpp_source.html">Go to the source code of this file.</a></p>
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+<div class="title">operators.hpp</div>  </div>
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+<a href="rev_2operators_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__OPERATORS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__OPERATORS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__addition_8hpp.html">stan/agrad/rev/operators/operator_addition.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__divide__equal_8hpp.html">stan/agrad/rev/operators/operator_divide_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__division_8hpp.html">stan/agrad/rev/operators/operator_division.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__equal_8hpp.html">stan/agrad/rev/operators/operator_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than_8hpp.html">stan/agrad/rev/operators/operator_greater_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__greater__than__or__equal_8hpp.html">stan/agrad/rev/operators/operator_greater_than_or_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__less__than_8hpp.html">stan/agrad/rev/operators/operator_less_than.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__less__than__or__equal_8hpp.html">stan/agrad/rev/operators/operator_less_than_or_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__minus__equal_8hpp.html">stan/agrad/rev/operators/operator_minus_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__multiplication_8hpp.html">stan/agrad/rev/operators/operator_multiplication.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__multiply__equal_8hpp.html">stan/agrad/rev/operators/operator_multiply_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__not__equal_8hpp.html">stan/agrad/rev/operators/operator_not_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__plus__equal_8hpp.html">stan/agrad/rev/operators/operator_plus_equal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rev_2operators_2operator__subtraction_8hpp.html">stan/agrad/rev/operators/operator_subtraction.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__decrement_8hpp.html">stan/agrad/rev/operators/operator_unary_decrement.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__increment_8hpp.html">stan/agrad/rev/operators/operator_unary_increment.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__negative_8hpp.html">stan/agrad/rev/operators/operator_unary_negative.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__not_8hpp.html">stan/agrad/rev/operators/operator_unary_not.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="operator__unary__plus_8hpp.html">stan/agrad/rev/operators/operator_unary_plus.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">rev.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var__stack_8hpp_source.html">stan/agrad/rev/var_stack.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="chainable_8hpp_source.html">stan/agrad/rev/chainable.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="print__stack_8hpp_source.html">stan/agrad/rev/print_stack.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="boost__fpclassify_8hpp_source.html">stan/agrad/rev/boost_fpclassify.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">stan/agrad/rev/numeric_limits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal_8hpp_source.html">stan/agrad/rev/internal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rev_2operators_8hpp_source.html">stan/agrad/rev/operators.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2functions_8hpp_source.html">stan/agrad/rev/functions.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2error__handling_8hpp_source.html">stan/agrad/rev/error_handling.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rev_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="row_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ab540ec1825d8a36cf690a3f061d544bb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ab540ec1825d8a36cf690a3f061d544bb"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab540ec1825d8a36cf690a3f061d544bb">stan::math::row</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m, size_t i)</td></tr>
+<tr class="memdesc:ab540ec1825d8a36cf690a3f061d544bb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified row of the specified matrix, using start-at-1 indexing.  <a href="#ab540ec1825d8a36cf690a3f061d544bb"></a><br/></td></tr>
+<tr class="separator:ab540ec1825d8a36cf690a3f061d544bb"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="title">row.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="row_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ROW_HPP__</span></div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
diff --git a/doc/api/html/rows_8hpp.html b/doc/api/html/rows_8hpp.html
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">rows.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="rows_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:adb157990709e17068a450238d0a579fb"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:adb157990709e17068a450238d0a579fb"><td class="memTemplItemLeft" align="right" valign="top">size_t&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">stan::math::rows</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:adb157990709e17068a450238d0a579fb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">rows.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="rows_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__ROWS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__ROWS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keywordtype">size_t</span> </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">   12</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#adb157990709e17068a450238d0a579fb">rows</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keywordflow">return</span> m.rows();</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    }</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1sample.html">stan::mcmc::sample</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1mcmc"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1mcmc.html">stan::mcmc</a></td></tr>
+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/sample_8hpp_source.html b/doc/api/html/sample_8hpp_source.html
new file mode 100644
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="sample_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__SAMPLE__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__SAMPLE__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    </div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html">   13</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1sample.html">sample</a> {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      Eigen::VectorXd _cont_params; <span class="comment">// Continuous coordinates of sample</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordtype">double</span> _log_prob;             <span class="comment">// Log probability of sample</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keywordtype">double</span> _accept_stat;          <span class="comment">// Acceptance statistic of transition</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#a028816248fc7ec7dbee24d0e7ea621dc">   23</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1sample.html#a028816248fc7ec7dbee24d0e7ea621dc">sample</a>(<span class="keyword">const</span> Eigen::VectorXd&amp; q,</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;             <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">log_prob</a>,</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;             <span class="keywordtype">double</span> stat) :</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      _cont_params(q),</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      _log_prob(log_prob),</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      _accept_stat(stat) {};</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#a20ad72aee8c1982a32277a374401f6db">   30</a></span>&#160;      <span class="keyword">virtual</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#a20ad72aee8c1982a32277a374401f6db">~sample</a>() {}; <span class="comment">// No-op</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      </div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#aadbb128a85fb6d72df04d3097acfc3e5">   32</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#aadbb128a85fb6d72df04d3097acfc3e5">size_cont</a>()<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      </div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">   36</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#aa6dbff10de92bcd52e156ac8ca8eba6e">cont_params</a>(<span class="keywordtype">int</span> k)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        <span class="keywordflow">return</span> _cont_params(k);</div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      </div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#ae659b68fe8ac4a7a87fcd53549133c90">   40</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#ae659b68fe8ac4a7a87fcd53549133c90">cont_params</a>(Eigen::VectorXd&amp; x)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#afa5f116f5b79a757bfb7d68931bd3c17">   44</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd&amp; <a class="code" href="classstan_1_1mcmc_1_1sample.html#afa5f116f5b79a757bfb7d68931bd3c17">cont_params</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">return</span> _cont_params; </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      }</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">   48</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#a42aa100b16656e4904586f80ec028425">log_prob</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> _log_prob;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      </div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">   52</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#ab427230e7e2d5cb3b541c3b7040d0fb7">accept_stat</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> _accept_stat;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
+<div class="line"><a name="l00056"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">   56</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#af9d0b064b26b744a8a3416726ed64ad0">get_sample_param_names</a>(std::vector&lt;std::string&gt;&amp; names) {</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        names.push_back(<span class="stringliteral">&quot;lp__&quot;</span>);</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        names.push_back(<span class="stringliteral">&quot;accept_stat__&quot;</span>);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">   61</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1sample.html#a0a0f69f242625c8f7d033cefae3b066c">get_sample_params</a>(std::vector&lt;double&gt;&amp; values) {</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        values.push_back(_log_prob);</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        values.push_back(_accept_stat);</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      }</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    };</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    </div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">scaled_add.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+</div>
+<p><a href="scaled__add_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2eb786f14699d69c39cfdd49893a8006"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2eb786f14699d69c39cfdd49893a8006">stan::math::scaled_add</a> (std::vector&lt; double &gt; &amp;x, const std::vector&lt; double &gt; &amp;y, const double lambda)</td></tr>
+<tr class="separator:a2eb786f14699d69c39cfdd49893a8006"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="scaled__add_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__SCALED_ADD_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__SCALED_ADD_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// x &lt;- x + lambda * y</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a2eb786f14699d69c39cfdd49893a8006">   11</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a2eb786f14699d69c39cfdd49893a8006">scaled_add</a>(std::vector&lt;double&gt;&amp; x, </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;                           <span class="keyword">const</span> std::vector&lt;double&gt;&amp; y,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                           <span class="keyword">const</span> <span class="keywordtype">double</span> lambda) {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i)</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        x[i] += lambda * y[i];</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    }</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;}</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;boost/random/chi_squared_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="scaled__inv__chi__square_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memdesc:aeed68e0c4e8cfb8b5c470ae0b59345c9"><td class="mdescLeft">&#160;</td><td class="mdescRight">The CDF of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter and scale parameter.  <a href="#aeed68e0c4e8cfb8b5c470ae0b59345c9"></a><br/></td></tr>
+<tr class="separator:aeed68e0c4e8cfb8b5c470ae0b59345c9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:ac9609fecff26e0c07646f794f65a39a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a93cfec0873f41fb0f7e4c83d874b45fc"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_scale &gt; </td></tr>
+<tr class="memitem:a93cfec0873f41fb0f7e4c83d874b45fc"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a93cfec0873f41fb0f7e4c83d874b45fc">stan::prob::scaled_inv_chi_square_ccdf_log</a> (const T_y &amp;y, const T_dof &amp;nu, const T_scale &amp;s)</td></tr>
+<tr class="separator:a93cfec0873f41fb0f7e4c83d874b45fc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:af34f411fc637d2d1163663c0cf0a850e"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:af34f411fc637d2d1163663c0cf0a850e"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#af34f411fc637d2d1163663c0cf0a850e">stan::prob::scaled_inv_chi_square_rng</a> (const double nu, const double s, RNG &amp;rng)</td></tr>
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+<a href="scaled__inv__chi__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__SCALED_INV_CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__SCALED_INV_CHI_SQUARE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/chi_squared_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_dof,T_scale&gt;::type</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6428f925f8c1b43c323ce549da410d58">   44</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6428f925f8c1b43c323ce549da410d58" title="The log of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter...">scaled_inv_chi_square_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_scale&amp; s) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        = <span class="stringliteral">&quot;stan::prob::scaled_inv_chi_square_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(s)))</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, </div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                                   y,nu,s,</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> s_vec(s);</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, s);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
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+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      </div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
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+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          half_nu[i] = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof,T_y&gt;::value</a>,</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));      </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
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+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          log_y[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]));</div>
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+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(s); i++)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;          log_s[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(s_vec[i]));</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; log_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; lgamma_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_half_nu_over_two(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) {</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          lgamma_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(half_nu[i]);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          log_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(half_nu[i]);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          digamma_half_nu_over_two[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu[i]) * 0.5;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_dof,T_scale&gt;</a> </div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        operands_and_partials(y, nu, s);</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> s_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(s_vec[n]);</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>) </div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;          logp += half_nu[n] * log_half_nu[n] - lgamma_half_nu[n];</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;          logp += nu_dbl * log_s[n];</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          logp -= (half_nu[n]+1.0) * log_y[n];</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_y,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          logp -= half_nu[n] * s_dbl*s_dbl * inv_y[n];</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;            += -(half_nu[n] + 1.0) * inv_y[n] </div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;            + half_nu[n] * s_dbl*s_dbl * inv_y[n]*inv_y[n];</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;        }</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;            += 0.5 * log_half_nu[n] + 0.5</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;            - digamma_half_nu_over_two[n]</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;            + log_s[n]</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;            - 0.5 * log_y[n]</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;            - 0.5* s_dbl*s_dbl * inv_y[n];</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;        }</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;            += nu_dbl / s_dbl - nu_dbl * inv_y[n] * s_dbl;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        }</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      }</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;    }</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00177"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a33291b85f39ebace4a4bae7633551cb0">  177</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6428f925f8c1b43c323ce549da410d58" title="The log of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter...">scaled_inv_chi_square_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_scale&amp; s) {</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordflow">return</span> scaled_inv_chi_square_log&lt;false&gt;(y,nu,s);</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    }</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      </div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_dof, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00197"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aeed68e0c4e8cfb8b5c470ae0b59345c9">  197</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aeed68e0c4e8cfb8b5c470ae0b59345c9" title="The CDF of a scaled inverse chi-squared density for y with the specified degrees of freedom parameter...">scaled_inv_chi_square_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;                              <span class="keyword">const</span> T_scale&amp; s) {</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(s)))</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        = <span class="stringliteral">&quot;stan::prob::scaled_inv_chi_square_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;          </div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;          </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          </div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu, s,</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;          </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> s_vec(s);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, s);</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          </div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_scale&gt;</a> </div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        operands_and_partials(y, nu, s);</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          </div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      }</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;          </div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="comment">// Compute CDF and its gradients</span></div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;          </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;          </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu_dbl = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(half_nu_dbl);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu_dbl);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        }</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      }</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;          </div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;              </div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        }</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;              </div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        <span class="comment">// Pull out values</span></div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_inv_dbl = 1.0 / y_dbl;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu_dbl = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> s_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(s_vec[n]);</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_s2_overx_dbl = 0.5 * s_dbl * s_dbl * y_inv_dbl;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu_s2_overx_dbl </div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          = 2.0 * half_nu_dbl * half_s2_overx_dbl;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;                    </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(half_nu_dbl, half_nu_s2_overx_dbl);</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;                    </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        P *= Pn;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;              </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;            += half_nu_s2_overx_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;                    </div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;            += (0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(half_nu_dbl,</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;                                                  half_nu_s2_overx_dbl,</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;                                                  gamma_vec[n], digamma_vec[n])</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;                - half_s2_overx_dbl </div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;                * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) )</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;                    </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;            += - 2.0 * half_nu_dbl * s_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;              </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      }</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;          </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); ++n) </div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(s); ++n) </div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;          </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;    }</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;      </div>
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+<div class="line"><a name="l00330"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac9609fecff26e0c07646f794f65a39a7">  330</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac9609fecff26e0c07646f794f65a39a7">scaled_inv_chi_square_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, </div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;                                  <span class="keyword">const</span> T_scale&amp; s) {</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(s)))</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        = <span class="stringliteral">&quot;stan::prob::scaled_inv_chi_square_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;          </div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;          </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;          </div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu, s,</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          </div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> s_vec(s);</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, s);</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;          </div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_scale&gt;</a> </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        operands_and_partials(y, nu, s);</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;          </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      }</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;          </div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="comment">// Compute cdf_log and its gradients</span></div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;          </div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          </div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
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+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(half_nu_dbl);</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;          digamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu_dbl);</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        }</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      }</div>
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+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
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+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;              </div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="comment">// Pull out values</span></div>
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+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_s2_overx_dbl = 0.5 * s_dbl * s_dbl * y_inv_dbl;</div>
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+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;                    </div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(half_nu_dbl, half_nu_s2_overx_dbl);</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;                    </div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;              </div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;            += half_nu_s2_overx_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;            += (0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(half_nu_dbl,</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;                                                  half_nu_s2_overx_dbl,</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;                                                  gamma_vec[n], digamma_vec[n])</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;                - half_s2_overx_dbl </div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;                * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) )</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;            += - 2.0 * half_nu_dbl * s_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      }</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;    }      </div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_dof, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00449"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a93cfec0873f41fb0f7e4c83d874b45fc">  449</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a93cfec0873f41fb0f7e4c83d874b45fc">scaled_inv_chi_square_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, </div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;                                   <span class="keyword">const</span> T_scale&amp; s) {</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(s)))</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;      </div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span></div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;        = <span class="stringliteral">&quot;stan::prob::scaled_inv_chi_square_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;          </div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;          </div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;          </div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, nu, s,</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>, </div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;                                   &amp;P)))</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;          </div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> s_vec(s);</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, s);</div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;          </div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_scale&gt;</a> </div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;        operands_and_partials(y, nu, s);</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;          </div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == 0) </div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;      }</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;          </div>
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+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;      <span class="keyword">using</span> boost::math::gamma_p_derivative;</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">boost::math::gamma_q</a>;</div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">boost::math::tgamma</a>;</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;          </div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; gamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;                       <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;          </div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
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+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;          gamma_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a1a5ceb1f1202bd9c910bb9a447ea12a4">tgamma</a>(half_nu_dbl);</div>
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+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;      }</div>
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+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
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+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;        }</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;              </div>
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+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> s_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(s_vec[n]);</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_s2_overx_dbl = 0.5 * s_dbl * s_dbl * y_inv_dbl;</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> half_nu_s2_overx_dbl </div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;          = 2.0 * half_nu_dbl * half_s2_overx_dbl;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;                    </div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;        <span class="comment">// Compute</span></div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = 1.0 - <a class="code" href="namespacestan_1_1agrad.html#a11135a2ea60dac802a560b6d650df60f">gamma_q</a>(half_nu_dbl, half_nu_s2_overx_dbl);</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;                    </div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;        P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;              </div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;            -= half_nu_s2_overx_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;            -= (0.5 * <a class="code" href="namespacestan_1_1math.html#a55877c24977357ef441acc0b37f6b337">stan::math::gradRegIncGamma</a>(half_nu_dbl,</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;                                                  half_nu_s2_overx_dbl,</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;                                                  gamma_vec[n], digamma_vec[n])</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;                - half_s2_overx_dbl </div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;                * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) )</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;            / Pn;</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;            += 2.0 * half_nu_dbl * s_dbl * y_inv_dbl </div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;            * gamma_p_derivative(half_nu_dbl, half_nu_s2_overx_dbl) / Pn;</div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;      }</div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;    }  </div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00568"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af34f411fc637d2d1163663c0cf0a850e">  568</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af34f411fc637d2d1163663c0cf0a850e">scaled_inv_chi_square_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;                              <span class="keyword">const</span> <span class="keywordtype">double</span> s,</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;                              RNG&amp; rng) {</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;      <span class="keyword">using</span> boost::random::chi_squared_distribution;</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> </div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;        = <span class="stringliteral">&quot;stan::prob::scaled_inv_chi_square_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;      </div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;</div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>)) </div>
+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, s, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;</div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;      variate_generator&lt;RNG&amp;, chi_squared_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>(rng, chi_squared_distribution&lt;&gt;(nu));</div>
+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;      <span class="keywordflow">return</span> nu * s / <a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>();</div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;    }    </div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;  }</div>
+<div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;}</div>
+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+    padding: 2px 5px;
+    font-size: 8pt;
+    font-style: italic;
+}
+
+.SRResult {
+    display: none;
+}
+
+DIV.searchresults {
+    margin-left: 10px;
+    margin-right: 10px;
+}
diff --git a/doc/api/html/search/search.js b/doc/api/html/search/search.js
new file mode 100644
index 00000000000..f25fa27be64
--- /dev/null
+++ b/doc/api/html/search/search.js
@@ -0,0 +1,815 @@
+// Search script generated by doxygen
+// Copyright (C) 2009 by Dimitri van Heesch.
+
+// The code in this file is loosly based on main.js, part of Natural Docs,
+// which is Copyright (C) 2003-2008 Greg Valure
+// Natural Docs is licensed under the GPL.
+
+var indexSectionsWithContent =
+{
+  0: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010111111111111111111111111010001000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  1: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000111111101001111101111110000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  2: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010010000000000000100000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  3: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000111111111101111111111110000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  4: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010111111111111111111111110010001000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  5: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010111111111011111111111111000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  6: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000110011011001110101111100000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  7: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000101100011001111001101100000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  8: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000001000000100000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  9: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010000110000001000000001000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000",
+  10: "0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000010000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000"
+};
+
+var indexSectionNames =
+{
+  0: "all",
+  1: "classes",
+  2: "namespaces",
+  3: "files",
+  4: "functions",
+  5: "variables",
+  6: "typedefs",
+  7: "enumvalues",
+  8: "related",
+  9: "defines",
+  10: "pages"
+};
+
+function convertToId(search)
+{
+  var result = '';
+  for (i=0;i<search.length;i++)
+  {
+    var c = search.charAt(i);
+    var cn = c.charCodeAt(0);
+    if (c.match(/[a-z0-9]/))
+    {
+      result+=c;
+    }
+    else if (cn<16) 
+    {
+      result+="_0"+cn.toString(16);
+    }
+    else 
+    {
+      result+="_"+cn.toString(16);
+    }
+  }
+  return result;
+}
+
+function getXPos(item)
+{
+  var x = 0;
+  if (item.offsetWidth)
+  {
+    while (item && item!=document.body)
+    {
+      x   += item.offsetLeft;
+      item = item.offsetParent;
+    }
+  }
+  return x;
+}
+
+function getYPos(item)
+{
+  var y = 0;
+  if (item.offsetWidth)
+  {
+     while (item && item!=document.body)
+     {
+       y   += item.offsetTop;
+       item = item.offsetParent;
+     }
+  }
+  return y;
+}
+
+/* A class handling everything associated with the search panel.
+
+   Parameters:
+   name - The name of the global variable that will be 
+          storing this instance.  Is needed to be able to set timeouts.
+   resultPath - path to use for external files
+*/
+function SearchBox(name, resultsPath, inFrame, label)
+{
+  if (!name || !resultsPath) {  alert("Missing parameters to SearchBox."); }
+   
+  // ---------- Instance variables
+  this.name                  = name;
+  this.resultsPath           = resultsPath;
+  this.keyTimeout            = 0;
+  this.keyTimeoutLength      = 500;
+  this.closeSelectionTimeout = 300;
+  this.lastSearchValue       = "";
+  this.lastResultsPage       = "";
+  this.hideTimeout           = 0;
+  this.searchIndex           = 0;
+  this.searchActive          = false;
+  this.insideFrame           = inFrame;
+  this.searchLabel           = label;
+
+  // ----------- DOM Elements
+
+  this.DOMSearchField = function()
+  {  return document.getElementById("MSearchField");  }
+
+  this.DOMSearchSelect = function()
+  {  return document.getElementById("MSearchSelect");  }
+
+  this.DOMSearchSelectWindow = function()
+  {  return document.getElementById("MSearchSelectWindow");  }
+
+  this.DOMPopupSearchResults = function()
+  {  return document.getElementById("MSearchResults");  }
+
+  this.DOMPopupSearchResultsWindow = function()
+  {  return document.getElementById("MSearchResultsWindow");  }
+
+  this.DOMSearchClose = function()
+  {  return document.getElementById("MSearchClose"); }
+
+  this.DOMSearchBox = function()
+  {  return document.getElementById("MSearchBox");  }
+
+  // ------------ Event Handlers
+
+  // Called when focus is added or removed from the search field.
+  this.OnSearchFieldFocus = function(isActive)
+  {
+    this.Activate(isActive);
+  }
+
+  this.OnSearchSelectShow = function()
+  {
+    var searchSelectWindow = this.DOMSearchSelectWindow();
+    var searchField        = this.DOMSearchSelect();
+
+    if (this.insideFrame)
+    {
+      var left = getXPos(searchField);
+      var top  = getYPos(searchField);
+      left += searchField.offsetWidth + 6;
+      top += searchField.offsetHeight;
+
+      // show search selection popup
+      searchSelectWindow.style.display='block';
+      left -= searchSelectWindow.offsetWidth;
+      searchSelectWindow.style.left =  left + 'px';
+      searchSelectWindow.style.top  =  top  + 'px';
+    }
+    else
+    {
+      var left = getXPos(searchField);
+      var top  = getYPos(searchField);
+      top += searchField.offsetHeight;
+
+      // show search selection popup
+      searchSelectWindow.style.display='block';
+      searchSelectWindow.style.left =  left + 'px';
+      searchSelectWindow.style.top  =  top  + 'px';
+    }
+
+    // stop selection hide timer
+    if (this.hideTimeout) 
+    {
+      clearTimeout(this.hideTimeout);
+      this.hideTimeout=0;
+    }
+    return false; // to avoid "image drag" default event
+  }
+
+  this.OnSearchSelectHide = function()
+  {
+    this.hideTimeout = setTimeout(this.name +".CloseSelectionWindow()",
+                                  this.closeSelectionTimeout);
+  }
+
+  // Called when the content of the search field is changed.
+  this.OnSearchFieldChange = function(evt)
+  {
+    if (this.keyTimeout) // kill running timer
+    {
+      clearTimeout(this.keyTimeout);
+      this.keyTimeout = 0;
+    }
+
+    var e  = (evt) ? evt : window.event; // for IE
+    if (e.keyCode==40 || e.keyCode==13)
+    {
+      if (e.shiftKey==1)
+      {
+        this.OnSearchSelectShow();
+        var win=this.DOMSearchSelectWindow(); 
+        for (i=0;i<win.childNodes.length;i++)
+        {
+          var child = win.childNodes[i]; // get span within a
+          if (child.className=='SelectItem')
+          {
+            child.focus();
+            return;
+          }
+        }
+        return;
+      }
+      else if (window.frames.MSearchResults.searchResults)
+      {
+        var elem = window.frames.MSearchResults.searchResults.NavNext(0);
+        if (elem) elem.focus();
+      }
+    }
+    else if (e.keyCode==27) // Escape out of the search field
+    {
+      this.DOMSearchField().blur();
+      this.DOMPopupSearchResultsWindow().style.display = 'none';
+      this.DOMSearchClose().style.display = 'none';
+      this.lastSearchValue = '';
+      this.Activate(false);
+      return;
+    }
+
+    // strip whitespaces
+    var searchValue = this.DOMSearchField().value.replace(/ +/g, "");
+
+    if (searchValue != this.lastSearchValue) // search value has changed
+    {
+      if (searchValue != "") // non-empty search
+      {
+        // set timer for search update
+        this.keyTimeout = setTimeout(this.name + '.Search()',
+                                     this.keyTimeoutLength);
+      }
+      else // empty search field
+      {
+        this.DOMPopupSearchResultsWindow().style.display = 'none';
+        this.DOMSearchClose().style.display = 'none';
+        this.lastSearchValue = '';
+      }
+    }
+  }
+
+  this.SelectItemCount = function(id)
+  {
+    var count=0;
+    var win=this.DOMSearchSelectWindow(); 
+    for (i=0;i<win.childNodes.length;i++)
+    {
+      var child = win.childNodes[i]; // get span within a
+      if (child.className=='SelectItem')
+      {
+        count++;
+      }
+    }
+    return count;
+  }
+
+  this.SelectItemSet = function(id)
+  {
+    var i,j=0;
+    var win=this.DOMSearchSelectWindow(); 
+    for (i=0;i<win.childNodes.length;i++)
+    {
+      var child = win.childNodes[i]; // get span within a
+      if (child.className=='SelectItem')
+      {
+        var node = child.firstChild;
+        if (j==id)
+        {
+          node.innerHTML='&#8226;';
+        }
+        else
+        {
+          node.innerHTML='&#160;';
+        }
+        j++;
+      }
+    }
+  }
+
+  // Called when an search filter selection is made.
+  // set item with index id as the active item
+  this.OnSelectItem = function(id)
+  {
+    this.searchIndex = id;
+    this.SelectItemSet(id);
+    var searchValue = this.DOMSearchField().value.replace(/ +/g, "");
+    if (searchValue!="" && this.searchActive) // something was found -> do a search
+    {
+      this.Search();
+    }
+  }
+
+  this.OnSearchSelectKey = function(evt)
+  {
+    var e = (evt) ? evt : window.event; // for IE
+    if (e.keyCode==40 && this.searchIndex<this.SelectItemCount()) // Down
+    {
+      this.searchIndex++;
+      this.OnSelectItem(this.searchIndex);
+    }
+    else if (e.keyCode==38 && this.searchIndex>0) // Up
+    {
+      this.searchIndex--;
+      this.OnSelectItem(this.searchIndex);
+    }
+    else if (e.keyCode==13 || e.keyCode==27)
+    {
+      this.OnSelectItem(this.searchIndex);
+      this.CloseSelectionWindow();
+      this.DOMSearchField().focus();
+    }
+    return false;
+  }
+
+  // --------- Actions
+
+  // Closes the results window.
+  this.CloseResultsWindow = function()
+  {
+    this.DOMPopupSearchResultsWindow().style.display = 'none';
+    this.DOMSearchClose().style.display = 'none';
+    this.Activate(false);
+  }
+
+  this.CloseSelectionWindow = function()
+  {
+    this.DOMSearchSelectWindow().style.display = 'none';
+  }
+
+  // Performs a search.
+  this.Search = function()
+  {
+    this.keyTimeout = 0;
+
+    // strip leading whitespace
+    var searchValue = this.DOMSearchField().value.replace(/^ +/, "");
+
+    var code = searchValue.toLowerCase().charCodeAt(0);
+    var hexCode;
+    if (code<16) 
+    {
+      hexCode="0"+code.toString(16);
+    }
+    else 
+    {
+      hexCode=code.toString(16);
+    }
+
+    var resultsPage;
+    var resultsPageWithSearch;
+    var hasResultsPage;
+
+    if (indexSectionsWithContent[this.searchIndex].charAt(code) == '1')
+    {
+       resultsPage = this.resultsPath + '/' + indexSectionNames[this.searchIndex] + '_' + hexCode + '.html';
+       resultsPageWithSearch = resultsPage+'?'+escape(searchValue);
+       hasResultsPage = true;
+    }
+    else // nothing available for this search term
+    {
+       resultsPage = this.resultsPath + '/nomatches.html';
+       resultsPageWithSearch = resultsPage;
+       hasResultsPage = false;
+    }
+
+    window.frames.MSearchResults.location = resultsPageWithSearch;  
+    var domPopupSearchResultsWindow = this.DOMPopupSearchResultsWindow();
+
+    if (domPopupSearchResultsWindow.style.display!='block')
+    {
+       var domSearchBox = this.DOMSearchBox();
+       this.DOMSearchClose().style.display = 'inline';
+       if (this.insideFrame)
+       {
+         var domPopupSearchResults = this.DOMPopupSearchResults();
+         domPopupSearchResultsWindow.style.position = 'relative';
+         domPopupSearchResultsWindow.style.display  = 'block';
+         var width = document.body.clientWidth - 8; // the -8 is for IE :-(
+         domPopupSearchResultsWindow.style.width    = width + 'px';
+         domPopupSearchResults.style.width          = width + 'px';
+       }
+       else
+       {
+         var domPopupSearchResults = this.DOMPopupSearchResults();
+         var left = getXPos(domSearchBox) + 150; // domSearchBox.offsetWidth;
+         var top  = getYPos(domSearchBox) + 20;  // domSearchBox.offsetHeight + 1;
+         domPopupSearchResultsWindow.style.display = 'block';
+         left -= domPopupSearchResults.offsetWidth;
+         domPopupSearchResultsWindow.style.top     = top  + 'px';
+         domPopupSearchResultsWindow.style.left    = left + 'px';
+       }
+    }
+
+    this.lastSearchValue = searchValue;
+    this.lastResultsPage = resultsPage;
+  }
+
+  // -------- Activation Functions
+
+  // Activates or deactivates the search panel, resetting things to 
+  // their default values if necessary. 
+  this.Activate = function(isActive)
+  {
+    if (isActive || // open it
+        this.DOMPopupSearchResultsWindow().style.display == 'block' 
+       )
+    {
+      this.DOMSearchBox().className = 'MSearchBoxActive';
+
+      var searchField = this.DOMSearchField();
+
+      if (searchField.value == this.searchLabel) // clear "Search" term upon entry
+      {  
+        searchField.value = '';  
+        this.searchActive = true;
+      }
+    }
+    else if (!isActive) // directly remove the panel
+    {
+      this.DOMSearchBox().className = 'MSearchBoxInactive';
+      this.DOMSearchField().value   = this.searchLabel;
+      this.searchActive             = false;
+      this.lastSearchValue          = ''
+      this.lastResultsPage          = '';
+    }
+  }
+}
+
+// -----------------------------------------------------------------------
+
+// The class that handles everything on the search results page.
+function SearchResults(name)
+{
+    // The number of matches from the last run of <Search()>.
+    this.lastMatchCount = 0;
+    this.lastKey = 0;
+    this.repeatOn = false;
+
+    // Toggles the visibility of the passed element ID.
+    this.FindChildElement = function(id)
+    {
+      var parentElement = document.getElementById(id);
+      var element = parentElement.firstChild;
+
+      while (element && element!=parentElement)
+      {
+        if (element.nodeName == 'DIV' && element.className == 'SRChildren')
+        {
+          return element;
+        }
+
+        if (element.nodeName == 'DIV' && element.hasChildNodes())
+        {  
+           element = element.firstChild;  
+        }
+        else if (element.nextSibling)
+        {  
+           element = element.nextSibling;  
+        }
+        else
+        {
+          do
+          {
+            element = element.parentNode;
+          }
+          while (element && element!=parentElement && !element.nextSibling);
+
+          if (element && element!=parentElement)
+          {  
+            element = element.nextSibling;  
+          }
+        }
+      }
+    }
+
+    this.Toggle = function(id)
+    {
+      var element = this.FindChildElement(id);
+      if (element)
+      {
+        if (element.style.display == 'block')
+        {
+          element.style.display = 'none';
+        }
+        else
+        {
+          element.style.display = 'block';
+        }
+      }
+    }
+
+    // Searches for the passed string.  If there is no parameter,
+    // it takes it from the URL query.
+    //
+    // Always returns true, since other documents may try to call it
+    // and that may or may not be possible.
+    this.Search = function(search)
+    {
+      if (!search) // get search word from URL
+      {
+        search = window.location.search;
+        search = search.substring(1);  // Remove the leading '?'
+        search = unescape(search);
+      }
+
+      search = search.replace(/^ +/, ""); // strip leading spaces
+      search = search.replace(/ +$/, ""); // strip trailing spaces
+      search = search.toLowerCase();
+      search = convertToId(search);
+
+      var resultRows = document.getElementsByTagName("div");
+      var matches = 0;
+
+      var i = 0;
+      while (i < resultRows.length)
+      {
+        var row = resultRows.item(i);
+        if (row.className == "SRResult")
+        {
+          var rowMatchName = row.id.toLowerCase();
+          rowMatchName = rowMatchName.replace(/^sr\d*_/, ''); // strip 'sr123_'
+
+          if (search.length<=rowMatchName.length && 
+             rowMatchName.substr(0, search.length)==search)
+          {
+            row.style.display = 'block';
+            matches++;
+          }
+          else
+          {
+            row.style.display = 'none';
+          }
+        }
+        i++;
+      }
+      document.getElementById("Searching").style.display='none';
+      if (matches == 0) // no results
+      {
+        document.getElementById("NoMatches").style.display='block';
+      }
+      else // at least one result
+      {
+        document.getElementById("NoMatches").style.display='none';
+      }
+      this.lastMatchCount = matches;
+      return true;
+    }
+
+    // return the first item with index index or higher that is visible
+    this.NavNext = function(index)
+    {
+      var focusItem;
+      while (1)
+      {
+        var focusName = 'Item'+index;
+        focusItem = document.getElementById(focusName);
+        if (focusItem && focusItem.parentNode.parentNode.style.display=='block')
+        {
+          break;
+        }
+        else if (!focusItem) // last element
+        {
+          break;
+        }
+        focusItem=null;
+        index++;
+      }
+      return focusItem;
+    }
+
+    this.NavPrev = function(index)
+    {
+      var focusItem;
+      while (1)
+      {
+        var focusName = 'Item'+index;
+        focusItem = document.getElementById(focusName);
+        if (focusItem && focusItem.parentNode.parentNode.style.display=='block')
+        {
+          break;
+        }
+        else if (!focusItem) // last element
+        {
+          break;
+        }
+        focusItem=null;
+        index--;
+      }
+      return focusItem;
+    }
+
+    this.ProcessKeys = function(e)
+    {
+      if (e.type == "keydown") 
+      {
+        this.repeatOn = false;
+        this.lastKey = e.keyCode;
+      }
+      else if (e.type == "keypress")
+      {
+        if (!this.repeatOn)
+        {
+          if (this.lastKey) this.repeatOn = true;
+          return false; // ignore first keypress after keydown
+        }
+      }
+      else if (e.type == "keyup")
+      {
+        this.lastKey = 0;
+        this.repeatOn = false;
+      }
+      return this.lastKey!=0;
+    }
+
+    this.Nav = function(evt,itemIndex) 
+    {
+      var e  = (evt) ? evt : window.event; // for IE
+      if (e.keyCode==13) return true;
+      if (!this.ProcessKeys(e)) return false;
+
+      if (this.lastKey==38) // Up
+      {
+        var newIndex = itemIndex-1;
+        var focusItem = this.NavPrev(newIndex);
+        if (focusItem)
+        {
+          var child = this.FindChildElement(focusItem.parentNode.parentNode.id);
+          if (child && child.style.display == 'block') // children visible
+          { 
+            var n=0;
+            var tmpElem;
+            while (1) // search for last child
+            {
+              tmpElem = document.getElementById('Item'+newIndex+'_c'+n);
+              if (tmpElem)
+              {
+                focusItem = tmpElem;
+              }
+              else // found it!
+              {
+                break;
+              }
+              n++;
+            }
+          }
+        }
+        if (focusItem)
+        {
+          focusItem.focus();
+        }
+        else // return focus to search field
+        {
+           parent.document.getElementById("MSearchField").focus();
+        }
+      }
+      else if (this.lastKey==40) // Down
+      {
+        var newIndex = itemIndex+1;
+        var focusItem;
+        var item = document.getElementById('Item'+itemIndex);
+        var elem = this.FindChildElement(item.parentNode.parentNode.id);
+        if (elem && elem.style.display == 'block') // children visible
+        {
+          focusItem = document.getElementById('Item'+itemIndex+'_c0');
+        }
+        if (!focusItem) focusItem = this.NavNext(newIndex);
+        if (focusItem)  focusItem.focus();
+      }
+      else if (this.lastKey==39) // Right
+      {
+        var item = document.getElementById('Item'+itemIndex);
+        var elem = this.FindChildElement(item.parentNode.parentNode.id);
+        if (elem) elem.style.display = 'block';
+      }
+      else if (this.lastKey==37) // Left
+      {
+        var item = document.getElementById('Item'+itemIndex);
+        var elem = this.FindChildElement(item.parentNode.parentNode.id);
+        if (elem) elem.style.display = 'none';
+      }
+      else if (this.lastKey==27) // Escape
+      {
+        parent.searchBox.CloseResultsWindow();
+        parent.document.getElementById("MSearchField").focus();
+      }
+      else if (this.lastKey==13) // Enter
+      {
+        return true;
+      }
+      return false;
+    }
+
+    this.NavChild = function(evt,itemIndex,childIndex)
+    {
+      var e  = (evt) ? evt : window.event; // for IE
+      if (e.keyCode==13) return true;
+      if (!this.ProcessKeys(e)) return false;
+
+      if (this.lastKey==38) // Up
+      {
+        if (childIndex>0)
+        {
+          var newIndex = childIndex-1;
+          document.getElementById('Item'+itemIndex+'_c'+newIndex).focus();
+        }
+        else // already at first child, jump to parent
+        {
+          document.getElementById('Item'+itemIndex).focus();
+        }
+      }
+      else if (this.lastKey==40) // Down
+      {
+        var newIndex = childIndex+1;
+        var elem = document.getElementById('Item'+itemIndex+'_c'+newIndex);
+        if (!elem) // last child, jump to parent next parent
+        {
+          elem = this.NavNext(itemIndex+1);
+        }
+        if (elem)
+        {
+          elem.focus();
+        } 
+      }
+      else if (this.lastKey==27) // Escape
+      {
+        parent.searchBox.CloseResultsWindow();
+        parent.document.getElementById("MSearchField").focus();
+      }
+      else if (this.lastKey==13) // Enter
+      {
+        return true;
+      }
+      return false;
+    }
+}
+
+function setKeyActions(elem,action)
+{
+  elem.setAttribute('onkeydown',action);
+  elem.setAttribute('onkeypress',action);
+  elem.setAttribute('onkeyup',action);
+}
+
+function setClassAttr(elem,attr)
+{
+  elem.setAttribute('class',attr);
+  elem.setAttribute('className',attr);
+}
+
+function createResults()
+{
+  var results = document.getElementById("SRResults");
+  for (var e=0; e<searchData.length; e++)
+  {
+    var id = searchData[e][0];
+    var srResult = document.createElement('div');
+    srResult.setAttribute('id','SR_'+id);
+    setClassAttr(srResult,'SRResult');
+    var srEntry = document.createElement('div');
+    setClassAttr(srEntry,'SREntry');
+    var srLink = document.createElement('a');
+    srLink.setAttribute('id','Item'+e);
+    setKeyActions(srLink,'return searchResults.Nav(event,'+e+')');
+    setClassAttr(srLink,'SRSymbol');
+    srLink.innerHTML = searchData[e][1][0];
+    srEntry.appendChild(srLink);
+    if (searchData[e][1].length==2) // single result
+    {
+      srLink.setAttribute('href',searchData[e][1][1][0]);
+      if (searchData[e][1][1][1])
+      {
+       srLink.setAttribute('target','_parent');
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<tr class="separator:a721232b5c8e7c068a120719255f5fb0c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="segment_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SEGMENT_HPP__</span></div>
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+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
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+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          elt_size_(x_.<a class="code" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">size</a>() == 0 ? 0 : <a class="code" href="classstan_1_1math_1_1seq__view.html">seq_view</a>&lt;T,S&gt;(x_[0]).<a class="code" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">size</a>()) { </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      }</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keyword">inline</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">pass_type&lt;T&gt;::type</a> </div>
+<div class="line"><a name="l00126"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#acfe4d699397a114cabd8d970e569aac6">  126</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#acfe4d699397a114cabd8d970e569aac6">operator[]</a>(<span class="keywordtype">int</span> n)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1math_1_1seq__view.html">seq_view&lt;T,S&gt;</a>(x_[n / elt_size_])[n % elt_size_];</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      }</div>
+<div class="line"><a name="l00129"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a3a6031049d11ce5429727dcbe5e29130">  129</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_s_01_4_01_4.html#a3a6031049d11ce5429727dcbe5e29130">size</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        <span class="keywordflow">return</span> x_.size() * elt_size_;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    };</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="comment">// BELOW HERE JUST FOR EFFICIENCY</span></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00137"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html">  137</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1math_1_1seq__view.html">seq_view</a>&lt;T, std::vector&lt;T&gt; &gt; {</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1store__type.html">store_type&lt;std::vector&lt;T&gt;</a> &gt;::type x_;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00141"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a2e9627b1092238710ed116adc7c1cab5">  141</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">seq_view</a>(<span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;std::vector&lt;T&gt; &gt;::type x)</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        : x_(x) {</div>
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+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="keyword">inline</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">pass_type&lt;T&gt;::type</a> </div>
+<div class="line"><a name="l00145"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">  145</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#afe1bd346e72ac6adc53826801a7e54f2">operator[]</a>(<span class="keywordtype">int</span> n)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;        <span class="keywordflow">return</span> x_[n];</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      }</div>
+<div class="line"><a name="l00148"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">  148</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3f616444293b86fdb17272494c88cc4c">size</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="keywordflow">return</span> x_.size();</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;      }</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    };</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;    <span class="comment">// if vector of S with S assignable to T, also works</span></div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;    <span class="comment">// use enable_if?  (and disable_if for the general case)</span></div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00156"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html">  156</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1math_1_1seq__view.html">seq_view</a>&lt;T, std::vector&lt;std::vector&lt;T&gt; &gt; &gt; {</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1store__type.html">store_type&lt;std::vector&lt;std::vector&lt;T&gt;</a> &gt; &gt;::type x_;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">size_t</span> cols_;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00161"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ac35e60cb3f9e9f4dde81b8ed3b532a2b">  161</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">seq_view</a>(<span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;std::vector&lt;std::vector&lt;T&gt; &gt; &gt;::type x) </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        : x_(x),</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          cols_(x_.<a class="code" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">size</a>() == 0 ? 0 : x_[0].<a class="code" href="classstan_1_1math_1_1seq__view.html#ab20467423ddb3b3e45513abb8e4a21d3">size</a>()) {  }</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <span class="keyword">inline</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">pass_type&lt;T&gt;::type</a></div>
+<div class="line"><a name="l00165"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#aa8d34d4dd171acbd81d642aea1b8b61e">  165</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#aa8d34d4dd171acbd81d642aea1b8b61e">operator[]</a>(<span class="keywordtype">int</span> n)<span class="keyword"> const </span>{  </div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        <span class="keywordflow">return</span> x_[n / cols_][n % cols_];</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      }</div>
+<div class="line"><a name="l00168"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ab81a7a5c2de89631c7aec2ab701854a1">  168</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1math_1_1seq__view_3_01_t_00_01std_1_1vector_3_01std_1_1vector_3_01_t_01_4_01_4_01_4.html#ab81a7a5c2de89631c7aec2ab701854a1">size</a>()<span class="keyword"> const </span>{ </div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">return</span> x_.size() * cols_; </div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      }</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;    };</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    <span class="keyword">template</span> &lt;&gt;</div>
+<div class="line"><a name="l00174"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html">  174</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1math_1_1seq__view.html">seq_view</a>&lt;double, std::vector&lt;int&gt; &gt; {</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <a class="code" href="structstan_1_1math_1_1store__type.html">store_type&lt;std::vector&lt;int&gt;</a> &gt;::type x_;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00178"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#ad82423565c559cd4e889350bc204319b">  178</a></span>&#160;      <a class="code" href="classstan_1_1math_1_1seq__view.html#a0c10cc8d25cff8c90c8bbecf3cd054a1">seq_view</a>(<a class="code" href="structstan_1_1math_1_1pass__type.html">pass_type</a>&lt;std::vector&lt;int&gt; &gt;::type x)</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        : x_(x) {</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      }</div>
+<div class="line"><a name="l00181"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#a05bbd23ec952656521365f99d575a64c">  181</a></span>&#160;      <span class="keyword">inline</span> <a class="code" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">pass_type&lt;double&gt;::type</a> <a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#a05bbd23ec952656521365f99d575a64c">operator[]</a>(<span class="keywordtype">int</span> n)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keywordflow">return</span> x_[n];</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      }</div>
+<div class="line"><a name="l00184"></a><span class="lineno"><a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#af56447dd766a3a5a9d6c97b0a2de9563">  184</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1math_1_1seq__view_3_01double_00_01std_1_1vector_3_01int_01_4_01_4.html#af56447dd766a3a5a9d6c97b0a2de9563">size</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">return</span> x_.size();</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      }</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    };</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;  }</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;}</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<title>Stan: src/stan/gm/arguments/singleton_argument.hpp File Reference</title>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="valued__argument_8hpp_source.html">stan/gm/arguments/valued_argument.hpp</a>&gt;</code><br/>
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+<p><a href="singleton__argument_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name.html">stan::gm::type_name&lt; T &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01unsigned_01int_01_4.html">stan::gm::type_name&lt; unsigned int &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01double_01_4.html">stan::gm::type_name&lt; double &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01bool_01_4.html">stan::gm::type_name&lt; bool &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01std_1_1string_01_4.html">stan::gm::type_name&lt; std::string &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1gm_1_1singleton__argument.html">stan::gm::singleton_argument&lt; T &gt;</a></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+Typedefs</h2></td></tr>
+<tr class="memitem:a2d364040dd6f2d340627acb37db9c2be"><td class="memItemLeft" align="right" valign="top">typedef singleton_argument<br class="typebreak"/>
+&lt; double &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#a2d364040dd6f2d340627acb37db9c2be">stan::gm::real_argument</a></td></tr>
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+<tr class="memitem:ae43d445dc26f5d0423f77c37236d3b38"><td class="memItemLeft" align="right" valign="top">typedef singleton_argument<br class="typebreak"/>
+&lt; unsigned int &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#ae43d445dc26f5d0423f77c37236d3b38">stan::gm::u_int_argument</a></td></tr>
+<tr class="separator:ae43d445dc26f5d0423f77c37236d3b38"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adb787df02fb46fca9c39b4d8f2438a28"><td class="memItemLeft" align="right" valign="top">typedef singleton_argument&lt; bool &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#adb787df02fb46fca9c39b4d8f2438a28">stan::gm::bool_argument</a></td></tr>
+<tr class="separator:adb787df02fb46fca9c39b4d8f2438a28"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae180adbeec14bbafaf3c7634061c614d"><td class="memItemLeft" align="right" valign="top">typedef singleton_argument<br class="typebreak"/>
+&lt; std::string &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#ae180adbeec14bbafaf3c7634061c614d">stan::gm::string_argument</a></td></tr>
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+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;<span class="preprocessor">#endif</span></div>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+<div class="title">singular_values.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="singular__values_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a204f15e3685b2c610ca2c0c80a3005d5"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a204f15e3685b2c610ca2c0c80a3005d5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a204f15e3685b2c610ca2c0c80a3005d5">stan::math::singular_values</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:a204f15e3685b2c610ca2c0c80a3005d5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the vector of the singular values of the specified matrix in decreasing order of magnitude.  <a href="#a204f15e3685b2c610ca2c0c80a3005d5"></a><br/></td></tr>
+<tr class="separator:a204f15e3685b2c610ca2c0c80a3005d5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
index 00000000000..3f7c223da4e
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
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+<p><a href="size_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aa1f9966aade9c4515d33d3ffa7305462"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa1f9966aade9c4515d33d3ffa7305462"><td class="memTemplItemLeft" align="right" valign="top">int&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">stan::math::size</a> (const std::vector&lt; T &gt; &amp;x)</td></tr>
+<tr class="separator:aa1f9966aade9c4515d33d3ffa7305462"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="size_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SIZE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__SIZE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="textblock"><code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/distributions.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="uniform_8hpp_source.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</code><br/>
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+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
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+<p><a href="skew__normal_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="skew__normal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__SKEW__NORMAL__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__SKEW__NORMAL__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/math/distributions.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="uniform_8hpp.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2owens__t_8hpp.html">stan/math/functions/owens_t.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto, </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale,T_shape&gt;::type</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa490430040824f21c59eb415f0b77051">   23</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa490430040824f21c59eb415f0b77051">skew_normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;                    <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::skew_normal_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">stan::prob::include_summand</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="comment">// validate args (here done over var, which should be OK)</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                          &amp;logp))</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                   y,mu,sigma,alpha,</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>, <span class="stringliteral">&quot;Shape paramter&quot;</span>,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="comment">// set up template expressions wrapping scalars into vector views</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        operands_and_partials(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      }</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="comment">// pull out values of arguments</span></div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="comment">// reusable subexpression values</span></div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_minus_mu_over_sigma </div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;          = (y_dbl - mu_dbl) * inv_sigma[n];</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> pi_dbl = boost::math::constants::pi&lt;double&gt;();</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        <span class="comment">// log probability</span></div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          logp -=  0.5 * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(2.0 * pi_dbl);</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto, T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          logp -= <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(sigma_dbl);</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y, T_loc, T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          logp -= y_minus_mu_over_sigma * y_minus_mu_over_sigma / 2.0;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          logp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">boost::math::erfc</a>(-alpha_dbl * y_minus_mu_over_sigma </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                                        / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)));</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="comment">// gradients</span></div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordtype">double</span> deriv_logerf </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          = 2.0 / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(pi_dbl) </div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-alpha_dbl * y_minus_mu_over_sigma / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0) </div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;                * alpha_dbl * y_minus_mu_over_sigma / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0))</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          / (1 + <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">boost::math::erf</a>(alpha_dbl * y_minus_mu_over_sigma </div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;                                  / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)));</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;            += -y_minus_mu_over_sigma / sigma_dbl </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            + deriv_logerf * alpha_dbl / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0)) ;</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;            += y_minus_mu_over_sigma / sigma_dbl </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;            + deriv_logerf * -alpha_dbl / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0));</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;            += -1.0 / sigma_dbl </div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;            + y_minus_mu_over_sigma * y_minus_mu_over_sigma / sigma_dbl </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;            - deriv_logerf * y_minus_mu_over_sigma * alpha_dbl </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;              / (sigma_dbl * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0));</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;            += deriv_logerf * y_minus_mu_over_sigma / <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      }</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale, T_shape&gt;::type</a></div>
+<div class="line"><a name="l00142"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a72d94de0c6230acb70815802bddf5587">  142</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa490430040824f21c59eb415f0b77051">skew_normal_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma,</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;                    <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;      <span class="keywordflow">return</span> skew_normal_log&lt;false&gt;(y,mu,sigma,alpha);</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    }</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_shape&gt;::type</a></div>
+<div class="line"><a name="l00149"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af883c9ea717a01e7835a5071cfb132bd">  149</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#af883c9ea717a01e7835a5071cfb132bd">skew_normal_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                    <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::skew_normal_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;                                   y,mu,sigma,alpha,</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Shape paramter&quot;</span>,</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;                                   &amp;cdf)))</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        operands_and_partials(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> SQRT_TWO_OVER_PI = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl_sq = alpha_dbl * alpha_dbl;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff_sq = diff * diff;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff =  diff / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff_sq =  diff_sq * 0.5;</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(-scaled_diff) - 2 * <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(diff, </div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;                                                                 alpha_dbl);</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="comment">//cdf</span></div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        cdf *= cdf_;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_erfc = SQRT_TWO_OVER_PI * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq)</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          / sigma_dbl;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_owens = <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(alpha_dbl * scaled_diff) </div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq) / SQRT_TWO_OVER_PI / (-2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / sigma_dbl;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = (-2.0 * deriv_owens + deriv_erfc) / cdf_;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * diff;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] += -2.0 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * diff_sq * (1.0 </div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;                   + alpha_dbl_sq)) / ((1 + alpha_dbl_sq) * 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / cdf_;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      }</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] *= cdf;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);    </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    }</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_shape&gt;::type</a></div>
+<div class="line"><a name="l00252"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa702b78d553fccea5853eb3fad971200">  252</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa702b78d553fccea5853eb3fad971200">skew_normal_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;                    <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::skew_normal_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      </div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;                                   y,mu,sigma,alpha,</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Shape paramter&quot;</span>,</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;                                   &amp;cdf_log)))</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        operands_and_partials(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> SQRT_TWO_OVER_PI = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl_sq = alpha_dbl * alpha_dbl;</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff_sq = diff * diff;</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff =  diff / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff_sq =  diff_sq * 0.5;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_log_ = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(-scaled_diff) - 2 * <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(diff, </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;                                                                 alpha_dbl);</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        <span class="comment">//cdf_log</span></div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(cdf_log_);</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_erfc = SQRT_TWO_OVER_PI * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq)</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;          / sigma_dbl;</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_owens = <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(alpha_dbl * scaled_diff) </div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq) / SQRT_TWO_OVER_PI / (-2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / sigma_dbl;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = (-2.0 * deriv_owens + deriv_erfc) / cdf_log_;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * diff;</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] += -2.0 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * diff_sq * (1.0</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;                + alpha_dbl_sq)) / ((1 + alpha_dbl_sq) * 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / cdf_log_;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      }</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);    </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    }</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale, <span class="keyword">typename</span> T_shape&gt;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale,T_shape&gt;::type</a></div>
+<div class="line"><a name="l00342"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9b9d2a0cb044b4683b8ebc1f5664067a">  342</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a9b9d2a0cb044b4683b8ebc1f5664067a">skew_normal_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_loc&amp; mu, <span class="keyword">const</span> T_scale&amp; sigma, </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;                         <span class="keyword">const</span> T_shape&amp; alpha) {</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::skew_normal_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a66a7e8ebefd11e5801aab51d6ed9c9d8" title="The Owen&#39;s T function of h and a.">stan::math::owens_t</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha)))</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;                                   y,mu,sigma,alpha,</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Location parameter&quot;</span>,</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;                                   <span class="stringliteral">&quot;Scale parameter&quot;</span>,<span class="stringliteral">&quot;Shape paramter&quot;</span>,</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;                                   &amp;ccdf_log)))</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale, T_shape&gt;</a> </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        operands_and_partials(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">stan::math::SQRT_2</a>;</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, sigma, alpha);</div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> SQRT_TWO_OVER_PI = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(2.0 / <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>());</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl_sq = alpha_dbl * alpha_dbl;</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff = (y_dbl - mu_dbl) / sigma_dbl;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> diff_sq = diff * diff;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff =  diff / <a class="code" href="namespacestan_1_1math.html#a491d6e40aaa2a3e205ea6708dc3c75dd" title="The value of the square root of 2, .">SQRT_2</a>;</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> scaled_diff_sq =  diff_sq * 0.5;</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> ccdf_log_ = 1.0 - 0.5 * <a class="code" href="namespacestan_1_1agrad.html#ad43010d593e90d2e8fffe7d314fc78a1">erfc</a>(-scaled_diff) + 2 * <a class="code" href="namespacestan_1_1agrad.html#a6a34e8ac9ab34d8bd7309b914670f77f">owens_t</a>(diff, </div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;                                                                 alpha_dbl);</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="comment">//ccdf_log</span></div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ccdf_log_);</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_erfc = SQRT_TWO_OVER_PI * 0.5 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq)</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          / sigma_dbl;</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> deriv_owens = <a class="code" href="namespacestan_1_1agrad.html#ac4d0f7557b5cea3a8e3a4ca05b5967fa">erf</a>(alpha_dbl * scaled_diff) </div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;          * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-scaled_diff_sq) / SQRT_TWO_OVER_PI / (-2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / sigma_dbl;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = (-2.0 * deriv_owens + deriv_erfc) / ccdf_log_;</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= rep_deriv;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += rep_deriv * diff;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] -= -2.0 * <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-0.5 * diff_sq * (1.0 </div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;                   + alpha_dbl_sq)) / ((1 + alpha_dbl_sq) * 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>()) / ccdf_log_;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      }</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);    </div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;    }</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00432"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad193097bedddda283ba854e2ddcd6013">  432</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad193097bedddda283ba854e2ddcd6013">skew_normal_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;                    <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;                    <span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;                    RNG&amp; rng) {</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      boost::math::skew_normal_distribution&lt;&gt;<a class="code" href="namespacestan_1_1math.html#ae86020a972c6efc6b3407c3cfc30f4a6">dist</a> (mu, sigma, alpha);</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::skew_normal_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>))</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>))</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;      <span class="keywordflow">return</span> quantile(dist, <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">stan::prob::uniform_rng</a>(0.0,1.0,rng));</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;    }</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;  }</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;}</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;<span class="preprocessor">#endif</span></div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;<span class="preprocessor"></span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
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+<div class="textblock"><code>#include &lt;cstdlib&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;stdint.h&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
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+<p><a href="stack__alloc_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1memory_1_1stack__alloc.html">stan::memory::stack_alloc</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">An instance of this class provides a memory pool through which blocks of raw memory may be allocated and then collected simultaneously.  <a href="classstan_1_1memory_1_1stack__alloc.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1memory"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1memory.html">stan::memory</a></td></tr>
+<tr class="memdesc:namespacestan_1_1memory"><td class="mdescLeft">&#160;</td><td class="mdescRight">(Expert) Allocate, free, and manage underlying system memory. <br/></td></tr>
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+Macros</h2></td></tr>
+<tr class="memitem:a217a0bd562b98ae8c2ffce44935351e1"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stack__alloc_8hpp.html#a217a0bd562b98ae8c2ffce44935351e1">likely</a>(x)&#160;&#160;&#160;(x)</td></tr>
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+<tr class="memitem:ac6c45889010c1bd68631771b64f18101"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stack__alloc_8hpp.html#ac6c45889010c1bd68631771b64f18101">unlikely</a>(x)&#160;&#160;&#160;(x)</td></tr>
+<tr class="separator:ac6c45889010c1bd68631771b64f18101"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1memory.html#a952ba61b6936bdcad3955ec1f5e6ef8f">stan::memory::is_aligned</a> (T *ptr, unsigned int bytes_aligned)</td></tr>
+<tr class="memdesc:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return <code>true</code> if the specified pointer is aligned on the number of bytes.  <a href="#a952ba61b6936bdcad3955ec1f5e6ef8f"></a><br/></td></tr>
+<tr class="separator:a952ba61b6936bdcad3955ec1f5e6ef8f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Macro Definition Documentation</h2>
+<a class="anchor" id="a217a0bd562b98ae8c2ffce44935351e1"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">#define likely</td>
+          <td>(</td>
+          <td class="paramtype">&#160;</td>
+          <td class="paramname">x</td><td>)</td>
+          <td>&#160;&#160;&#160;(x)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00015">15</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
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+<a class="anchor" id="ac6c45889010c1bd68631771b64f18101"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">#define unlikely</td>
+          <td>(</td>
+          <td class="paramtype">&#160;</td>
+          <td class="paramname">x</td><td>)</td>
+          <td>&#160;&#160;&#160;(x)</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stack__alloc_8hpp_source.html#l00016">16</a> of file <a class="el" href="stack__alloc_8hpp_source.html">stack_alloc.hpp</a>.</p>
+
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+<a href="stack__alloc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MEMORY__STACK_ALLOC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MEMORY__STACK_ALLOC_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstdlib&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;stdint.h&gt;</span> <span class="comment">// FIXME: replace with cstddef?</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#ifdef __GNUC__</span></div>
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+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">char</span>* eight_byte_aligned_malloc(<span class="keywordtype">size_t</span> <a class="code" href="namespacestan_1_1math.html#aa1f9966aade9c4515d33d3ffa7305462">size</a>) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordtype">char</span>* ptr = <span class="keyword">static_cast&lt;</span><span class="keywordtype">char</span>*<span class="keyword">&gt;</span>(malloc(size));</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">if</span> (!ptr) <span class="keywordflow">return</span> ptr; <span class="comment">// malloc failed to alloc</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1memory.html#a952ba61b6936bdcad3955ec1f5e6ef8f" title="Return true if the specified pointer is aligned on the number of bytes.">is_aligned</a>(ptr,8U)) {</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;          std::stringstream s;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;          s &lt;&lt; <span class="stringliteral">&quot;invalid alignment to 8 bytes, ptr=&quot;</span> </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;            &lt;&lt; <span class="keyword">reinterpret_cast&lt;</span>uintptr_t<span class="keyword">&gt;</span>(ptr) </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;            &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;          <span class="keywordflow">throw</span> std::runtime_error(s.str());</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">return</span> ptr;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      }</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    }</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html">   79</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1memory_1_1stack__alloc.html" title="An instance of this class provides a memory pool through which blocks of raw memory may be allocated ...">stack_alloc</a> {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    <span class="keyword">private</span>: </div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      std::vector&lt;char*&gt; blocks_; <span class="comment">// storage for blocks, may be bigger than cur_block_</span></div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      std::vector&lt;size_t&gt; sizes_; <span class="comment">// could store initial &amp; shift for others</span></div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <span class="keywordtype">size_t</span> cur_block_;          <span class="comment">// index into blocks_ for next alloc</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <span class="keywordtype">char</span>* cur_block_end_;       <span class="comment">// ptr to cur_block_ptr_ + sizes_[cur_block_]</span></div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordtype">char</span>* next_loc_;            <span class="comment">// ptr to next available spot in cur block</span></div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <span class="keywordtype">char</span>* move_to_next_block(<span class="keywordtype">size_t</span> len) {</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keywordtype">char</span>* result;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        ++cur_block_;</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="comment">// Find the next block (if any) containing at least len bytes.</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">while</span> ((cur_block_ &lt; blocks_.size()) &amp;&amp; (sizes_[cur_block_] &lt; len))</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          ++cur_block_;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="comment">// Allocate a new block if necessary.</span></div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="stack__alloc_8hpp.html#ac6c45889010c1bd68631771b64f18101">unlikely</a>(cur_block_ &gt;= blocks_.size())) {</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;          <span class="comment">// New block should be max(2*size of last block, len) bytes.</span></div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          <span class="keywordtype">size_t</span> newsize = sizes_.back() * 2;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;          <span class="keywordflow">if</span> (newsize &lt; len)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;            newsize = len;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          blocks_.push_back(eight_byte_aligned_malloc(newsize));</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          <span class="keywordflow">if</span> (!blocks_.back())</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;            <span class="keywordflow">throw</span> std::bad_alloc();</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          sizes_.push_back(newsize);</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        }</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        result = blocks_[cur_block_];</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="comment">// Get the object&#39;s state back in order.</span></div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        next_loc_ = result + len;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        cur_block_end_ = result + sizes_[cur_block_];</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      }</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b">  130</a></span>&#160;      <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a3da167b8f4f9bd981f948ac03c29604b" title="Construct a resizable stack allocator initially holding the specified number of bytes.">stack_alloc</a>(<span class="keywordtype">size_t</span> initial_nbytes = DEFAULT_INITIAL_NBYTES) :</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        blocks_(1, eight_byte_aligned_malloc(initial_nbytes)),</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        sizes_(1,initial_nbytes),</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        cur_block_(0),</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        cur_block_end_(blocks_[0] + initial_nbytes),</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        next_loc_(blocks_[0]) {</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        <span class="keywordflow">if</span> (!blocks_[0])</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;          <span class="keywordflow">throw</span> std::bad_alloc();  <span class="comment">// no msg allowed in bad_alloc ctor</span></div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      }</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf">  147</a></span>&#160;      <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a9031a182931d5cd7f11e0bfa8357c6bf" title="Destroy this memory allocator.">~stack_alloc</a>() { </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;        <span class="comment">// free ALL blocks</span></div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; blocks_.size(); ++i)</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          <span class="keywordflow">if</span> (blocks_[i])</div>
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+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      }</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b">  166</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span>* <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a90eb1978d8bbc20e4357b1ea2c686f5b" title="Return a newly allocated block of memory of the appropriate size managed by the stack allocator...">alloc</a>(<span class="keywordtype">size_t</span> len) {</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="comment">// Typically, just return and increment the next location.</span></div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordtype">char</span>* result = next_loc_;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        next_loc_ += len;</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="comment">// Occasionally, we have to switch blocks.</span></div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="stack__alloc_8hpp.html#ac6c45889010c1bd68631771b64f18101">unlikely</a>(next_loc_ &gt;= cur_block_end_))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;          result = move_to_next_block(len);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;        <span class="keywordflow">return</span> (<span class="keywordtype">void</span>*)result;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      }</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div>
+<div class="line"><a name="l00182"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d">  182</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d" title="Recover all the memory used by the stack allocator.">recover_all</a>() {</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        cur_block_ = 0;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        next_loc_ = blocks_[0];</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        cur_block_end_ = next_loc_ + sizes_[0];</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;      }</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    </div>
+<div class="line"><a name="l00193"></a><span class="lineno"><a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a">  193</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a02e126e827732287d7f4ede17316089a" title="Free all memory used by the stack allocator other than the initial block allocation back to the syste...">free_all</a>() {</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="comment">// frees all BUT the first (index 0) block</span></div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 1; i &lt; blocks_.size(); ++i)</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          <span class="keywordflow">if</span> (blocks_[i])</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;            free(blocks_[i]);</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;        sizes_.resize(1);</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        blocks_.resize(1); </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        <a class="code" href="classstan_1_1memory_1_1stack__alloc.html#a453c7dd354d0cb89389f648882cd459d" title="Recover all the memory used by the stack allocator.">recover_all</a>();</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      }</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;  </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;    };</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;  }</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;}</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+ </tbody>
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+</div>
+<!-- end header part -->
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
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+<code>#include &lt;iostream&gt;</code><br/>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_8hpp.html">stan/math/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// FIXME: should consolidate with the options from the command line in stan::gm</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html">   16</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html">stan_csv_metadata</a> {</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a8f6f94ea53c82fcb9269a649066af0dc">   17</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a8f6f94ea53c82fcb9269a649066af0dc">stan_version_major</a>;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a259cf0626d25c32dc03b82fc4cd1f08a">   18</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a259cf0626d25c32dc03b82fc4cd1f08a">stan_version_minor</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a05c438d9a575f0d8b5326cde887c51ad">   19</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a05c438d9a575f0d8b5326cde887c51ad">stan_version_patch</a>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
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+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#afe9c15f7c7e774a40f83e3a7f24e4279">   30</a></span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#afe9c15f7c7e774a40f83e3a7f24e4279">thin</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a5dd804a343d097dabe18f8a48701accb">   31</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#a5dd804a343d097dabe18f8a48701accb">append_samples</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#ade7047cd16512c5a03c4d1dc9b6a3282">   32</a></span>&#160;      std::string <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#ade7047cd16512c5a03c4d1dc9b6a3282">algorithm</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#af9275dd04e87640591d6f365ae2416cc">   33</a></span>&#160;      std::string <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#af9275dd04e87640591d6f365ae2416cc">engine</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#abb84cf3a6ecfaceb2fe108180e9897eb">   35</a></span>&#160;      <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html#abb84cf3a6ecfaceb2fe108180e9897eb">stan_csv_metadata</a>()</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    };</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
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+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv__adaptation.html#acb7a22f17dae3c239bab54097f06a082">   46</a></span>&#160;      Eigen::MatrixXd <a class="code" href="structstan_1_1io_1_1stan__csv__adaptation.html#acb7a22f17dae3c239bab54097f06a082">metric</a>;</div>
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+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    };</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    </div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      </div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        : <a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#a26e38502db9dfbb27cf5747c8e96d229">warmup</a>(0), <a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">sampling</a>(0) {}</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;    };</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
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+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">   64</a></span>&#160;      Eigen::MatrixXd <a class="code" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">samples</a>;</div>
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+<div class="line"><a name="l00078"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1stan__csv__reader.html#a882e750d8fb201dfa1cdb5e174f21957">   78</a></span>&#160;      <span class="keyword">static</span> <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1io_1_1stan__csv__reader.html#a882e750d8fb201dfa1cdb5e174f21957">read_metadata</a>(std::istream&amp; in, <a class="code" href="structstan_1_1io_1_1stan__csv__metadata.html">stan_csv_metadata</a>&amp; metadata) {</div>
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+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        data.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>.<a class="code" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">sampling</a> = 0;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        </div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="classstan_1_1io_1_1stan__csv__reader.html#a1ec68f0382342bfd8e7de9d823239247">read_samples</a>(in, data.<a class="code" href="structstan_1_1io_1_1stan__csv.html#a5e17346c48ca1e2b9146d2700c6433a8">samples</a>, data.<a class="code" href="structstan_1_1io_1_1stan__csv.html#aeac96bfaa43c3d99db3972b6407394d7">timing</a>)) {</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;          std::cout &lt;&lt; <span class="stringliteral">&quot;Warning: non-fatal error reading samples&quot;</span> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        }</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        <span class="keywordflow">return</span> data;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;      }</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;    };</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;    </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;  } <span class="comment">// io</span></div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;  </div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<a href="#func-members">Functions</a>  </div>
+  <div class="headertitle">
+<div class="title">stanc.cpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="stanc__helper_8hpp_source.html">stan/command/stanc_helper.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="stanc_8cpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac0f2228420376f4db7e1274f2b41667c"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stanc_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">main</a> (int argc, const char *argv[])</td></tr>
+<tr class="memdesc:ac0f2228420376f4db7e1274f2b41667c"><td class="mdescLeft">&#160;</td><td class="mdescRight">The Stan compiler (stanc).  <a href="#ac0f2228420376f4db7e1274f2b41667c"></a><br/></td></tr>
+<tr class="separator:ac0f2228420376f4db7e1274f2b41667c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="ac0f2228420376f4db7e1274f2b41667c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int main </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[]&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>The Stan compiler (stanc). </p>
+<dl class="params"><dt>Parameters</dt><dd>
+  <table class="params">
+    <tr><td class="paramname">argc</td><td>Number of arguments </td></tr>
+    <tr><td class="paramname">argv</td><td>Arguments</td></tr>
+  </table>
+  </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>0 for success, -1 for exception, -2 for parser failure, -3 for invalid arguments. </dd></dl>
+
+<p>Definition at line <a class="el" href="stanc_8cpp_source.html#l00012">12</a> of file <a class="el" href="stanc_8cpp_source.html">stanc.cpp</a>.</p>
+
+</div>
+</div>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="stanc_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stanc__helper_8hpp.html">stan/command/stanc_helper.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="stanc_8cpp.html#ac0f2228420376f4db7e1274f2b41667c">   12</a></span>&#160;<span class="keywordtype">int</span> <a class="code" href="print_8cpp.html#ac0f2228420376f4db7e1274f2b41667c" title="The Stan print function.">main</a>(<span class="keywordtype">int</span> argc, <span class="keyword">const</span> <span class="keywordtype">char</span>* argv[]) {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keywordflow">return</span> <a class="code" href="stanc__helper_8hpp.html#a6285d39574513b78cafc494a8f614852">stanc_helper</a>(argc,argv,&amp;std::cout,&amp;std::cerr);</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;}</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
diff --git a/doc/api/html/stanc__helper_8hpp.html b/doc/api/html/stanc__helper_8hpp.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">stanc_helper.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="version_8hpp_source.html">stan/version.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="compiler_8hpp_source.html">stan/gm/compiler.hpp</a>&gt;</code><br/>
+<code>#include &lt;exception&gt;</code><br/>
+<code>#include &lt;fstream&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cmd__line_8hpp_source.html">stan/io/cmd_line.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="stanc__helper_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a89aadce7a620baad44661f64650a2c57"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stanc__helper_8hpp.html#a89aadce7a620baad44661f64650a2c57">print_version</a> (std::ostream *out_stream)</td></tr>
+<tr class="separator:a89aadce7a620baad44661f64650a2c57"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab8ff534ebd7aa89be78b2b9e65f5f33a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stanc__helper_8hpp.html#ab8ff534ebd7aa89be78b2b9e65f5f33a">print_stanc_help</a> (std::ostream *out_stream)</td></tr>
+<tr class="memdesc:ab8ff534ebd7aa89be78b2b9e65f5f33a"><td class="mdescLeft">&#160;</td><td class="mdescRight">Prints the Stan compiler (stanc) help.  <a href="#ab8ff534ebd7aa89be78b2b9e65f5f33a"></a><br/></td></tr>
+<tr class="separator:ab8ff534ebd7aa89be78b2b9e65f5f33a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a018575b1df2fee775b6583718a7ddc18"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">delete_file</a> (std::ostream *err_stream, const std::string &amp;file_name)</td></tr>
+<tr class="separator:a018575b1df2fee775b6583718a7ddc18"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a6285d39574513b78cafc494a8f614852"><td class="memItemLeft" align="right" valign="top">int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="stanc__helper_8hpp.html#a6285d39574513b78cafc494a8f614852">stanc_helper</a> (int argc, const char *argv[], std::ostream *out_stream, std::ostream *err_stream)</td></tr>
+<tr class="separator:a6285d39574513b78cafc494a8f614852"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<h2 class="groupheader">Function Documentation</h2>
+<a class="anchor" id="a018575b1df2fee775b6583718a7ddc18"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void delete_file </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>file_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stanc__helper_8hpp_source.html#l00055">55</a> of file <a class="el" href="stanc__helper_8hpp_source.html">stanc_helper.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab8ff534ebd7aa89be78b2b9e65f5f33a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void print_stanc_help </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out_stream</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Prints the Stan compiler (stanc) help. </p>
+
+<p>Definition at line <a class="el" href="stanc__helper_8hpp_source.html#l00026">26</a> of file <a class="el" href="stanc__helper_8hpp_source.html">stanc_helper.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a89aadce7a620baad44661f64650a2c57"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void print_version </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out_stream</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stanc__helper_8hpp_source.html#l00012">12</a> of file <a class="el" href="stanc__helper_8hpp_source.html">stanc_helper.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6285d39574513b78cafc494a8f614852"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stanc_helper </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>argc</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const char *&#160;</td>
+          <td class="paramname"><em>argv</em>[], </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>out_stream</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream *&#160;</td>
+          <td class="paramname"><em>err_stream</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stanc__helper_8hpp_source.html#l00065">65</a> of file <a class="el" href="stanc__helper_8hpp_source.html">stanc_helper.hpp</a>.</p>
+
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+<a href="stanc__helper_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="version_8hpp.html">stan/version.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="compiler_8hpp.html">stan/gm/compiler.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;</div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;exception&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="cmd__line_8hpp.html">stan/io/cmd_line.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="stanc__helper_8hpp.html#a89aadce7a620baad44661f64650a2c57">   12</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="stanc__helper_8hpp.html#a89aadce7a620baad44661f64650a2c57">print_version</a>(std::ostream* out_stream) {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keywordflow">if</span> (!out_stream) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;  *out_stream &lt;&lt; <span class="stringliteral">&quot;stanc version &quot;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;              &lt;&lt; <a class="code" href="namespacestan.html#a75c4bb3d494fafd9d1714d4db258975c" title="Major version number for Stan package.">stan::MAJOR_VERSION</a></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;.&quot;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;              &lt;&lt; <a class="code" href="namespacestan.html#ad48b562c737bb49645bd8117067858b9" title="Minor version number for Stan package.">stan::MINOR_VERSION</a></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;.&quot;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;              &lt;&lt; <a class="code" href="namespacestan.html#ae9ae37a39676ea8ca7cbfeffce12f938" title="Patch version for Stan package.">stan::PATCH_VERSION</a></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;              &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;}</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="stanc__helper_8hpp.html#ab8ff534ebd7aa89be78b2b9e65f5f33a">   26</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="stanc__helper_8hpp.html#ab8ff534ebd7aa89be78b2b9e65f5f33a" title="Prints the Stan compiler (stanc) help.">print_stanc_help</a>(std::ostream* out_stream) {</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  <span class="keyword">using</span> <a class="code" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06" title="Prints single print option to output ptr if non-null.">stan::io::print_help_option</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  <span class="keywordflow">if</span> (!out_stream) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  *out_stream &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  <a class="code" href="stanc__helper_8hpp.html#a89aadce7a620baad44661f64650a2c57">print_version</a>(out_stream);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;  *out_stream &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;  *out_stream &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  <a class="code" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06" title="Prints single print option to output ptr if non-null.">print_help_option</a>(out_stream,<span class="stringliteral">&quot;name&quot;</span>,<span class="stringliteral">&quot;string&quot;</span>,</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                    <span class="stringliteral">&quot;Model name&quot;</span>,</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;                    <span class="stringliteral">&quot;default = \&quot;$model_filename_model\&quot;&quot;</span>);</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;  <a class="code" href="namespacestan_1_1io.html#a0b47261532cf7c027e939aca02088c06" title="Prints single print option to output ptr if non-null.">print_help_option</a>(out_stream,<span class="stringliteral">&quot;o&quot;</span>,<span class="stringliteral">&quot;file&quot;</span>,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                    <span class="stringliteral">&quot;Output file for generated C++ code&quot;</span>,</div>
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+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">   55</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">delete_file</a>(std::ostream* err_stream,</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                 <span class="keyword">const</span> std::string&amp; file_name) {</div>
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+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;}      </div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                 std::ostream* out_stream, std::ostream* err_stream) {</div>
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+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;  std::string out_file_name; <span class="comment">// declare outside of try to delete in catch</span></div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  <span class="keywordflow">try</span> {</div>
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+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <span class="keywordflow">if</span> (cmd.<a class="code" href="classstan_1_1io_1_1cmd__line.html#a2d24eb7b0df0df0f9237e722c9935344" title="Return true if the specified flag is defined.">has_flag</a>(<span class="stringliteral">&quot;help&quot;</span>)) {</div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">return</span> SUCCESS_RC;</div>
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+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">return</span> SUCCESS_RC;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;    }</div>
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+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      std::string msg(<span class="stringliteral">&quot;Require model file as argument. &quot;</span>);</div>
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+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                  &lt;&lt; e.what()</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;                  &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      *err_stream &lt;&lt; <span class="stringliteral">&quot;Execute \&quot;stanc --help\&quot; for more information&quot;</span> </div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;                  &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <a class="code" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">delete_file</a>(out_stream,out_file_name);</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    }</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;    <span class="keywordflow">return</span> INVALID_ARGUMENT_RC;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;  } <span class="keywordflow">catch</span> (<span class="keyword">const</span> std::exception&amp; e) {</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;    <span class="keywordflow">if</span> (err_stream) {</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      *err_stream &lt;&lt; std::endl</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                  &lt;&lt; e.what()</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                  &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    }</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    <a class="code" href="stanc__helper_8hpp.html#a018575b1df2fee775b6583718a7ddc18">delete_file</a>(out_stream,out_file_name);</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    <span class="keywordflow">return</span> EXCEPTION_RC;</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;  }</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;  </div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;  <span class="keywordflow">return</span> SUCCESS_RC;</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;}</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;</div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
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+<a href="statement__2__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__STATEMENT_2_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#a124bb789c4c06388a498dffc981b1726">statement_2_grammar</a>(<a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map,</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                          std::stringstream&amp; error_msgs,</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                          <a class="code" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar&lt;Iterator&gt;</a>&amp; sg);</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="comment">// global info for parses</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#a3626cba34b0c81150a12ee6b045fd197">   36</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#a3626cba34b0c81150a12ee6b045fd197">var_map_</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#acd1c878d999eb7e0b296b8171effcff5">   37</a></span>&#160;      std::stringstream&amp; <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#acd1c878d999eb7e0b296b8171effcff5">error_msgs_</a>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="comment">// grammars</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#ab1dd748c47712014575913b6d6d94b78">   40</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar&lt;Iterator&gt;</a> <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#ab1dd748c47712014575913b6d6d94b78">expression_g</a>;  </div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="comment">// rules</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a>(<span class="keywordtype">bool</span>,<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>),</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1statement.html">statement</a>(<span class="keywordtype">bool</span>,<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar&lt;Iterator&gt;</a> &gt; </div>
+<div class="line"><a name="l00054"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#ade56d3d85cad306fb8a918671335bc26">   54</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#ade56d3d85cad306fb8a918671335bc26">statement_2_r</a>;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    };</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                               </div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;  }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;}</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">statement_2_grammar_def.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__2__grammar_8hpp_source.html">stan/gm/grammars/statement_2_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="common__adaptors__def_8hpp_source.html">stan/gm/grammars/common_adaptors_def.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="statement__2__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__condition.html">stan::gm::add_conditional_condition</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html">stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__body.html">stan::gm::add_conditional_body</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html">stan::gm::add_conditional_body::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="var-members"></a>
+Variables</h2></td></tr>
+<tr class="memitem:ac933d49bf64b047878de0a9cd6bee469"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; add_conditional_condition &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#ac933d49bf64b047878de0a9cd6bee469">stan::gm::add_conditional_condition_f</a></td></tr>
+<tr class="separator:ac933d49bf64b047878de0a9cd6bee469"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad78f054e040e1e50bbca1c359bdfb212"><td class="memItemLeft" align="right" valign="top">boost::phoenix::function<br class="typebreak"/>
+&lt; add_conditional_body &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html#ad78f054e040e1e50bbca1c359bdfb212">stan::gm::add_conditional_body_f</a></td></tr>
+<tr class="separator:ad78f054e040e1e50bbca1c359bdfb212"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+</div>
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+<div class="title">statement_2_grammar_def.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="statement__2__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__STATEMENT_2_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__STATEMENT_2_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/std_pair.hpp&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;boost/config/warning_disable.hpp&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;boost/tuple/tuple.hpp&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar_8hpp.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__2__grammar_8hpp.html">stan/gm/grammars/statement_2_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="common__adaptors__def_8hpp.html">stan/gm/grammars/common_adaptors_def.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1add__conditional__condition.html">   58</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1add__conditional__condition.html">add_conditional_condition</a> {</div>
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+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1add__conditional__condition.html#aace3227298368df282a3c6fc29dea385">   61</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1add__conditional__condition.html#aace3227298368df282a3c6fc29dea385">operator()</a>(<a class="code" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a>&amp; cs,</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;                      <span class="keyword">const</span> <a class="code" href="structstan_1_1gm_1_1expression.html">expression</a>&amp; <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>,</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">if</span> (!e.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>().<a class="code" href="structstan_1_1gm_1_1expr__type.html#a28728288384b1c9510ffe1a3cbb5efa3">is_primitive</a>()) {</div>
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+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot; found type=&quot;</span> &lt;&lt; e.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>() &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                                                       std::stringstream&amp; error_msgs,</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;                                                       <a class="code" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar&lt;Iterator&gt;</a>&amp; sg)</div>
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+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        error_msgs_(error_msgs),</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        expression_g(var_map,error_msgs),</div>
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+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_pass;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_val;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r1;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r2;</div>
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+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        &gt; lit(<span class="charliteral">&#39;)&#39;</span>)</div>
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+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;             &gt; lit(<span class="charliteral">&#39;)&#39;</span>)</div>
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+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;             )</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        &gt; - (lit(<span class="stringliteral">&quot;else&quot;</span>) </div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;             &gt; <a class="code" href="structstan_1_1gm_1_1statement__2__grammar.html#a71b74b870a48887d16af27eb90154492">statement_g</a>(_r1,_r2)</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;               [<a class="code" href="namespacestan_1_1gm.html#ad78f054e040e1e50bbca1c359bdfb212">add_conditional_body_f</a>(_val,_1)]</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;             )</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        ;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    }</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  }</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;}</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="statement__2__grammar__def_8hpp_source.html">stan/gm/grammars/statement_2_grammar_def.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="iterator__typedefs_8hpp_source.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="statement__2__grammar__inst_8cpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="iterator__typedefs_8hpp.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    <span class="keyword">template</span> <span class="keyword">struct </span>statement_2_grammar&lt;pos_iterator_t&gt;;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  }</div>
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+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__2__grammar_8hpp_source.html">stan/gm/grammars/statement_2_grammar.hpp</a>&gt;</code><br/>
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+<p><a href="statement__grammar_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__grammar.html">stan::gm::statement_grammar&lt; Iterator &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="statement__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__STATEMENT_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__2__grammar_8hpp.html">stan/gm/grammars/statement_2_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="keyword">namespace </span>stan { </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;  <span class="keyword">namespace </span>gm {</div>
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+<div class="line"><a name="l00149"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">  149</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">var_lhs_r</a>;</div>
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+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    };</div>
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+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;  }</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;}</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">statement_grammar_def.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="common__adaptors__def_8hpp_source.html">stan/gm/grammars/common_adaptors_def.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="statement__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__assignment.html">stan::gm::validate_assignment</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html">stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__sample.html">stan::gm::validate_sample</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__sample_1_1result.html">stan::gm::validate_sample::result&lt; T1, T2, T3 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__as__statement.html">stan::gm::expression_as_statement</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unscope__locals.html">stan::gm::unscope_locals</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html">stan::gm::unscope_locals::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__loop__identifier_1_1result.html">stan::gm::add_loop_identifier::result&lt; T1, T2, T3, T4 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html">stan::gm::remove_loop_identifier</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_29b20cd43524c7f0fc77aef3c7e38f50.html">gm</a></li><li class="navelem"><a class="el" href="dir_bfdd916fd7a3310c7c8c32c9dbb4c5dd.html">grammars</a></li>  </ul>
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+<div class="title">statement_grammar_def.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="statement__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__STATEMENT_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__STATEMENT_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/std_pair.hpp&gt;</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &lt;boost/config/warning_disable.hpp&gt;</span></div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</span></div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;boost/tuple/tuple.hpp&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &lt;boost/variant/recursive_variant.hpp&gt;</span></div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="whitespace__grammar_8hpp.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar_8hpp.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar_8hpp.html">stan/gm/grammars/statement_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="common__adaptors__def_8hpp.html">stan/gm/grammars/common_adaptors_def.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<a class="code" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">BOOST_FUSION_ADAPT_STRUCT</a>(<a class="code" href="structstan_1_1gm_1_1assignment.html">stan::gm::assignment</a>,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                          (<a class="code" href="structstan_1_1gm_1_1variable__dims.html">stan::gm::variable_dims</a>, var_dims_)</div>
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+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                          (std::string, name_)</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;                          (std::vector&lt;stan::gm::expression&gt;, dims_) );</div>
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+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                          (std::string, family_)</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;                          (std::string, variable_)</div>
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+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                          (std::vector&lt;stan::gm::printable&gt;, printables_) );</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<a class="code" href="program__grammar__def_8hpp.html#ada0ff5807ec701c3ec7f2ecc0d99aaf4">BOOST_FUSION_ADAPT_STRUCT</a>(<a class="code" href="structstan_1_1gm_1_1increment__log__prob__statement.html">stan::gm::increment_log_prob_statement</a>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                          (<a class="code" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a>, log_prob_))</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                          (stan::gm::expression, expr_)</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                          (stan::gm::distribution, dist_) </div>
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+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;                          (std::vector&lt;stan::gm::statement&gt;, statements_) );</div>
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+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;namespace stan {</div>
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+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00086"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__assignment.html">   86</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1validate__assignment.html">validate_assignment</a> {</div>
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+<div class="line"><a name="l00090"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__assignment.html#afa6d6906c1128cadfdf4d041bc1bfcf0">   90</a></span>&#160;      <span class="keywordtype">bool</span> operator()(<a class="code" href="structstan_1_1gm_1_1assignment.html">assignment</a>&amp; a,</div>
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+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                      <a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; vm,</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
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+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="comment">// validate existence</span></div>
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+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <span class="keywordflow">if</span> (!vm.<a class="code" href="structstan_1_1gm_1_1variable__map.html#a29d85bf3018b2393c737dbb7d641ad32">exists</a>(name)) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;unknown variable in assignment&quot;</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; lhs variable=&quot;</span> &lt;&lt; a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a2d2d3c02b849dae3dbf789473eac2ea0">var_dims_</a>.<a class="code" href="structstan_1_1gm_1_1variable__dims.html#a639052828000ec7614d7b40c859f592a">name_</a> </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                     &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        </div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        <span class="comment">// validate origin</span></div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> lhs_origin = vm.<a class="code" href="structstan_1_1gm_1_1variable__map.html#a489c5362720bcea3520b36b8fbf139c3">get_origin</a>(name);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">if</span> (lhs_origin != <a class="code" href="namespacestan_1_1gm.html#ae5497a13c6ad9d782269f4b25fc7608a">local_origin</a></div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;            &amp;&amp; lhs_origin != origin_allowed) {</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;attempt to assign variable in wrong block.&quot;</span></div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot; left-hand-side variable origin=&quot;</span>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#afbacd22142d44e8f79d40a512441c060">print_var_origin</a>(error_msgs,lhs_origin);</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;          error_msgs &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="comment">// validate types</span></div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a32c7f69945a9335aad93f5b6c44b6b34">var_type_</a> = vm.<a class="code" href="structstan_1_1gm_1_1variable__map.html#af16b9b2424cf92cd3804908986d53ff1">get</a>(name);</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordtype">size_t</span> lhs_var_num_dims = a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a32c7f69945a9335aad93f5b6c44b6b34">var_type_</a>.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a34df8ccee8d884095d1b95ea2503a42c">dims_</a>.size();</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordtype">size_t</span> num_index_dims = a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a2d2d3c02b849dae3dbf789473eac2ea0">var_dims_</a>.<a class="code" href="structstan_1_1gm_1_1variable__dims.html#a70f46c11bdd84865ec1b65c37f9ad23c">dims_</a>.size();</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <a class="code" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> lhs_type = <a class="code" href="namespacestan_1_1gm.html#a17574edb8e226bfd71f69da1d4f97168">infer_type_indexing</a>(a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a32c7f69945a9335aad93f5b6c44b6b34">var_type_</a>.<a class="code" href="structstan_1_1gm_1_1base__var__decl.html#a55f45e9a1c2aec254ab96335f85b9399">base_type_</a>,</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;                                                 lhs_var_num_dims,</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;                                                 num_index_dims);</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <span class="keywordflow">if</span> (lhs_type.<a class="code" href="structstan_1_1gm_1_1expr__type.html#af9a85e43e814f13ccadd9640308b86de">is_ill_formed</a>()) {</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;too many indexes for variable &quot;</span> </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; variable name = &quot;</span> &lt;&lt; name</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; num dimensions given = &quot;</span> &lt;&lt; num_index_dims</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; variable array dimensions = &quot;</span> &lt;&lt; lhs_var_num_dims;</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        }</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        <span class="keywordflow">if</span> (lhs_type.<a class="code" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">num_dims_</a> != a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a5b4337392501b66b3d72f1561e969fed">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>().<a class="code" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">num_dims_</a>) {</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;mismatched dimensions on left- and right-hand side of assignment&quot;</span></div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; left dims=&quot;</span> &lt;&lt; lhs_type.<a class="code" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">num_dims_</a></div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; right dims=&quot;</span> &lt;&lt; a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a5b4337392501b66b3d72f1561e969fed">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>().<a class="code" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">num_dims_</a></div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;        }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> lhs_base_type = lhs_type.<a class="code" href="structstan_1_1gm_1_1expr__type.html#aefee7b86134990f92cce19ef8e88f800">base_type_</a>;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;        <a class="code" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> rhs_base_type = a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a5b4337392501b66b3d72f1561e969fed">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>().<a class="code" href="structstan_1_1gm_1_1expr__type.html#aefee7b86134990f92cce19ef8e88f800">base_type_</a>;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <span class="comment">// int -&gt; double promotion</span></div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keywordtype">bool</span> types_compatible </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          = lhs_base_type == rhs_base_type</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          || ( lhs_base_type == <a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a> &amp;&amp; rhs_base_type == <a class="code" href="namespacestan_1_1gm.html#a2da21cb21d76a1fbafe6857e23e37b5b">INT_T</a> );</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keywordflow">if</span> (!types_compatible) {</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;base type mismatch in assignment&quot;</span></div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; left variable=&quot;</span> &lt;&lt; a.<a class="code" href="structstan_1_1gm_1_1assignment.html#a2d2d3c02b849dae3dbf789473eac2ea0">var_dims_</a>.<a class="code" href="structstan_1_1gm_1_1variable__dims.html#a639052828000ec7614d7b40c859f592a">name_</a></div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;; left base type=&quot;</span>;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">write_base_expr_type</a>(error_msgs,lhs_base_type);</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;; right base type=&quot;</span>;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a281907d01ac42b6c4c703f9285361419">write_base_expr_type</a>(error_msgs,rhs_base_type);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;          error_msgs &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        }</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      }</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    };</div>
+<div class="line"><a name="l00158"></a><span class="lineno"><a class="code" href="namespacestan_1_1gm.html#a06237cc6105be14cdd2eb0575bef7ae4">  158</a></span>&#160;    boost::phoenix::function&lt;validate_assignment&gt; <a class="code" href="namespacestan_1_1gm.html#a06237cc6105be14cdd2eb0575bef7ae4">validate_assignment_f</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__sample.html">  160</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1validate__sample.html">validate_sample</a> {</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00162"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__sample_1_1result.html#ad554b4aaf143a4c535708ac7ee56a12f">  162</a></span>&#160;      <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1validate__sample_1_1result.html">result</a> { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> <a class="code" href="structstan_1_1gm_1_1validate__sample_1_1result.html#ad554b4aaf143a4c535708ac7ee56a12f">type</a>; };</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div>
+<div class="line"><a name="l00164"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__sample.html#a457fa512cf1ad5c13e3c1fb0e02e9adf">  164</a></span>&#160;      <span class="keywordtype">bool</span> is_double_return(<span class="keyword">const</span> std::string&amp; function_name,</div>
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+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;                            std::ostream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <span class="keywordflow">return</span> function_signatures::instance()</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          .get_result_type(function_name,arg_types,error_msgs)</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          .is_primitive_double();</div>
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+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;          &amp;&amp; ( et.<a class="code" href="structstan_1_1gm_1_1expr__type.html#aefee7b86134990f92cce19ef8e88f800">base_type_</a> == <a class="code" href="namespacestan_1_1gm.html#a2da21cb21d76a1fbafe6857e23e37b5b">INT_T</a></div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;               || et.<a class="code" href="structstan_1_1gm_1_1expr__type.html#aefee7b86134990f92cce19ef8e88f800">base_type_</a> == <a class="code" href="namespacestan_1_1gm.html#a903b745f5e5ae0c05b667e45e5d62e66">DOUBLE_T</a> );</div>
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+<div class="line"><a name="l00176"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1validate__sample.html#a77de03d8f8a44b98afa75e7fa02fe705">  176</a></span>&#160;      <span class="keywordtype">bool</span> operator()(<span class="keyword">const</span> sample&amp; s,</div>
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+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;                      std::ostream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        std::vector&lt;expr_type&gt; arg_types;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        arg_types.push_back(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>());</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i)</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;          arg_types.push_back(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i].expression_type());</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        std::string function_name(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a>);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        function_name += <span class="stringliteral">&quot;_log&quot;</span>;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">if</span> (!is_double_return(function_name,arg_types,error_msgs)) {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;unknown distribution=&quot;</span> &lt;&lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        }</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="comment">// test for LHS not being purely a variable</span></div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a5cd24fa3880414fae68b9f140341781c">has_non_param_var</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,var_map)) {</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          <span class="comment">// FIXME:  really want to get line numbers in here too</span></div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;Warning (non-fatal):&quot;</span></div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;     sampling statement (~) contains a transformed parameter or local variable.&quot;</span></div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;     You must increment lp__ with the log absolute determinant&quot;</span></div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot; of the Jacobian of the transform.&quot;</span></div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;     Sampling Statement left-hand-side expression:&quot;</span></div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;          &quot;</span>;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,error_msgs);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot; ~ &quot;</span>;</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          error_msgs &lt;&lt; function_name &lt;&lt; <span class="stringliteral">&quot;(...)&quot;</span>;</div>
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+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keywordflow">if</span> (s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>() || s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>()) {</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;          <span class="keywordflow">if</span> (!is_univariate(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>())) { <span class="comment">// .num_dims_ &gt; 0) {</span></div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;            error_msgs &lt;&lt; <span class="stringliteral">&quot;Outcomes in truncated distributions must be univariate.&quot;</span></div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;                       &lt;&lt; std::endl</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;                       &lt;&lt; <span class="stringliteral">&quot;  Found outcome expression: &quot;</span>;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;            <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>,error_msgs);</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;            error_msgs &lt;&lt; std::endl</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;                       &lt;&lt; <span class="stringliteral">&quot;  with non-univariate type: &quot;</span></div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;                       &lt;&lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a29225bfbf5c3cc9b6f259782ac957891">expr_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>()</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;                       &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;          }</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;          <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>.size(); ++i)</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;            <span class="keywordflow">if</span> (!is_univariate(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i].expression_type())) { <span class="comment">// .num_dims_ &gt; 0) {</span></div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;              error_msgs &lt;&lt; <span class="stringliteral">&quot;Parameters in truncated distributions must be univariate.&quot;</span></div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;                         &lt;&lt; std::endl</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;                         &lt;&lt; <span class="stringliteral">&quot;  Found parameter expression: &quot;</span>;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;              <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i],error_msgs);</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;              error_msgs &lt;&lt; std::endl</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                         &lt;&lt; <span class="stringliteral">&quot;  with non-univariate type: &quot;</span></div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;                         &lt;&lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#aab595ee25d571021f9c27db31b187f6b">args_</a>[i].expression_type()</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;                         &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;              <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
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+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;        <span class="keywordflow">if</span> (s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a5602af4e9ea366a5c256798a372f7d26">has_low</a>()</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;            &amp;&amp; !is_univariate(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>())) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;Lower boundsin truncated distributions must be univariate.&quot;</span></div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;  Found lower bound expression: &quot;</span>;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>,error_msgs);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;          error_msgs &lt;&lt; std::endl</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;  with non-univariate type: &quot;</span></div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;                     &lt;&lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>()</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        }</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <span class="keywordflow">if</span> (s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a4fd2933ba84accb4d4df4fa7af5570b8">has_high</a>() </div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;            &amp;&amp; !is_univariate(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>())) {</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;Upper bounds in truncated distributions must be univariate.&quot;</span></div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;  Found upper bound expression: &quot;</span>;</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          <a class="code" href="namespacestan_1_1gm.html#a6d7cbee2be927cee628328a4e879294a">generate_expression</a>(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>,error_msgs);</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;          error_msgs &lt;&lt; std::endl</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;  with non-univariate type: &quot;</span></div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;                     &lt;&lt; s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a1b2c5b66107277bccac20593700fce54">high_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>()</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
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+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;          std::vector&lt;expr_type&gt; arg_types_trunc(arg_types);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;          arg_types_trunc[0] = s.<a class="code" href="structstan_1_1gm_1_1sample.html#a5e796a4be6bef910fcad25dfbc8ca3b6">truncation_</a>.<a class="code" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a>.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>(); </div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          std::string function_name_cdf(s.<a class="code" href="structstan_1_1gm_1_1sample.html#a516dbdf8e9b0deee39b6ff63c8d5cde1">dist_</a>.<a class="code" href="structstan_1_1gm_1_1distribution.html#ab09553687b34895debe5818c548f26b8">family_</a>);</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;          function_name_cdf += <span class="stringliteral">&quot;_cdf_log&quot;</span>;</div>
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+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;            <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;          }</div>
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+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;</div>
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+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        <span class="keywordflow">if</span> (!expr.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>().<a class="code" href="structstan_1_1gm_1_1expr__type.html#a745e55e1e245badd91138475f8f7bddb">is_primitive_int</a>()) {</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;expression denoting integer required; found type=&quot;</span> </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;                     &lt;&lt; expr.<a class="code" href="structstan_1_1gm_1_1expression.html#a61fc6d63842363ebf2c501286874a159">expression_type</a>() &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        }</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;      }</div>
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+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;</div>
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+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;ERROR:  sampling only allowed in model.&quot;</span></div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        }</div>
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+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;</div>
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+<div class="line"><a name="l00429"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1statement__grammar.html#af39ce5043643ec014ef8f16ed32fa9a8">  429</a></span>&#160;    <a class="code" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar&lt;Iterator&gt;::statement_grammar</a>(<a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map,</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;                                                   std::stringstream&amp; error_msgs)</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      : <a class="code" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar</a>::base_type(statement_r),</div>
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+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        error_msgs_(error_msgs),</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        expression_g(var_map,error_msgs),</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;        var_decls_g(var_map,error_msgs),</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        statement_2_g(var_map,error_msgs,*this)</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;    {</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_1;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::char_;</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::eps;</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lexeme;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::no_skip;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_pass;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_val;</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_a;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r1;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r2;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <span class="comment">// _r1 true if sample_r allowed (inherited)</span></div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;      <span class="comment">// _r2 source of variables allowed for assignments</span></div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;      <span class="comment">// set to true if sample_r are allowed</span></div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#af25706af04c4ddca423562a701a693a3">statement_r</a>.name(<span class="stringliteral">&quot;statement&quot;</span>);</div>
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+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a63ae1e77864d40c126f8f5f2ea389c92">increment_log_prob_statement_r</a>(_r2)       <span class="comment">// key &quot;increment&quot;</span></div>
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+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a711cbab281b543290a3efa6012ef39c1">statement_2_g</a>(_r1,_r2)                    <span class="comment">// key &quot;if&quot;</span></div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a481ea25baea5242da113c3e80b830bf8">print_statement_r</a>(_r2)                    <span class="comment">// key &quot;print&quot;</span></div>
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+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;        ;</div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab8208e8ab3c4e29d3a153da6566a076d">while_statement_r</a>.name(<span class="stringliteral">&quot;while statement&quot;</span>);</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab8208e8ab3c4e29d3a153da6566a076d">while_statement_r</a></div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;        = lit(<span class="stringliteral">&quot;while&quot;</span>)</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;        &gt; lit(<span class="charliteral">&#39;(&#39;</span>)</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r2)</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;          [_pass = <a class="code" href="namespacestan_1_1gm.html#adb748e38743964139413d8a31c622474">add_while_condition_f</a>(_val,_1,</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;                                         boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        &gt; lit(<span class="charliteral">&#39;)&#39;</span>)</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#af25706af04c4ddca423562a701a693a3">statement_r</a>(_r1,_r2)</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;          [<a class="code" href="namespacestan_1_1gm.html#a6cd03a1b864b365878417733f67b523e">add_while_body_f</a>(_val,_1)]</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;        ;</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;      </div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;      <span class="comment">// _r1, _r2 same as statement_r</span></div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a5b68ed64ef9f0602474270b4de26c268">for_statement_r</a>.name(<span class="stringliteral">&quot;for statement&quot;</span>);</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a5b68ed64ef9f0602474270b4de26c268">for_statement_r</a></div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;        %= lit(<span class="stringliteral">&quot;for&quot;</span>)</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;        &gt; lit(<span class="charliteral">&#39;(&#39;</span>)</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a416d3908d9a67cf4d3a9b5774475fee1">identifier_r</a> [_pass </div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;                        = <a class="code" href="namespacestan_1_1gm.html#aa52cffaf304fc09f5936e0fe6a708a15">add_loop_identifier_f</a>(_1,_a,</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;                                                boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a3e38af92fc643463ac93d825d5997c7d">var_map_</a>),</div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;                                                boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;        &gt; lit(<span class="stringliteral">&quot;in&quot;</span>)</div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a6dc40f704e7efaccfc1a7886a051773f">range_r</a>(_r2)</div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;        &gt; lit(<span class="charliteral">&#39;)&#39;</span>)</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#af25706af04c4ddca423562a701a693a3">statement_r</a>(_r1,_r2)</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;        &gt; eps </div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;        [<a class="code" href="namespacestan_1_1gm.html#add53eab5545aad3acada8a2f5c253a13">remove_loop_identifier_f</a>(_a,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a3e38af92fc643463ac93d825d5997c7d">var_map_</a>))];</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;      ;</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a481ea25baea5242da113c3e80b830bf8">print_statement_r</a>.name(<span class="stringliteral">&quot;print statement&quot;</span>);</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a481ea25baea5242da113c3e80b830bf8">print_statement_r</a></div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;        %= lit(<span class="stringliteral">&quot;print&quot;</span>)</div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;        &gt; lit(<span class="charliteral">&#39;(&#39;</span>)</div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;        &gt; (<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a54e7e6691e72cb4983d430c033777431">printable_r</a>(_r1) % <span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;        &gt; lit(<span class="charliteral">&#39;)&#39;</span>);</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a54e7e6691e72cb4983d430c033777431">printable_r</a>.name(<span class="stringliteral">&quot;printable&quot;</span>);</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a54e7e6691e72cb4983d430c033777431">printable_r</a></div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;        %= <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a5ba49f86716949ae1bc36585d081aba8">printable_string_r</a> </div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r1);</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a5ba49f86716949ae1bc36585d081aba8">printable_string_r</a>.name(<span class="stringliteral">&quot;printable quoted string&quot;</span>);</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a5ba49f86716949ae1bc36585d081aba8">printable_string_r</a></div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;        %= lit(<span class="charliteral">&#39;&quot;&#39;</span>)</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;        &gt; no_skip[*char_(<span class="stringliteral">&quot;a-zA-Z0-9/~!@#$%^&amp;*()`_+-={}|[]:;&#39;&lt;&gt;?,./ &quot;</span>)]</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;        &gt; lit(<span class="charliteral">&#39;&quot;&#39;</span>);</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;      </div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a416d3908d9a67cf4d3a9b5774475fee1">identifier_r</a>.name(<span class="stringliteral">&quot;identifier&quot;</span>);</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a416d3908d9a67cf4d3a9b5774475fee1">identifier_r</a></div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;        %= (lexeme[char_(<span class="stringliteral">&quot;a-zA-Z&quot;</span>) </div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;                   &gt;&gt; *char_(<span class="stringliteral">&quot;a-zA-Z0-9_.&quot;</span>)]);</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a6dc40f704e7efaccfc1a7886a051773f">range_r</a>.name(<span class="stringliteral">&quot;range expression pair, colon&quot;</span>);</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a6dc40f704e7efaccfc1a7886a051773f">range_r</a> </div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;        %= <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r1)</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;        [_pass = <a class="code" href="namespacestan_1_1gm.html#a46fe00392f8da59e985d5d347198d137">validate_int_expr2_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;        &gt;&gt; lit(<span class="charliteral">&#39;:&#39;</span>) </div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;        &gt;&gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r1)</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;        [_pass = <a class="code" href="namespacestan_1_1gm.html#a46fe00392f8da59e985d5d347198d137">validate_int_expr2_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))];</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aa3deabcf92016a9afde6ce09215288ff">assignment_r</a>.name(<span class="stringliteral">&quot;variable assignment by expression&quot;</span>);</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aa3deabcf92016a9afde6ce09215288ff">assignment_r</a></div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;        %= ( <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">var_lhs_r</a>(_r1)</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;             &gt;&gt; lit(<span class="stringliteral">&quot;&lt;-&quot;</span>) )</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r1)</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>)</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;          [_pass = <a class="code" href="namespacestan_1_1gm.html#a06237cc6105be14cdd2eb0575bef7ae4">validate_assignment_f</a>(_val,_r1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a3e38af92fc643463ac93d825d5997c7d">var_map_</a>),</div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;                                         boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;        ;</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">var_lhs_r</a>.name(<span class="stringliteral">&quot;variable and array dimensions&quot;</span>);</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#aec8e5ec3102aa27c455d4eeb321ba74c">var_lhs_r</a> </div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;        %= <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a416d3908d9a67cf4d3a9b5774475fee1">identifier_r</a> </div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;        &gt;&gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a11edf3c28eba99f15d511531a874bd55">opt_dims_r</a>(_r1);</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;</div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;      opt_dims_r.name(<span class="stringliteral">&quot;array dimensions (optional)&quot;</span>);</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;      opt_dims_r </div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        %=  * <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a894de01f7a57cb4f67c157e12faf33ad">dims_r</a>(_r1);</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a894de01f7a57cb4f67c157e12faf33ad">dims_r</a>.name(<span class="stringliteral">&quot;array dimensions&quot;</span>);</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a894de01f7a57cb4f67c157e12faf33ad">dims_r</a> </div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;        %= lit(<span class="charliteral">&#39;[&#39;</span>) </div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;        &gt; (<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r1)</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;           [_pass = <a class="code" href="namespacestan_1_1gm.html#a46fe00392f8da59e985d5d347198d137">validate_int_expr2_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;           % <span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;        ;</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;      <span class="comment">// inherited  _r1 = true if samples allowed as statements</span></div>
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+<div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;      <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a3058435c851fca6533f0a859e06e32f2">sample_r</a> </div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;        %= ( <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ab7be40f62219856f74ad71670614c078">expression_g</a>(_r2)</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;             &gt;&gt; lit(<span class="charliteral">&#39;~&#39;</span>) )</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;        &gt; eps</div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;          [_pass = <a class="code" href="namespacestan_1_1gm.html#aa30c31af794258c24cb18df976cf4296">validate_allow_sample_f</a>(_r1,</div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;                                           boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a778922e661a8179a719c1c4f148a8e89">error_msgs_</a>))]</div>
+<div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;        &gt; <a class="code" href="structstan_1_1gm_1_1statement__grammar.html#ad54fcb7f586876e0dbbf146d8aa7099b">distribution_r</a>(_r2)</div>
+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;        &gt; -<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a1fc065c2e3cd518346178e31b84f713c">truncation_range_r</a>(_r2)</div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>)</div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;        &gt; eps</div>
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+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;                                     boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1statement__grammar.html#a3e38af92fc643463ac93d825d5997c7d">var_map_</a>),</div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<code>#include &lt;<a class="el" href="iterator__typedefs_8hpp_source.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="statement__grammar__inst_8cpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<a href="statement__grammar__inst_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="statement__grammar__def_8hpp.html">stan/gm/grammars/statement_grammar_def.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    <span class="keyword">template</span> <span class="keyword">struct </span><a class="code" href="structstatement__grammar.html">statement_grammar&lt;pos_iterator_t&gt;</a>;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  }</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;}</div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a288d386b790bc25abc7a2b7f93bddb00">   15</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a288d386b790bc25abc7a2b7f93bddb00">stepsize_adaptation</a>(): <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">_mu</a>(0.5), <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">_delta</a>(0.5), <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">_gamma</a>(0.05),</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                             <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">_kappa</a>(0.75), <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">_t0</a>(10)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      { <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>(); }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a8be8064cdb258e343922c186ecaaaf18">set_mu</a>(<span class="keywordtype">double</span> m)    { <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">_mu</a> = m; }</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1e6d6d34e50d9a5ff106f739ca81a851">   20</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1e6d6d34e50d9a5ff106f739ca81a851">set_delta</a>(<span class="keywordtype">double</span> d) { <span class="keywordflow">if</span>(d &gt; 0 &amp;&amp; d &lt; 1) <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">_delta</a> = d; }</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a7feb00e53bc871dc9e796668b65c95b7">   21</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a7feb00e53bc871dc9e796668b65c95b7">set_gamma</a>(<span class="keywordtype">double</span> g) { <span class="keywordflow">if</span>(g &gt; 0)          <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">_gamma</a> = g; }</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a5efe516ab71582fda45991235ea64a80">   22</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a5efe516ab71582fda45991235ea64a80">set_kappa</a>(<span class="keywordtype">double</span> k) { <span class="keywordflow">if</span>(k &gt; 0)          <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">_kappa</a> = k; }</div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1afb2430aad55e460826f70db13bae9c">   23</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a1afb2430aad55e460826f70db13bae9c">set_t0</a>(<span class="keywordtype">double</span> t)    { <span class="keywordflow">if</span>(t &gt; 0)          <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">_t0</a> = t; }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ad39004ce73f47a9a08ad523333a142dc">   25</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ad39004ce73f47a9a08ad523333a142dc">get_mu</a>()    { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">_mu</a>; }</div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9b009709850567a0c8859c6184b79099">   26</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9b009709850567a0c8859c6184b79099">get_delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">_delta</a>; }</div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#af73d1fae6249bec73f9a1b5d9993ff2f">   27</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#af73d1fae6249bec73f9a1b5d9993ff2f">get_gamma</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">_gamma</a>; }</div>
+<div class="line"><a name="l00028"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#aef3ef49e43ab17cd2d8c10a101603971">   28</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#aef3ef49e43ab17cd2d8c10a101603971">get_kappa</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">_kappa</a>; }</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a12f4547328cdc7a469d3369568954d14">   29</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a12f4547328cdc7a469d3369568954d14">get_t0</a>()    { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">_t0</a>; }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      </div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">   31</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ae0eba1b2db8fce83d078f095b6407c40">restart</a>() {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a> = 0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">_s_bar</a> = 0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">_x_bar</a> = 0;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">   37</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a29b24c73369c15114624b44b703d100e">learn_stepsize</a>(<span class="keywordtype">double</span>&amp; epsilon, <span class="keywordtype">double</span> adapt_stat) {</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        ++<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a>;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        adapt_stat = adapt_stat &gt; 1 ? 1 : adapt_stat;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        </div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="comment">// Nesterov Dual-Averaging of log(epsilon)</span></div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> eta = 1.0 / (<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a> + <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">_t0</a>);</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">_s_bar</a> = (1.0 - eta) * <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">_s_bar</a> + eta * (<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">_delta</a> - adapt_stat);</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> x = <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">_mu</a> - <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">_s_bar</a> * <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a>) / <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">_gamma</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> x_eta = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">std::pow</a>(<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a>, - <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">_kappa</a>);</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">_x_bar</a> = (1.0 - x_eta) * <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">_x_bar</a> + x_eta * x;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        epsilon = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(x);</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      }</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      </div>
+<div class="line"><a name="l00057"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">   57</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a6a58fb8dd3f3b90c16ac9f86299c7da3">complete_adaptation</a>(<span class="keywordtype">double</span>&amp; epsilon) {</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        epsilon = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">std::exp</a>(<a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">_x_bar</a>);</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      </div>
+<div class="line"><a name="l00063"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">   63</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#ade5951f7ef5e42f0571838b2932408ee">_counter</a>; <span class="comment">// Adaptation iteration</span></div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">   64</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0a3fe27836b539b99e81b5ba3b7e36e1">_s_bar</a>;   <span class="comment">// Moving average statistic</span></div>
+<div class="line"><a name="l00065"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">   65</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a0091180522b7f03d801a6f8ec46c7f21">_x_bar</a>;   <span class="comment">// Moving average parameter</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">   66</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a3ba1ba74a735ae0c6826b49e7bd284df">_mu</a>;      <span class="comment">// Asymptotic mean of parameter</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">   67</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#adceaf56188458666a1d2c9e390f03a74">_delta</a>;   <span class="comment">// Target value of statistic</span></div>
+<div class="line"><a name="l00068"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">   68</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a4747f034cf8440b500e76aada963ab41">_gamma</a>;   <span class="comment">// Adaptation scaling</span></div>
+<div class="line"><a name="l00069"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">   69</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#abfa89219ff2a4b2895627b305fa9f83e">_kappa</a>;   <span class="comment">// Adaptation shrinkage</span></div>
+<div class="line"><a name="l00070"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">   70</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html#a9343ca729fb8566cde5b102d391d7003">_t0</a>;      <span class="comment">// Effective starting iteration</span></div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    };</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    </div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;  </div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/stepsize__adapter_8hpp.html b/doc/api/html/stepsize__adapter_8hpp.html
new file mode 100644
index 00000000000..57a90debdc7
--- /dev/null
+++ b/doc/api/html/stepsize__adapter_8hpp.html
@@ -0,0 +1,129 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/mcmc/stepsize_adapter.hpp File Reference</title>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__adapter_8hpp_source.html">stan/mcmc/base_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stepsize__adaptation_8hpp_source.html">stan/mcmc/stepsize_adaptation.hpp</a>&gt;</code><br/>
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+<a href="stepsize__adapter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__STEPSIZE__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__STEPSIZE__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__adapter_8hpp.html">stan/mcmc/base_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__adaptation_8hpp.html">stan/mcmc/stepsize_adaptation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html">stepsize_adapter</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html">base_adapter</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">   15</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a36b5d0fb4a2d8bb3025b4104a29f6068">stepsize_adapter</a>() {};</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">   17</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a>&amp; <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#afc1a82938cba4951ea63cc983ae77844">get_stepsize_adaptation</a>() {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a>;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">   23</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a> <a class="code" href="classstan_1_1mcmc_1_1stepsize__adapter.html#a560cd9f56401167b284e7eb36e58cbec">_stepsize_adaptation</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    };</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;  </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__adapter_8hpp_source.html">stan/mcmc/base_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stepsize__adaptation_8hpp_source.html">stan/mcmc/stepsize_adaptation.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="covar__adaptation_8hpp_source.html">stan/mcmc/covar_adaptation.hpp</a>&gt;</code><br/>
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+<a href="stepsize__covar__adapter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__STEPSIZE__COVAR__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__STEPSIZE__COVAR__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__adapter_8hpp.html">stan/mcmc/base_adapter.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stepsize__adaptation_8hpp.html">stan/mcmc/stepsize_adaptation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="covar__adaptation_8hpp.html">stan/mcmc/covar_adaptation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html">stepsize_covar_adapter</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__adapter.html">base_adapter</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">   16</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a9aba8c876cb1207ce110ae95e90308e9">stepsize_covar_adapter</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">_covar_adaptation</a>(n)</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      {};</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">   19</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a>&amp; <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a84390e298b70ce828d8e04ebdad63d56">get_stepsize_adaptation</a>() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a78b53fec4bef5a7ba2e7531f416ba3a1">   23</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html">covar_adaptation</a>&amp; <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a78b53fec4bef5a7ba2e7531f416ba3a1">get_covar_adaptation</a>() {</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">_covar_adaptation</a>;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      </div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">   27</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#ae337a1a05112f580a3d105a8b60fe83f">set_window_params</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> num_warmup,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                             <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> init_buffer,</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                             <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> term_buffer,</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                             <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> base_window,</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                             std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">_covar_adaptation</a>.<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a818edfc11176b8ebc0bdb1b1d9c3319c">set_window_params</a>(num_warmup,</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;                                             init_buffer,</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;                                             term_buffer,</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                                             base_window,</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;                                             <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>);</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      </div>
+<div class="line"><a name="l00041"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">   41</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1stepsize__adaptation.html">stepsize_adaptation</a> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a50045d3383df82e4c3dda971ed0ddf38">_stepsize_adaptation</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">   42</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1covar__adaptation.html">covar_adaptation</a> <a class="code" href="classstan_1_1mcmc_1_1stepsize__covar__adapter.html#a81e2e0c870bf71ae803ed7bc29e7c10d">_covar_adaptation</a>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    };</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;  </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/stepsize__var__adapter_8hpp.html b/doc/api/html/stepsize__var__adapter_8hpp.html
new file mode 100644
index 00000000000..44356ea8f6f
--- /dev/null
+++ b/doc/api/html/stepsize__var__adapter_8hpp.html
@@ -0,0 +1,130 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__adapter_8hpp_source.html">stan/mcmc/base_adapter.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stepsize__adaptation_8hpp_source.html">stan/mcmc/stepsize_adaptation.hpp</a>&gt;</code><br/>
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+<a href="stepsize__var__adapter_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__STEPSIZE__VAR__ADAPTER__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__STEPSIZE__VAR__ADAPTER__BETA__</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
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+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">   43</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html">var_adaptation</a> <a class="code" href="classstan_1_1mcmc_1_1stepsize__var__adapter.html#a4b0e0a10b281ecbc17a22731cabd5032">_var_adaptation</a>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    };</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;  </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<div class="title">stored_gradient_vari.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="stored__gradient__vari_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1stored__gradient__vari.html">stan::agrad::stored_gradient_vari</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A var implementation that stores the daughter variable implementation pointers and the partial derivative with respect to the result explicitly in arrays constructed on the auto-diff memory stack.  <a href="classstan_1_1agrad_1_1stored__gradient__vari.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/stored__gradient__vari_8hpp_source.html b/doc/api/html/stored__gradient__vari_8hpp_source.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="stored__gradient__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__STORED_GRADIENT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__STORED_GRADIENT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1stored__gradient__vari.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1stored__gradient__vari.html" title="A var implementation that stores the daughter variable implementation pointers and the partial deriva...">stored_gradient_vari</a> : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="keyword">protected</span>: </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae0a8a41b1a8e68d294cecb3ef46692e9">   22</a></span>&#160;      <span class="keywordtype">size_t</span> <a class="code" href="classstan_1_1agrad_1_1stored__gradient__vari.html#ae0a8a41b1a8e68d294cecb3ef46692e9">size_</a>;</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
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+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">#endif</span></div>
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diff --git a/doc/api/html/struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4-members.html b/doc/api/html/struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4-members.html
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+<div class="title">Eigen::NumTraits&lt; stan::agrad::var &gt; Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ad567631af797962bfa1646b3228b1d8d">AddCost</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#ae1b9c4f662ce5e4087ff27b4374116cf">dummy_precision</a>()</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a9d192c3e8fe70d6ea68998877103ff6b">epsilon</a>()</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a60d738ff8c60f58fe3a03d2909498a6e">HasFloatingPoint</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a91c90fce61fb31c3a9bc079ff8a07d35">highest</a>()</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a12cf0c95d1a09bb4805e148f3ced38ab">IsComplex</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a1355527a3b8071883fdbc70b00a30b80">IsInteger</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ae9afee549e8ec17d1bc544ae785ac96f">IsSigned</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a14cfab12cd9b5df0f0663a7bb07fa35d">lowest</a>()</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a4440e43b74d010d56f93bded451d0741">MulCost</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#aa313e91d6d8163393d270e3c70ad50cf">Nested</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">NonInteger</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a337c2bf1065c51d4a2b76e80ae51b0e7">ReadCost</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ab6efa4e8f91c34b33478a794bd889dd4">RequireInitialization</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">Eigen::NumTraits&lt; stan::agrad::var &gt;</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
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new file mode 100644
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+        name="MSearchResults" id="MSearchResults">
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+  <ul>
+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html">NumTraits< stan::agrad::var ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::NumTraits&lt; stan::agrad::var &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Numerical traits template override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables.  
+ <a href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a932a61195daad3e89711cfb02521cac9"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <br/>
+&#160;&#160;<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a1355527a3b8071883fdbc70b00a30b80">IsInteger</a> = 0, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ae9afee549e8ec17d1bc544ae785ac96f">IsSigned</a> = 1, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a12cf0c95d1a09bb4805e148f3ced38ab">IsComplex</a> = 0, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ab6efa4e8f91c34b33478a794bd889dd4">RequireInitialization</a> = 0, 
+<br/>
+&#160;&#160;<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a337c2bf1065c51d4a2b76e80ae51b0e7">ReadCost</a> = 1, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9ad567631af797962bfa1646b3228b1d8d">AddCost</a> = 1, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a4440e43b74d010d56f93bded451d0741">MulCost</a> = 1, 
+<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9a60d738ff8c60f58fe3a03d2909498a6e">HasFloatingPoint</a> = 1
+<br/>
+ }</td></tr>
+<tr class="memdesc:a932a61195daad3e89711cfb02521cac9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Properties for automatic differentiation variables read by <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> matrix library.  <a href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a932a61195daad3e89711cfb02521cac9">More...</a><br/></td></tr>
+<tr class="separator:a932a61195daad3e89711cfb02521cac9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4c2ce540647aaade50bc0c572a4741ee"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a></td></tr>
+<tr class="memdesc:a4c2ce540647aaade50bc0c572a4741ee"><td class="mdescLeft">&#160;</td><td class="mdescRight">Real-valued variables.  <a href="#a4c2ce540647aaade50bc0c572a4741ee"></a><br/></td></tr>
+<tr class="separator:a4c2ce540647aaade50bc0c572a4741ee"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a0b7008c189ffa66353158a30af2aabaf"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">NonInteger</a></td></tr>
+<tr class="memdesc:a0b7008c189ffa66353158a30af2aabaf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Non-integer valued variables.  <a href="#a0b7008c189ffa66353158a30af2aabaf"></a><br/></td></tr>
+<tr class="separator:a0b7008c189ffa66353158a30af2aabaf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aa313e91d6d8163393d270e3c70ad50cf"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#aa313e91d6d8163393d270e3c70ad50cf">Nested</a></td></tr>
+<tr class="memdesc:aa313e91d6d8163393d270e3c70ad50cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Nested variables.  <a href="#aa313e91d6d8163393d270e3c70ad50cf"></a><br/></td></tr>
+<tr class="separator:aa313e91d6d8163393d270e3c70ad50cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a9d192c3e8fe70d6ea68998877103ff6b"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a9d192c3e8fe70d6ea68998877103ff6b">epsilon</a> ()</td></tr>
+<tr class="memdesc:a9d192c3e8fe70d6ea68998877103ff6b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return standard library's epsilon for double-precision floating point, <code>std::numeric_limits&lt;double&gt;::epsilon()</code>.  <a href="#a9d192c3e8fe70d6ea68998877103ff6b"></a><br/></td></tr>
+<tr class="separator:a9d192c3e8fe70d6ea68998877103ff6b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae1b9c4f662ce5e4087ff27b4374116cf"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#ae1b9c4f662ce5e4087ff27b4374116cf">dummy_precision</a> ()</td></tr>
+<tr class="memdesc:ae1b9c4f662ce5e4087ff27b4374116cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return dummy precision.  <a href="#ae1b9c4f662ce5e4087ff27b4374116cf"></a><br/></td></tr>
+<tr class="separator:ae1b9c4f662ce5e4087ff27b4374116cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a91c90fce61fb31c3a9bc079ff8a07d35"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a91c90fce61fb31c3a9bc079ff8a07d35">highest</a> ()</td></tr>
+<tr class="memdesc:a91c90fce61fb31c3a9bc079ff8a07d35"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return standard library's highest for double-precision floating point, <code>std::numeric_limits&lt;double&gt;<a class="el" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max()</a></code>.  <a href="#a91c90fce61fb31c3a9bc079ff8a07d35"></a><br/></td></tr>
+<tr class="separator:a91c90fce61fb31c3a9bc079ff8a07d35"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a14cfab12cd9b5df0f0663a7bb07fa35d"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a14cfab12cd9b5df0f0663a7bb07fa35d">lowest</a> ()</td></tr>
+<tr class="memdesc:a14cfab12cd9b5df0f0663a7bb07fa35d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return standard library's lowest for double-precision floating point, <code>&amp;#45;std::numeric_limits&lt;double&gt;<a class="el" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max()</a></code>.  <a href="#a14cfab12cd9b5df0f0663a7bb07fa35d"></a><br/></td></tr>
+<tr class="separator:a14cfab12cd9b5df0f0663a7bb07fa35d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct Eigen::NumTraits&lt; stan::agrad::var &gt;</h3>
+
+<p>Numerical traits template override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00065">65</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="aa313e91d6d8163393d270e3c70ad50cf"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#aa313e91d6d8163393d270e3c70ad50cf">Nested</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Nested variables. </p>
+<p>Required for numerical traits. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00085">85</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0b7008c189ffa66353158a30af2aabaf"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a0b7008c189ffa66353158a30af2aabaf">NonInteger</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Non-integer valued variables. </p>
+<p>Required for numerical traits. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00078">78</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c2ce540647aaade50bc0c572a4741ee"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::<a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Real-valued variables. </p>
+<p>Required for numerical traits. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00071">71</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a932a61195daad3e89711cfb02521cac9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Properties for automatic differentiation variables read by <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> matrix library. </p>
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9a1355527a3b8071883fdbc70b00a30b80"></a>IsInteger</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9ae9afee549e8ec17d1bc544ae785ac96f"></a>IsSigned</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9a12cf0c95d1a09bb4805e148f3ced38ab"></a>IsComplex</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9ab6efa4e8f91c34b33478a794bd889dd4"></a>RequireInitialization</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9a337c2bf1065c51d4a2b76e80ae51b0e7"></a>ReadCost</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9ad567631af797962bfa1646b3228b1d8d"></a>AddCost</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9a4440e43b74d010d56f93bded451d0741"></a>MulCost</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="a932a61195daad3e89711cfb02521cac9a60d738ff8c60f58fe3a03d2909498a6e"></a>HasFloatingPoint</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00128">128</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ae1b9c4f662ce5e4087ff27b4374116cf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::dummy_precision </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return dummy precision. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00100">100</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9d192c3e8fe70d6ea68998877103ff6b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::epsilon </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Return standard library's epsilon for double-precision floating point, <code>std::numeric_limits&lt;double&gt;::epsilon()</code>. </p>
+<dl class="section return"><dt>Returns</dt><dd>Same epsilon as a <code>double</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00093">93</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a91c90fce61fb31c3a9bc079ff8a07d35"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+          <td class="memname">static <a class="el" href="struct_eigen_1_1_num_traits_3_01stan_1_1agrad_1_1var_01_4.html#a4c2ce540647aaade50bc0c572a4741ee">Real</a> Eigen::NumTraits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::highest </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
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+  </td>
+  <td class="mlabels-right">
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+<p>Return standard library's highest for double-precision floating point, <code>std::numeric_limits&lt;double&gt;<a class="el" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max()</a></code>. </p>
+<dl class="section return"><dt>Returns</dt><dd>Same highest value as a <code>double</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00110">110</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a14cfab12cd9b5df0f0663a7bb07fa35d"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Return standard library's lowest for double-precision floating point, <code>&amp;#45;std::numeric_limits&lt;double&gt;<a class="el" href="namespacestan_1_1math.html#a86b6be1d580b3b5cf4b4f57546062352">max()</a></code>. </p>
+<dl class="section return"><dt>Returns</dt><dd>Same lowest value as a <code>double</code>. </dd></dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00120">120</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html">general_matrix_matrix_product< Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
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+<div class="title">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt; Member List</div>  </div>
+</div><!--header-->
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+
+<p>This is the complete list of members for <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a>, including all inherited members.</p>
+<table class="directory">
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+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a6e9d5e398a3e5602fa39b1938bb6f155">run</a>(Index rows, Index cols, Index depth, const LhsScalar *_lhs, Index lhsStride, const RhsScalar *_rhs, Index rhsStride, ResScalar *res, Index resStride, const ResScalar &amp;alpha, level3_blocking&lt; LhsScalar, RhsScalar &gt; &amp;, GemmParallelInfo&lt; Index &gt; *)</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html b/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html
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+<div class="title">Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt; Struct Template Reference</div>  </div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a4b77e4f22ba05c8daaa850af323db4c5"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a></td></tr>
+<tr class="separator:a4b77e4f22ba05c8daaa850af323db4c5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae39f7406453977f1c2341a05397f7024"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a></td></tr>
+<tr class="separator:ae39f7406453977f1c2341a05397f7024"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a794af3646b14e20ff11c169ecd57a64a"><td class="memItemLeft" align="right" valign="top">typedef scalar_product_traits<br class="typebreak"/>
+&lt; <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> &gt;<br class="typebreak"/>
+::ReturnType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a></td></tr>
+<tr class="separator:a794af3646b14e20ff11c169ecd57a64a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a6e9d5e398a3e5602fa39b1938bb6f155"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a6e9d5e398a3e5602fa39b1938bb6f155">run</a> (Index rows, Index cols, Index depth, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a> *_lhs, Index lhsStride, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> *_rhs, Index rhsStride, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a> *res, Index resStride, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a> &amp;alpha, level3_blocking&lt; <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> &gt; &amp;, GemmParallelInfo&lt; Index &gt; *)</td></tr>
+<tr class="separator:a6e9d5e398a3e5602fa39b1938bb6f155"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Index, int LhsStorageOrder, bool ConjugateLhs, int RhsStorageOrder, bool ConjugateRhs&gt;<br/>
+struct Eigen::internal::general_matrix_matrix_product&lt; Index, stan::agrad::var, LhsStorageOrder, ConjugateLhs, stan::agrad::var, RhsStorageOrder, ConjugateRhs, ColMajor &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00216">216</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a4b77e4f22ba05c8daaa850af323db4c5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , int LhsStorageOrder, bool ConjugateLhs, int RhsStorageOrder, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_matrix_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, LhsStorageOrder, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RhsStorageOrder, ConjugateRhs, ColMajor &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00218">218</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a794af3646b14e20ff11c169ecd57a64a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , int LhsStorageOrder, bool ConjugateLhs, int RhsStorageOrder, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef scalar_product_traits&lt;<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a>&gt;::ReturnType Eigen::internal::general_matrix_matrix_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, LhsStorageOrder, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RhsStorageOrder, ConjugateRhs, ColMajor &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00220">220</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae39f7406453977f1c2341a05397f7024"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , int LhsStorageOrder, bool ConjugateLhs, int RhsStorageOrder, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_matrix_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, LhsStorageOrder, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RhsStorageOrder, ConjugateRhs, ColMajor &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00219">219</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6e9d5e398a3e5602fa39b1938bb6f155"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , int LhsStorageOrder, bool ConjugateLhs, int RhsStorageOrder, bool ConjugateRhs&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void Eigen::internal::general_matrix_matrix_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, LhsStorageOrder, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RhsStorageOrder, ConjugateRhs, ColMajor &gt;::run </td>
+          <td>(</td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rows</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>cols</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>depth</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>_lhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>lhsStride</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>_rhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rhsStride</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a> *&#160;</td>
+          <td class="paramname"><em>res</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>resStride</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a794af3646b14e20ff11c169ecd57a64a">ResScalar</a> &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">level3_blocking&lt; <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#a4b77e4f22ba05c8daaa850af323db4c5">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__matrix__product_3_01_index_00_01stan_1_1agrad_1_1va9b485de9571b6e46d7a64aff43a6d9d3.html#ae39f7406453977f1c2341a05397f7024">RhsScalar</a> &gt; &amp;&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">GemmParallelInfo&lt; Index &gt; *&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00221">221</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">general_matrix_vector_product< Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a1a45ecc02e193d7a8d978fc11b7bf753a4568cff436d678b2cb8e936b209fced9">LhsStorageOrder</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a62cd81217587325b39ccdd4668b13e7a">run</a>(Index rows, Index cols, const LhsScalar *lhs, Index lhsStride, const RhsScalar *rhs, Index rhsIncr, ResScalar *res, Index resIncr, const ResScalar &amp;alpha)</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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diff --git a/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va3d1bc254c18abbf59c1006f7e7cbcbac.html b/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va3d1bc254c18abbf59c1006f7e7cbcbac.html
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+<div class="title">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2b766d523420f3934c8e5bd00078d9f4a2a6d617ef050b14291315944cee7c382">LhsStorageOrder</a> enum value</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> typedef</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#aec3ce42cbaf2a03d150a0ae70b72220e">run</a>(Index rows, Index cols, const LhsScalar *lhs, Index lhsStride, const RhsScalar *rhs, Index rhsIncr, ResScalar *res, Index resIncr, const RhsScalar &amp;alpha)</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html b/doc/api/html/struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html
new file mode 100644
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+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html">general_matrix_vector_product< Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va16fe21f36cb92096f2fc63d419437421.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Override matrix-vector and matrix-matrix products to use more efficient implementation.  
+ <a href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a1a45ecc02e193d7a8d978fc11b7bf753"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a1a45ecc02e193d7a8d978fc11b7bf753a4568cff436d678b2cb8e936b209fced9">LhsStorageOrder</a> = ColMajor
+ }</td></tr>
+<tr class="separator:a1a45ecc02e193d7a8d978fc11b7bf753"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a53b8b1e508aa14de16ac804960453975"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a></td></tr>
+<tr class="separator:a53b8b1e508aa14de16ac804960453975"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a032c6f6f307ed07b410a6d9cfc933588"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a></td></tr>
+<tr class="separator:a032c6f6f307ed07b410a6d9cfc933588"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5eccd0cab616793b2cd6a27ec9603e53"><td class="memItemLeft" align="right" valign="top">typedef scalar_product_traits<br class="typebreak"/>
+&lt; <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a> &gt;<br class="typebreak"/>
+::ReturnType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a></td></tr>
+<tr class="separator:a5eccd0cab616793b2cd6a27ec9603e53"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a62cd81217587325b39ccdd4668b13e7a"><td class="memItemLeft" align="right" valign="top">static EIGEN_DONT_INLINE void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a62cd81217587325b39ccdd4668b13e7a">run</a> (Index rows, Index cols, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a> *lhs, Index lhsStride, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a> *rhs, Index rhsIncr, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a> *res, Index resIncr, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a> &amp;alpha)</td></tr>
+<tr class="separator:a62cd81217587325b39ccdd4668b13e7a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Index, bool ConjugateLhs, bool ConjugateRhs&gt;<br/>
+struct Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, ColMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</h3>
+
+<p>Override matrix-vector and matrix-matrix products to use more efficient implementation. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00178">178</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a53b8b1e508aa14de16ac804960453975"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ColMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00180">180</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5eccd0cab616793b2cd6a27ec9603e53"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef scalar_product_traits&lt;<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a>&gt;::ReturnType Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ColMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00182">182</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a032c6f6f307ed07b410a6d9cfc933588"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ColMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00181">181</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a1a45ecc02e193d7a8d978fc11b7bf753"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a1a45ecc02e193d7a8d978fc11b7bf753a4568cff436d678b2cb8e936b209fced9"></a>LhsStorageOrder</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00183">183</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a62cd81217587325b39ccdd4668b13e7a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static EIGEN_DONT_INLINE void Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ColMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::run </td>
+          <td>(</td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rows</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>cols</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a53b8b1e508aa14de16ac804960453975">LhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>lhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>lhsStride</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a032c6f6f307ed07b410a6d9cfc933588">RhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>rhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rhsIncr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a> *&#160;</td>
+          <td class="paramname"><em>res</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>resIncr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va44da5f98e1caea9523bacbd5bdc025fe.html#a5eccd0cab616793b2cd6a27ec9603e53">ResScalar</a> &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00185">185</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+        name="MSearchResults" id="MSearchResults">
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+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html">general_matrix_vector_product< Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1va3d1bc254c18abbf59c1006f7e7cbcbac.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a2b766d523420f3934c8e5bd00078d9f4"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2b766d523420f3934c8e5bd00078d9f4a2a6d617ef050b14291315944cee7c382">LhsStorageOrder</a> = RowMajor
+ }</td></tr>
+<tr class="separator:a2b766d523420f3934c8e5bd00078d9f4"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8b1863097b547b5a7f2d24b8ccfe5796"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a></td></tr>
+<tr class="separator:a8b1863097b547b5a7f2d24b8ccfe5796"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:afe67acef0cc902389c761f0a3a914e73"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a></td></tr>
+<tr class="separator:afe67acef0cc902389c761f0a3a914e73"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2a3d011e77719fbba9c50c4c98f4098e"><td class="memItemLeft" align="right" valign="top">typedef scalar_product_traits<br class="typebreak"/>
+&lt; <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> &gt;<br class="typebreak"/>
+::ReturnType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a></td></tr>
+<tr class="separator:a2a3d011e77719fbba9c50c4c98f4098e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:aec3ce42cbaf2a03d150a0ae70b72220e"><td class="memItemLeft" align="right" valign="top">static EIGEN_DONT_INLINE void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#aec3ce42cbaf2a03d150a0ae70b72220e">run</a> (Index rows, Index cols, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a> *lhs, Index lhsStride, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> *rhs, Index rhsIncr, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a> *res, Index resIncr, const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> &amp;alpha)</td></tr>
+<tr class="separator:aec3ce42cbaf2a03d150a0ae70b72220e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Index, bool ConjugateLhs, bool ConjugateRhs&gt;<br/>
+struct Eigen::internal::general_matrix_vector_product&lt; Index, stan::agrad::var, RowMajor, ConjugateLhs, stan::agrad::var, ConjugateRhs &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00197">197</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a8b1863097b547b5a7f2d24b8ccfe5796"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RowMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00199">199</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2a3d011e77719fbba9c50c4c98f4098e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef scalar_product_traits&lt;<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a>, <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a>&gt;::ReturnType Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RowMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00201">201</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afe67acef0cc902389c761f0a3a914e73"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RowMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::<a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00200">200</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a2b766d523420f3934c8e5bd00078d9f4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a2b766d523420f3934c8e5bd00078d9f4a2a6d617ef050b14291315944cee7c382"></a>LhsStorageOrder</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00202">202</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aec3ce42cbaf2a03d150a0ae70b72220e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Index , bool ConjugateLhs, bool ConjugateRhs&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static EIGEN_DONT_INLINE void Eigen::internal::general_matrix_vector_product&lt; Index, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, RowMajor, ConjugateLhs, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, ConjugateRhs &gt;::run </td>
+          <td>(</td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rows</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>cols</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a8b1863097b547b5a7f2d24b8ccfe5796">LhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>lhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>lhsStride</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> *&#160;</td>
+          <td class="paramname"><em>rhs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>rhsIncr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#a2a3d011e77719fbba9c50c4c98f4098e">ResScalar</a> *&#160;</td>
+          <td class="paramname"><em>res</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Index&#160;</td>
+          <td class="paramname"><em>resIncr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="struct_eigen_1_1internal_1_1general__matrix__vector__product_3_01_index_00_01stan_1_1agrad_1_1vacd54cabc78c49ca719650381b68b105e.html#afe67acef0cc902389c761f0a3a914e73">RhsScalar</a> &amp;&#160;</td>
+          <td class="paramname"><em>alpha</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00204">204</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html b/doc/api/html/struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html
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+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::internal::scalar_product_traits&lt; double, stan::agrad::var &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p>Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables.  
+ <a href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ae4eab286198b6597cf9fb9f009facfde"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html#ae4eab286198b6597cf9fb9f009facfde">ReturnType</a></td></tr>
+<tr class="separator:ae4eab286198b6597cf9fb9f009facfde"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct Eigen::internal::scalar_product_traits&lt; double, stan::agrad::var &gt;</h3>
+
+<p>Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00170">170</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="ae4eab286198b6597cf9fb9f009facfde"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::scalar_product_traits&lt; double, <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::<a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01double_00_01stan_1_1agrad_1_1var_01_4.html#ae4eab286198b6597cf9fb9f009facfde">ReturnType</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00171">171</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">Eigen::internal::scalar_product_traits&lt; stan::agrad::var, double &gt; Member List</div>  </div>
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diff --git a/doc/api/html/struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html b/doc/api/html/struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::internal::scalar_product_traits&lt; stan::agrad::var, double &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables.  
+ <a href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a7a3a05b2596fc2bf37c31456c2f5646e"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html#a7a3a05b2596fc2bf37c31456c2f5646e">ReturnType</a></td></tr>
+<tr class="separator:a7a3a05b2596fc2bf37c31456c2f5646e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct Eigen::internal::scalar_product_traits&lt; stan::agrad::var, double &gt;</h3>
+
+<p>Scalar product traits override for <a class="el" href="namespace_eigen.html" title="(Expert) Numerical traits for algorithmic differentiation variables.">Eigen</a> for automatic gradient variables. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00161">161</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a7a3a05b2596fc2bf37c31456c2f5646e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> Eigen::internal::scalar_product_traits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, double &gt;::<a class="el" href="struct_eigen_1_1internal_1_1scalar__product__traits_3_01stan_1_1agrad_1_1var_00_01double_01_4.html#a7a3a05b2596fc2bf37c31456c2f5646e">ReturnType</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00162">162</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt; Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html#ac2f97f18b6f0c481a111bbf82a4fc7e5">run</a>()</td><td class="entry"><a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <ul>
+<li class="navelem"><a class="el" href="namespace_eigen.html">Eigen</a></li><li class="navelem"><a class="el" href="namespace_eigen_1_1internal.html">internal</a></li><li class="navelem"><a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html">significant_decimals_default_impl< stan::agrad::var, false ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Implemented this for printing to stream.  
+ <a href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:ac2f97f18b6f0c481a111bbf82a4fc7e5"><td class="memItemLeft" align="right" valign="top">static int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="struct_eigen_1_1internal_1_1significant__decimals__default__impl_3_01stan_1_1agrad_1_1var_00_01false_01_4.html#ac2f97f18b6f0c481a111bbf82a4fc7e5">run</a> ()</td></tr>
+<tr class="separator:ac2f97f18b6f0c481a111bbf82a4fc7e5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct Eigen::internal::significant_decimals_default_impl&lt; stan::agrad::var, false &gt;</h3>
+
+<p>Implemented this for printing to stream. </p>
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00145">145</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ac2f97f18b6f0c481a111bbf82a4fc7e5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static int Eigen::internal::significant_decimals_default_impl&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>, false &gt;::run </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="_eigen___num_traits_8hpp_source.html#l00147">147</a> of file <a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="_eigen___num_traits_8hpp_source.html">Eigen_NumTraits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+   &#160;<span id="projectnumber">1.3</span>
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+  <div class="headertitle">
+<div class="title">dot_product_store_type&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct dot_product_store_type&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html#l00022">22</a> of file <a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a>.</p>
+</div><hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/matrix/<a class="el" href="agrad_2rev_2matrix_2dot__product_8hpp_source.html">dot_product.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">expression_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct expression_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar_8hpp_source.html#l00022">22</a> of file <a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a>.</p>
+</div><hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>A variable implementation that stores operands and derivatives with respect to the variable.  
+ <a href="structstan_1_1agrad_1_1_operands_and_partials.html#details">More...</a></p>
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+<p><code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="partials__vari_8hpp_source.html#l00076">76</a> of file <a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>.</p>
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+          <td class="paramname"><em>x2</em> = <code>0</code>, </td>
+        </tr>
+        <tr>
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+          <td class="paramtype">const T3 &amp;&#160;</td>
+          <td class="paramname"><em>x3</em> = <code>0</code>, </td>
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+        <tr>
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+          <td class="paramtype">const T4 &amp;&#160;</td>
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+        </tr>
+        <tr>
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+          <td class="paramname"><em>x5</em> = <code>0</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const T6 &amp;&#160;</td>
+          <td class="paramname"><em>x6</em> = <code>0</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
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+<p>Definition at line <a class="el" href="partials__vari_8hpp_source.html#l00089">89</a> of file <a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="partials__vari_8hpp_source.html#l00078">78</a> of file <a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a>.</p>
+
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+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/<a class="el" href="partials__vari_8hpp_source.html">partials_vari.hpp</a></li>
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+<tr class="memitem:a4a8422fc2fcf430e05a5a05cf3c14fe0"><td class="memItemLeft" align="right" valign="top">T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1agrad_1_1fvar.html#a4a8422fc2fcf430e05a5a05cf3c14fe0">val</a> ()</td></tr>
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+<tr class="memitem:aa9f2f0107f7a9e3d92de38b615d22dd6"><td class="memItemLeft" align="right" valign="top">T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1agrad_1_1fvar.html#aa9f2f0107f7a9e3d92de38b615d22dd6">tangent</a> ()</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a8aa2f2b763eea9bf8928fe5f4dcd0a3d"><td class="memItemLeft" align="right" valign="top">T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1agrad_1_1fvar.html#a8aa2f2b763eea9bf8928fe5f4dcd0a3d">val_</a></td></tr>
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+<tr class="separator:a189f3e99b3716c92b73b43e709245787"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::agrad::fvar&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00009">9</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a289970c8de6526ad9e5e8b323f26c7b5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<div class="memtemplate">
+template&lt;typename TV , typename TD &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a> </td>
+          <td>(</td>
+          <td class="paramtype">const TV &amp;&#160;</td>
+          <td class="paramname"><em>val</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const TD &amp;&#160;</td>
+          <td class="paramname"><em>deriv</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00019">19</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8aa84b5da53f24362d9b04f6e248d3d9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<div class="memtemplate">
+template&lt;typename TV &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a> </td>
+          <td>(</td>
+          <td class="paramtype">const TV &amp;&#160;</td>
+          <td class="paramname"><em>val</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00023">23</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a18f9e0f72bd845ef6445ca616acbffcd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::<a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00025">25</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a345b88c637ae96c0516354b6484347d2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;&amp; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt; T2 &gt; &amp;&#160;</td>
+          <td class="paramname"><em>x2</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00064">64</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a26a112d55140f52b3a5724794348459e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<div class="memtemplate">
+template&lt;typename T2 &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;&amp; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const T2 &amp;&#160;</td>
+          <td class="paramname"><em>x2</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00073">73</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1agrad_1_1fvar.html">fvar</a>&lt;T&gt;&amp; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::operator++ </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00099">99</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ac558947777c6867650377130fed604de"></a>
+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
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+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00106">106</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+<div class="memtemplate">
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+<table class="mlabels">
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00030">30</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00039">39</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
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+
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00056">56</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00083">83</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00092">92</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
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+          <td></td>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00015">15</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
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+          <td class="memname">T <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt;::val </td>
+          <td>(</td>
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+          <td></td>
+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00014">14</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
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+        </tr>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00012">12</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="fvar_8hpp_source.html#l00011">11</a> of file <a class="el" href="fvar_8hpp_source.html">fvar.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/fwd/<a class="el" href="fvar_8hpp_source.html">fvar.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <div class="headertitle">
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+<p>Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters.  
+ <a href="structstan_1_1contains__fvar.html#details">More...</a></p>
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+<div class="textblock"><h3>template&lt;typename T1, typename T2 = double, typename T3 = double, typename T4 = double, typename T5 = double, typename T6 = double&gt;<br/>
+struct stan::contains_fvar&lt; T1, T2, T3, T4, T5, T6 &gt;</h3>
+
+<p>Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters. </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00421">421</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00422">422</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+<tr class="memitem:a329d5d20cbf88349147d98045ba2d79e"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__body.html#a329d5d20cbf88349147d98045ba2d79e">operator()</a> (<a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a> &amp;cs, const <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &amp;s) const </td></tr>
+<tr class="separator:a329d5d20cbf88349147d98045ba2d79e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00075">75</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a329d5d20cbf88349147d98045ba2d79e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::add_conditional_body::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>cs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00078">78</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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@@ -0,0 +1,113 @@
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__conditional__body.html">add_conditional_body</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html">result</a></li>  </ul>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/structstan_1_1gm_1_1add__conditional__body_1_1result.html b/doc/api/html/structstan_1_1gm_1_1add__conditional__body_1_1result.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1add__conditional__body_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::add_conditional_body::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:af12e1aa0082754acf1218bd767b65f97"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html#af12e1aa0082754acf1218bd767b65f97">type</a></td></tr>
+<tr class="separator:af12e1aa0082754acf1218bd767b65f97"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::add_conditional_body::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00077">77</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="af12e1aa0082754acf1218bd767b65f97"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef void <a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html">stan::gm::add_conditional_body::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1add__conditional__body_1_1result.html#af12e1aa0082754acf1218bd767b65f97">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00077">77</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::add_conditional_condition Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html">result</a></td></tr>
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+<tr class="memitem:aace3227298368df282a3c6fc29dea385"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__condition.html#aace3227298368df282a3c6fc29dea385">operator()</a> (<a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a> &amp;cs, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;e, std::stringstream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00058">58</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aace3227298368df282a3c6fc29dea385"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::add_conditional_condition::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>cs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00061">61</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html">stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt;</a>, including all inherited members.</p>
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+</table></div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1add__conditional__condition_1_1result-members.html">List of all members</a>  </div>
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+<div class="title">stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a7ae524581e60adf8ec58ff362d123b04"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html#a7ae524581e60adf8ec58ff362d123b04">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::add_conditional_condition::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00060">60</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a7ae524581e60adf8ec58ff362d123b04"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html">stan::gm::add_conditional_condition::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1add__conditional__condition_1_1result.html#a7ae524581e60adf8ec58ff362d123b04">type</a></td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00060">60</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html">stan::gm::add_expression_dimss</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html#ad1b37475cdfb437df9fdaa2ba13a3bcc">operator()</a>(expression &amp;expression, std::vector&lt; std::vector&lt; stan::gm::expression &gt; &gt; &amp;dimss, bool &amp;pass, std::ostream &amp;error_msgs) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html">stan::gm::add_expression_dimss</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ad1b37475cdfb437df9fdaa2ba13a3bcc"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__expression__dimss.html#ad1b37475cdfb437df9fdaa2ba13a3bcc">operator()</a> (<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>, std::vector&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &gt; &gt; &amp;dimss, bool &amp;pass, std::ostream &amp;error_msgs) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00343">343</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="paramtype">bool &amp;&#160;</td>
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+        <tr>
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+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00346">346</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/structstan_1_1gm_1_1add__expression__dimss_1_1result.html b/doc/api/html/structstan_1_1gm_1_1add__expression__dimss_1_1result.html
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+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::add_expression_dimss::result&lt; T1, T2, T3, T4 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:ac7ba6f938007515f8585e7f3edfa17fd"><td class="memItemLeft" align="right" valign="top">typedef T1&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__expression__dimss_1_1result.html#ac7ba6f938007515f8585e7f3edfa17fd">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4&gt;<br/>
+struct stan::gm::add_expression_dimss::result&lt; T1, T2, T3, T4 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00345">345</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T1 , typename T2 , typename T3 , typename T4 &gt; </div>
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+          <td class="memname">typedef T1 <a class="el" href="structstan_1_1gm_1_1add__expression__dimss_1_1result.html">stan::gm::add_expression_dimss::result</a>&lt; T1, T2, T3, T4 &gt;::<a class="el" href="structstan_1_1gm_1_1add__expression__dimss_1_1result.html#ac7ba6f938007515f8585e7f3edfa17fd">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00345">345</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::add_loop_identifier Struct Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+Classes</h2></td></tr>
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+<tr class="memitem:a6b40d339f94aa76d22665c2f4328e095"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__loop__identifier.html#a6b40d339f94aa76d22665c2f4328e095">operator()</a> (const std::string &amp;name, std::string &amp;name_local, <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;vm, std::stringstream &amp;error_msgs) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00363">363</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6b40d339f94aa76d22665c2f4328e095"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::add_loop_identifier::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::string &amp;&#160;</td>
+          <td class="paramname"><em>name_local</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>vm</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00366">366</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1add__loop__identifier_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:ad8cb4be555a262642d21fbca93669692"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__loop__identifier_1_1result.html#ad8cb4be555a262642d21fbca93669692">type</a></td></tr>
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+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4&gt;<br/>
+struct stan::gm::add_loop_identifier::result&lt; T1, T2, T3, T4 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00365">365</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 , typename T3 , typename T4 &gt; </div>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00365">365</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
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+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1add__while__body.html">stan::gm::add_while_body</a>, including all inherited members.</p>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__while__body.html">add_while_body</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1add__while__body-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::add_while_body Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a95c4e95049a6f5175ad6e6d862f1e02e"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__while__body.html#a95c4e95049a6f5175ad6e6d862f1e02e">operator()</a> (<a class="el" href="structstan_1_1gm_1_1while__statement.html">while_statement</a> &amp;ws, const <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &amp;s) const </td></tr>
+<tr class="separator:a95c4e95049a6f5175ad6e6d862f1e02e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00353">353</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a95c4e95049a6f5175ad6e6d862f1e02e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::add_while_body::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1while__statement.html">while_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>ws</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>s</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00356">356</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__while__body.html">add_while_body</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html">result</a></li>  </ul>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html">stan::gm::add_while_body::result&lt; T1, T2 &gt;</a>, including all inherited members.</p>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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diff --git a/doc/api/html/structstan_1_1gm_1_1add__while__body_1_1result.html b/doc/api/html/structstan_1_1gm_1_1add__while__body_1_1result.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__while__body.html">add_while_body</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1add__while__body_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::add_while_body::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a14b5d10c7fd59660a6d9070f2adb50a0"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html#a14b5d10c7fd59660a6d9070f2adb50a0">type</a></td></tr>
+<tr class="separator:a14b5d10c7fd59660a6d9070f2adb50a0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::add_while_body::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00355">355</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a14b5d10c7fd59660a6d9070f2adb50a0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef void <a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html">stan::gm::add_while_body::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1add__while__body_1_1result.html#a14b5d10c7fd59660a6d9070f2adb50a0">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00355">355</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<div class="title">stan::gm::add_while_condition Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:af1707344a4485a9844789de02036a99b"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__while__condition.html#af1707344a4485a9844789de02036a99b">operator()</a> (<a class="el" href="structstan_1_1gm_1_1while__statement.html">while_statement</a> &amp;ws, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;e, std::stringstream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00336">336</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af1707344a4485a9844789de02036a99b"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">bool stan::gm::add_while_condition::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1while__statement.html">while_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>ws</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>e</em>, </td>
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+        <tr>
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+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00339">339</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1add__while__condition_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a3355eac5ec601747e940106ca5a9553c"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1add__while__condition_1_1result.html#a3355eac5ec601747e940106ca5a9553c">type</a></td></tr>
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+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::add_while_condition::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00338">338</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1add__while__condition_1_1result.html">stan::gm::add_while_condition::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1add__while__condition_1_1result.html#a3355eac5ec601747e940106ca5a9553c">type</a></td>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00338">338</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1addition__expr.html">stan::gm::addition_expr</a>, including all inherited members.</p>
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+  <div class="headertitle">
+<div class="title">stan::gm::addition_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a6f511d62b60d4c5708c0dc9a5687809f"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1addition__expr.html#a6f511d62b60d4c5708c0dc9a5687809f">operator()</a> (<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr1, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr2, std::ostream &amp;error_msgs) const </td></tr>
+<tr class="separator:a6f511d62b60d4c5708c0dc9a5687809f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00119">119</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6f511d62b60d4c5708c0dc9a5687809f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::addition_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00123">123</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html">stan::gm::addition_expr::result&lt; T1, T2, T3 &gt;</a>, including all inherited members.</p>
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diff --git a/doc/api/html/structstan_1_1gm_1_1addition__expr_1_1result.html b/doc/api/html/structstan_1_1gm_1_1addition__expr_1_1result.html
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+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1addition__expr.html">addition_expr</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1addition__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::addition_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:abbb7eba785d1bf2b37be6983c21abde2"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html#abbb7eba785d1bf2b37be6983c21abde2">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::addition_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00121">121</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+<a class="anchor" id="abbb7eba785d1bf2b37be6983c21abde2"></a>
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html">stan::gm::addition_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1addition__expr_1_1result.html#abbb7eba785d1bf2b37be6983c21abde2">type</a></td>
+        </tr>
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+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00121">121</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::array_literal::args_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00291">291</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a722c9507094a61e528cb017ed6abaac0"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::array_literal::type_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00292">292</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00688">688</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00381">381</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+          <td class="memname">stan::gm::base_var_decl::base_var_decl </td>
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+      </table>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00678">678</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00679">679</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+        <tr>
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+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const <a class="el" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> &amp;&#160;</td>
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+        </tr>
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+
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+        </tr>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00384">384</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00383">383</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="memname">std::string stan::gm::base_var_decl::name_</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00382">382</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00339">339</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+          <td class="memname">stan::gm::binary_op::binary_op </td>
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00625">625</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="paramname"><em>left</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramname"><em>right</em>&#160;</td>
+        </tr>
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+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00626">626</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a08aaf31f8a247550eac0475e4a260a10"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::binary_op::left</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00341">341</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ad657bf27d15914af4925d567fbc725c6"></a>
+<div class="memitem">
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+          <td class="memname">std::string stan::gm::binary_op::op</td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00340">340</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::binary_op::right</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00342">342</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4b1a2844ace11d2be56ad75ea416a0dd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::binary_op::type_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00343">343</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:ae729ce9f535a2edbfe88a313d3f7184e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1binary__op__expr.html#ae729ce9f535a2edbfe88a313d3f7184e">operator()</a> (<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr1, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr2, const std::string &amp;op, const std::string &amp;fun_name, std::ostream &amp;error_msgs) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00087">87</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ae729ce9f535a2edbfe88a313d3f7184e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::binary_op_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>op</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>fun_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00091">91</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a6613b3bbad33fe2edf7b1337ff10c4ab"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1binary__op__expr_1_1result.html#a6613b3bbad33fe2edf7b1337ff10c4ab">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4, typename T5&gt;<br/>
+struct stan::gm::binary_op_expr::result&lt; T1, T2, T3, T4, T5 &gt;</h3>
+
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00089">89</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 , typename T3 , typename T4 , typename T5 &gt; </div>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00089">89</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00820">820</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+        </tr>
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+          <td>)</td>
+          <td></td><td></td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00823">823</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00488">488</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00489">489</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<tr class="memitem:a1afeedc0d7f192d1fac3cda264918a22"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1conditional__statement.html#a1afeedc0d7f192d1fac3cda264918a22">conditions_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00625">625</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00961">961</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00964">964</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<a class="anchor" id="aa050a0eba5609aba1a82615cab5be84b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; stan::gm::conditional_statement::bodies_</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00627">627</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+</div>
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+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::conditional_statement::conditions_</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00626">626</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a7c3101dca78af8f11df33f8e69272d1f">operator()</a>(const nil &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#ab6aedd3a1d06e93388765f6322439b91">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#abbeaf19e5de404502b219c5f8c6ec5ea">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#addad66465bf189869bd62f872a17edbc">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a6c880b88ca3ca940cea321b0617b97af">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a7e406cdece7bcf4e87d2c225baf9ffce">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#a8a496777aa89fd7699f822b67500a50b">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html#ab836f4938f43c78bfdd417ee4b8bb88a">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1constrained__param__names__visgen.html">stan::gm::constrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02950">2950</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
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+        <tr>
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+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03015">3015</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02953">2953</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02957">2957</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02970">2970</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02986">2986</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02991">2991</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+      <table class="memname">
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02996">2996</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03002">3002</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::constrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03008">3008</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::contains_nonparam_var Member List</div>  </div>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00442">442</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00445">445</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00448">448</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00451">451</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">bool stan::gm::contains_nonparam_var::operator() </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00454">454</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00460">460</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a4cc5cac2f665fc3bd5b2b200508a936c"></a>
+<div class="memitem">
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+          <td class="memname">bool stan::gm::contains_nonparam_var::operator() </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00465">465</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">bool stan::gm::contains_nonparam_var::operator() </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00471">471</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<a class="anchor" id="a8f62d373bb553ecde42728cbccf5abc1"></a>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00474">474</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td> const</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00477">477</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="adddb447cfb03a1031db491d6ff004d8d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">const <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; stan::gm::contains_nonparam_var::var_map_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00722">722</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00841">841</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00842">842</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00507">507</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-attribs">Public Attributes</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::distribution Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00171">171</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aab595ee25d571021f9c27db31b187f6b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::distribution::args_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00173">173</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab09553687b34895debe5818c548f26b8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::distribution::family_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00172">172</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="#nested-classes">Classes</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::division_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00158">158</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a727db3527c40866ff8dd2709959fcbbf"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+        </tr>
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+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00162">162</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1division__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::division_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:a18185a370c691f1eea0847551e78ed83"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1division__expr_1_1result.html#a18185a370c691f1eea0847551e78ed83">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::division_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00160">160</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+      <table class="memname">
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1division__expr_1_1result.html">stan::gm::division_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1division__expr_1_1result.html#a18185a370c691f1eea0847551e78ed83">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00160">160</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00282">282</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00531">531</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00538">538</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00284">284</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+
+</div>
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00415">415</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::double_var_decl::double_var_decl </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00731">731</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::double_var_decl::double_var_decl </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1range.html">range</a> const &amp;&#160;</td>
+          <td class="paramname"><em>range</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">std::string const &amp;&#160;</td>
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+        <tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00735">735</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ae592f05b693896629cf2c33039819404"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1range.html">range</a> stan::gm::double_var_decl::range_</td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00416">416</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01666">1666</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramname"><em>o</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01669">1669</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::dump_member_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> const &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01674">1674</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::dump_member_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01675">1675</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::dump_member_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01705">1705</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01733">1733</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
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+  <div class="headertitle">
+<div class="title">stan::gm::elt_division_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html">result</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00256">256</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="addc060e5b9609d1e16a8c749f8e81363"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::elt_division_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00260">260</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/structstan_1_1gm_1_1elt__division__expr_1_1result.html b/doc/api/html/structstan_1_1gm_1_1elt__division__expr_1_1result.html
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+   &#160;<span id="projectnumber">1.3</span>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1elt__division__expr.html">elt_division_expr</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1elt__division__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::elt_division_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a96008a34740a7ff158716517993aa6f0"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html#a96008a34740a7ff158716517993aa6f0">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::elt_division_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00258">258</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a96008a34740a7ff158716517993aa6f0"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+      <table class="memname">
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html">stan::gm::elt_division_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1elt__division__expr_1_1result.html#a96008a34740a7ff158716517993aa6f0">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00258">258</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1elt__multiplication__expr-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::elt_multiplication_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00232">232</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a1df3b42b009deca11a8e01a437a67798"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+  <td class="mlabels-left">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::elt_multiplication_expr::operator() </td>
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+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
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+          <td>)</td>
+          <td></td><td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00236">236</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::elt_multiplication_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:acd68e9b5d774c889c1064e1350495620"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html#acd68e9b5d774c889c1064e1350495620">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::elt_multiplication_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00234">234</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html">stan::gm::elt_multiplication_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1elt__multiplication__expr_1_1result.html#acd68e9b5d774c889c1064e1350495620">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00234">234</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1error__codes.html">error_codes</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1error__codes-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::error_codes Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="error__codes_8hpp_source.html">error_codes.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:aa63873e8f7e9dd7f8af3502e4003292f"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <br/>
+&#160;&#160;<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4">OK</a> = 0, 
+<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba">USAGE</a> = 64, 
+<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa6b2a96b1b804a9792a1355d28cc9c44d">DATAERR</a> = 65, 
+<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa2fcaec15ffdd862e869b23a13b4a4d7c">NOINPUT</a> = 66, 
+<br/>
+&#160;&#160;<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92">SOFTWARE</a> = 70, 
+<a class="el" href="structstan_1_1gm_1_1error__codes.html#aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc">CONFIG</a> = 78
+<br/>
+ }</td></tr>
+<tr class="separator:aa63873e8f7e9dd7f8af3502e4003292f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="error__codes_8hpp_source.html#l00007">7</a> of file <a class="el" href="error__codes_8hpp_source.html">error_codes.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292f"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fa2e47ab549bdeac4803f2801b08cdeee4"></a>OK</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fab91146036be9b2c1e9bd09619da086ba"></a>USAGE</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fa6b2a96b1b804a9792a1355d28cc9c44d"></a>DATAERR</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fa2fcaec15ffdd862e869b23a13b4a4d7c"></a>NOINPUT</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fa9924bc6241a8d380961bb3d9bc8dba92"></a>SOFTWARE</em>&nbsp;</td><td>
+</td></tr>
+<tr><td valign="top"><em><a class="anchor" id="aa63873e8f7e9dd7f8af3502e4003292fa06ec7fc9f65aafc74d415edaba0a63bc"></a>CONFIG</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="error__codes_8hpp_source.html#l00010">10</a> of file <a class="el" href="error__codes_8hpp_source.html">error_codes.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="error__codes_8hpp_source.html">error_codes.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1gm_1_1expr__type-members.html b/doc/api/html/structstan_1_1gm_1_1expr__type-members.html
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@@ -0,0 +1,125 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+        name="MSearchResults" id="MSearchResults">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a></li>  </ul>
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+<div class="title">stan::gm::expr_type Member List</div>  </div>
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+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#aefee7b86134990f92cce19ef8e88f800">base_type_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a1ff96386c9bd4174c1a20d805238a992">expr_type</a>()</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#aa5e743430fd9c3891c635c3a23c038b1">expr_type</a>(const base_expr_type base_type)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a3c5bf10403a3eeb277f097f4c596ab92">expr_type</a>(const base_expr_type base_type, size_t num_dims)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#af9a85e43e814f13ccadd9640308b86de">is_ill_formed</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a28728288384b1c9510ffe1a3cbb5efa3">is_primitive</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a01d1300672955a943b60f1f7220371a7">is_primitive_double</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a745e55e1e245badd91138475f8f7bddb">is_primitive_int</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#abcd5fe81541025ae63595502b2db4673">num_dims</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#abf2edf8c79d5990be66b23016dbd2143">num_dims_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#abecd19ebe1a5e0a7bb382c86b0c47477">operator!=</a>(const expr_type &amp;et) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#a40ff8512daac53614b78023e131f4638">operator==</a>(const expr_type &amp;et) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html#adb52e22aa9f56f528c4a5305ae562364">type</a>() const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1expr__type.html">stan::gm::expr_type</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1expr__type-members.html">List of all members</a>  </div>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00068">68</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00050">50</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00054">54</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00058">58</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00082">82</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00070">70</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00078">78</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00074">74</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">size_t stan::gm::expr_type::num_dims </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00088">88</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00067">67</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00063">63</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00069">69</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname">size_t stan::gm::expr_type::num_dims_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00070">70</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00375">375</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a61fc6d63842363ebf2c501286874a159"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::expression::expression_type </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00368">368</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp; stan::gm::expression::operator*= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>rhs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01029">1029</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a80b6ae53326a5bc334b0b64574d4687e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp; stan::gm::expression::operator+= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>rhs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01019">1019</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+</div>
+<a class="anchor" id="ab7fbe72fb912a2fa66c1084c69bfd1dd"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp; stan::gm::expression::operator-= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>rhs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01024">1024</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a83a58233b24992d4a4ec01114522df90"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp; stan::gm::expression::operator/= </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>rhs</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01034">1034</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aea4b4bd3a099e637be3b6495cacf7a38"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html#abae5cb68846d118c4e78e11afbaa4826">expression_t</a> stan::gm::expression::expr_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00228">228</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::expression_as_statement Member List</div>  </div>
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+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1expression__as__statement.html">stan::gm::expression_as_statement</a>, including all inherited members.</p>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1gm_1_1expression__as__statement.html b/doc/api/html/structstan_1_1gm_1_1expression__as__statement.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1expression__as__statement-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::expression_as_statement Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__as__statement_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:ad91df00b5b3c97d4ed401b0ac898f17c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__as__statement.html#ad91df00b5b3c97d4ed401b0ac898f17c">operator()</a> (bool &amp;pass, const <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &amp;expr, std::stringstream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00297">297</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<a class="anchor" id="ad91df00b5b3c97d4ed401b0ac898f17c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname">void stan::gm::expression_as_statement::operator() </td>
+          <td>(</td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>pass</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
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+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00300">300</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
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diff --git a/doc/api/html/structstan_1_1gm_1_1expression__as__statement_1_1result.html b/doc/api/html/structstan_1_1gm_1_1expression__as__statement_1_1result.html
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+</div>
+</div><!-- top -->
+<div class="header">
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1expression__as__statement_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::expression_as_statement::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:aa817fc2a2eab202b696d81dc5054a233"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__as__statement_1_1result.html#aa817fc2a2eab202b696d81dc5054a233">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::expression_as_statement::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00299">299</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00299">299</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p><code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::expression_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar_8hpp_source.html#l00025">25</a> of file <a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a9a1dcf37552e3ba1eecc18cd4fe88528"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>allow_lte</em> = <code>true</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00168">168</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
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+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
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+
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar_8hpp_source.html">expression_grammar.hpp</a></li>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00176">176</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00330">330</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00337">337</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00340">340</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00343">343</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00346">346</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00349">349</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::expression_type_vis::operator() </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00352">352</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<a class="anchor" id="a3dfc663ba0cac644c99f76a3becc48e2"></a>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00355">355</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00358">358</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00142">142</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00143">143</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00144">144</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__literal.html">int_literal</a> &amp;&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00147">147</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__literal.html">double_literal</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00148">148</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1array__literal.html">array_literal</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00154">154</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1variable.html">variable</a> &amp;&#160;</td>
+          <td class="paramname"><em>v</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00168">168</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>n</em></td><td>)</td>
+          <td> const</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00169">169</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">double&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00170">170</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::expression_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00171">171</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00172">172</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00184">184</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1binary__op.html">binary_op</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00945">945</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a9398fccd6c9d3e0d5c25e90fd09d3d4a"></a>
+<div class="memitem">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00617">617</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00615">615</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00307">307</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
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+</div><div class="memdoc">
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+          <td class="paramtype">std::string const &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
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+        <tr>
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+          <td></td><td></td>
+        </tr>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00568">568</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<h2 class="groupheader">Member Function Documentation</h2>
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+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::fun::infer_type </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00574">574</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a7c4dc2f722ef80460d8171d6bcab8d00"></a>
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+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::fun::args_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00309">309</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+        </tr>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00308">308</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00310">310</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::generate_init_vars_visgen Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">stan::gm::generate_init_vars_visgen</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a647f2748887eb08a54ae5c79617ef662">indent_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">stan::gm::generate_init_vars_visgen</a></td><td class="entry"></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#a445e438ce16f5da4b477e4c28b29af64">operator()</a>(positive_ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">stan::gm::generate_init_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#aa623eb8b3406e8025ff2ee4202d1a037">operator()</a>(cholesky_factor_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">stan::gm::generate_init_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html#ac67da1998f7e6479721e6f419e033a8f">operator()</a>(corr_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">stan::gm::generate_init_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1generate__init__vars__visgen.html">generate_init_vars_visgen</a></li>  </ul>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1generate__init__vars__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::generate_init_vars_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="separator:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01195">1195</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::generate_init_vars_visgen::generate_init_vars_visgen </td>
+          <td>(</td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
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+        <tr>
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+          <td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01197">1197</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5296c19c9ceeec88da8aea6f7c127a0f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> const &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01202">1202</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01203">1203</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a564e16e6d2733419f6124f594b3ce02d"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01207">1207</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ae8ae66be4b3102b4c58c1ad5474fc703"></a>
+<div class="memitem">
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01211">1211</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
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+      <table class="memname">
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+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
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+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01231">1231</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> const &amp;&#160;</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01235">1235</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01239">1239</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01243">1243</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::generate_init_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01247">1247</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">int stan::gm::generate_init_vars_visgen::indent_</td>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a793258abd85f441fd2ca1a15d06e81a3">generate_dims_loop_fwd</a>(const std::vector&lt; expression &gt; &amp;dims, int indent=2U) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a39fe228dfb30354fddb0bc9c3076fe78">generate_indent_num_dims</a>(size_t base_indent, const std::vector&lt; expression &gt; &amp;dims, const expression &amp;dim1, const expression &amp;dim2) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a245dc3d8b132021896c5f17d90901dc4">generate_init_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aeb5f4afc816218d11e8e76222d766a08">generate_name_dims</a>(const std::string name, size_t num_dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a6a491ca19f67492859f69414e65c2859">generate_write_loop</a>(const std::string &amp;write_method_name, const std::string &amp;var_name, const std::vector&lt; expression &gt; &amp;dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#ae64d5b09459e81886886f4b8bb93ad5e">operator()</a>(nil const &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a4acfea897c0949cfc6d0a93e1206d19f">operator()</a>(int_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a1a20fef969f980bd76d76f649fee2f8f">operator()</a>(double_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aea32eea12e6ecd555c45f4f70d84fdd4">operator()</a>(vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a2d29390aa764b8b85a2648d4ea2f68b6">operator()</a>(row_vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#ad04937033077af89a4b73ebfe5212c97">operator()</a>(matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#adc2c6e42617cf083e62c8173858903f5">operator()</a>(unit_vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a849ab1352d5c6ecf926e2062eaec1fe6">operator()</a>(simplex_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a9982f4abc1aeea75644c95d262a4664c">operator()</a>(ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#aa9b31667894e82fcce665487e56df858">operator()</a>(positive_ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a15640d3d0ed7f8bd5e3791760873a141">operator()</a>(cholesky_factor_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a1902bf22a0d19fa6c0608d80f79fbd15">operator()</a>(cov_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#ac7801f6cac14339b13bd6e33a16479fd">operator()</a>(corr_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a81dbd32331a4a957f17f7dfd9a9259d0">var_size_validator_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html">stan::gm::generate_init_visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="memitem:a245dc3d8b132021896c5f17d90901dc4"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1generate__init__visgen.html#a245dc3d8b132021896c5f17d90901dc4">generate_init_visgen</a> (std::ostream &amp;o)</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
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+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02335">2335</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::generate_init_visgen::generate_init_visgen </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02337">2337</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa4efef315371d95e3fe70fd042da3705"></a>
+<div class="memitem">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::string stan::gm::generate_init_visgen::function_args </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>fun_prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02350">2350</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_buffer_loop </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>dim1</em> = <code><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>dim2</em> = <code><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em> = <code>2U</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02490">2490</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_check_double </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02552">2552</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::generate_init_visgen::generate_check_int </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
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+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02544">2544</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>type_arg1</em> = <code><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>()</code>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>type_arg2</em> = <code><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>()</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02471">2471</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a793258abd85f441fd2ca1a15d06e81a3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_dims_loop_fwd </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em> = <code>2U</code>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02533">2533</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a39fe228dfb30354fddb0bc9c3076fe78"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_indent_num_dims </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>base_indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>dim1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>dim2</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02482">2482</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aeb5f4afc816218d11e8e76222d766a08"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_name_dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::string&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02465">2465</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6a491ca19f67492859f69414e65c2859"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::generate_write_loop </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>write_method_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02455">2455</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> const &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02341">2341</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a4acfea897c0949cfc6d0a93e1206d19f"></a>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02342">2342</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a1a20fef969f980bd76d76f649fee2f8f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02374">2374</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02382">2382</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a2d29390aa764b8b85a2648d4ea2f68b6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02390">2390</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad04937033077af89a4b73ebfe5212c97"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02398">2398</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="adc2c6e42617cf083e62c8173858903f5"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02406">2406</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a849ab1352d5c6ecf926e2062eaec1fe6"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02413">2413</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9982f4abc1aeea75644c95d262a4664c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02420">2420</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa9b31667894e82fcce665487e56df858"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02427">2427</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a15640d3d0ed7f8bd5e3791760873a141"></a>
+<div class="memitem">
+<div class="memproto">
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02434">2434</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a1902bf22a0d19fa6c0608d80f79fbd15"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02441">2441</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="ac7801f6cac14339b13bd6e33a16479fd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_init_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02448">2448</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a81dbd32331a4a957f17f7dfd9a9259d0"></a>
+<div class="memitem">
+<div class="memproto">
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html">generate_local_var_init_nan_visgen</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::generate_local_var_init_nan_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="memitem:a3e7e38e3b411dc26e0451cc3327018ca inherit pub_methods_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a> (std::ostream &amp;o)</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:ae1f7b8e29eb89aff4c1b2394e27a051c"><td class="memItemLeft" align="right" valign="top">const bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1generate__local__var__init__nan__visgen.html#ae1f7b8e29eb89aff4c1b2394e27a051c">declare_vars_</a></td></tr>
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+<tr class="memitem:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01122">1122</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a49fb5d91eaa967066d5f5c39a64fa972"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::generate_local_var_init_nan_visgen::generate_local_var_init_nan_visgen </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>declare_vars</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">int&#160;</td>
+          <td class="paramname"><em>indent</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01126">1126</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a90bfb805ab0dc6b9612a05254d86dbe5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::generate_init </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01175">1175</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01135">1135</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
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+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01138">1138</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01141">1141</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01144">1144</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<table class="mlabels">
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01147">1147</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<a class="anchor" id="a45ac40894402f023815850e68f485aef"></a>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01150">1150</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a308932a45f040240680173e54e33d8cf"></a>
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+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01153">1153</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01156">1156</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a10b41b00c40c30ca1bc8ce3e53ff0ebf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01159">1159</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a4b8549963107c86290863b79cea66c51"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01162">1162</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a6ecfe0a495361f204c894f4e0df8a426"></a>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01165">1165</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+      <table class="memname">
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+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01168">1168</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+          <td class="memname">void stan::gm::generate_local_var_init_nan_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01171">1171</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ae1f7b8e29eb89aff4c1b2394e27a051c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">const bool stan::gm::generate_local_var_init_nan_visgen::declare_vars_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01123">1123</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">const int stan::gm::generate_local_var_init_nan_visgen::indent_</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01125">1125</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">const bool stan::gm::generate_local_var_init_nan_visgen::is_var_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01124">1124</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00608">608</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00937">937</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::increment_log_prob_statement::increment_log_prob_statement </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>log_prob</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00939">939</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00609">609</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <i>&copy; 2011&ndash;2013,
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html#a8a7e436ba365c1e1f4bafee5a3be34a9">dimss_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html">stan::gm::index_op</a></td><td class="entry"></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html#a862956865d36615fa28089dea1d1217d">index_op</a>()</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html">stan::gm::index_op</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html#a12f574d13a3b1d3d34c536cb8d7d6aa2">index_op</a>(const expression &amp;expr, const std::vector&lt; std::vector&lt; expression &gt; &gt; &amp;dimss)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html">stan::gm::index_op</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html#a529d7cb01f9d404a881fda27c82dc460">infer_type</a>()</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html">stan::gm::index_op</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html#ada5fa6fc111a5c01cdcb4bfd34cef545">type_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1index__op.html">stan::gm::index_op</a></td><td class="entry"></td></tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1index__op.html">index_op</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1index__op-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::index_op Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a862956865d36615fa28089dea1d1217d"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#a862956865d36615fa28089dea1d1217d">index_op</a> ()</td></tr>
+<tr class="separator:a862956865d36615fa28089dea1d1217d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a12f574d13a3b1d3d34c536cb8d7d6aa2"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#a12f574d13a3b1d3d34c536cb8d7d6aa2">index_op</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, const std::vector&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &gt; &amp;dimss)</td></tr>
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+<tr class="memitem:a529d7cb01f9d404a881fda27c82dc460"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#a529d7cb01f9d404a881fda27c82dc460">infer_type</a> ()</td></tr>
+<tr class="separator:a529d7cb01f9d404a881fda27c82dc460"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:acff80ac7b92703b3fc8e0e26d8ffa4ea"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#acff80ac7b92703b3fc8e0e26d8ffa4ea">expr_</a></td></tr>
+<tr class="separator:acff80ac7b92703b3fc8e0e26d8ffa4ea"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8a7e436ba365c1e1f4bafee5a3be34a9"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::vector<br class="typebreak"/>
+&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#a8a7e436ba365c1e1f4bafee5a3be34a9">dimss_</a></td></tr>
+<tr class="separator:a8a7e436ba365c1e1f4bafee5a3be34a9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ada5fa6fc111a5c01cdcb4bfd34cef545"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1index__op.html#ada5fa6fc111a5c01cdcb4bfd34cef545">type_</a></td></tr>
+<tr class="separator:ada5fa6fc111a5c01cdcb4bfd34cef545"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00327">327</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a862956865d36615fa28089dea1d1217d"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">stan::gm::index_op::index_op </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00614">614</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a12f574d13a3b1d3d34c536cb8d7d6aa2"></a>
+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname">stan::gm::index_op::index_op </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dimss</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00615">615</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a529d7cb01f9d404a881fda27c82dc460"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::index_op::infer_type </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00621">621</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a8a7e436ba365c1e1f4bafee5a3be34a9"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; &gt; stan::gm::index_op::dimss_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00329">329</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acff80ac7b92703b3fc8e0e26d8ffa4ea"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::index_op::expr_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00328">328</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ada5fa6fc111a5c01cdcb4bfd34cef545"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> stan::gm::index_op::type_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00330">330</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1gm_1_1init__local__var__visgen-members.html b/doc/api/html/structstan_1_1gm_1_1init__local__var__visgen-members.html
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+<div class="title">stan::gm::init_local_var_visgen Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a2c9f12770f32bb4cffe9444898a89ddf">declare_vars_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a5779f760dc12ada7971f2d8c009d45f3">generate_initialize_array</a>(const std::string &amp;var_type, const std::string &amp;read_type, const std::vector&lt; expression &gt; &amp;read_args, const std::string &amp;name, const std::vector&lt; expression &gt; &amp;dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a7efee35863c753717d4831e51d2f2419">generate_initialize_array_bounded</a>(const D &amp;x, const std::string &amp;base_type, const std::string &amp;read_fun_prefix, const std::vector&lt; expression &gt; &amp;dim_args) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a25c03b95d95240b52cf0b06801478a87">init_local_var_visgen</a>(bool declare_vars, bool is_var, std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#ab7d91977035552a328beee8465a41554">operator()</a>(const nil &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a56e547b9d8d98eb235c88a8c1d58409a">operator()</a>(const int_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a713119b71e590ff2d31089d7c224970b">operator()</a>(const double_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a135f6581adaecde47e10eb38f167297b">operator()</a>(const vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a1eda8c62c18a93fc3fc33a60a0cf1840">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a24592819d7fe9e9571627601a0ca6f94">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a0edae9cf5200fdb6791a3802ef641dde">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a32c0e1d58251b7aaf9a9c626517ccdc4">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a8c4a28b3b201923feb3237ab70cbfd26">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a90db653548c46cf9ea0226491de19dd1">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a6601554142c706daa7d7c90dcd4405b0">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a082b360d9ef23c9fb2cf4e606223e82d">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html#a3c92ee4c4c11702308cad9e01cc25a8c">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1init__local__var__visgen.html">stan::gm::init_local_var_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00501">501</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">stan::gm::init_local_var_visgen::init_local_var_visgen </td>
+          <td>(</td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>declare_vars</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool&#160;</td>
+          <td class="paramname"><em>is_var</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em>&#160;</td>
+        </tr>
+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00504">504</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5779f760dc12ada7971f2d8c009d45f3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::generate_initialize_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>read_args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00595">595</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7efee35863c753717d4831e51d2f2419"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename D &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::generate_initialize_array_bounded </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_fun_prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dim_args</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00512">512</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00532">532</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a56e547b9d8d98eb235c88a8c1d58409a"></a>
+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00533">533</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00536">536</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00540">540</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00545">545</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00571">571</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00583">583</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::init_local_var_visgen::operator() </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00589">589</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a2c9f12770f32bb4cffe9444898a89ddf"></a>
+<div class="memitem">
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+          <td class="memname">const bool stan::gm::init_local_var_visgen::declare_vars_</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00502">502</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00503">503</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00272">272</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00513">513</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00274">274</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00718">718</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00722">722</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00407">407</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <div class="headertitle">
+<div class="title">stan::gm::left_division_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html">result</a></td></tr>
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+<tr class="memitem:a78883f0a7a5cad2f9654189fd5d834cf"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1left__division__expr.html#a78883f0a7a5cad2f9654189fd5d834cf">operator()</a> (<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr1, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr2, std::ostream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00202">202</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a78883f0a7a5cad2f9654189fd5d834cf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::left_division_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00206">206</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/structstan_1_1gm_1_1left__division__expr_1_1result.html b/doc/api/html/structstan_1_1gm_1_1left__division__expr_1_1result.html
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+   &#160;<span id="projectnumber">1.3</span>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1left__division__expr.html">left_division_expr</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1left__division__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::left_division_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ae7eade30901e506aca5bd0b4a7296595"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html#ae7eade30901e506aca5bd0b4a7296595">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::left_division_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00204">204</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<a class="anchor" id="ae7eade30901e506aca5bd0b4a7296595"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html">stan::gm::left_division_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1left__division__expr_1_1result.html#ae7eade30901e506aca5bd0b4a7296595">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00204">204</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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diff --git a/doc/api/html/structstan_1_1gm_1_1local__var__decl__visgen-members.html b/doc/api/html/structstan_1_1gm_1_1local__var__decl__visgen-members.html
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa021dda326a4032145da713d78091b30">declare_array</a>(const std::string &amp;type, const std::vector&lt; expression &gt; &amp;ctor_args, const std::string &amp;name, const std::vector&lt; expression &gt; &amp;dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#ac57a75ce0bdc9749ed24792421119511">generate_init_args</a>(const std::string &amp;type, const std::vector&lt; expression &gt; &amp;ctor_args, const std::vector&lt; expression &gt; &amp;dims, size_t dim) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a9eac0e6e7549ecf508f56097b8beaaa5">generate_type</a>(const std::string &amp;type, size_t num_dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa2abf6410868390e087ab93c583a5eaf">generate_void_statement</a>(const std::string &amp;name) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a684598c909a697b029cbd625574b473a">indents_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#abe44f6bbd4ad19111fd011c02dd228bb">is_var_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a0896684d42f09ea98f32bbd8f1c0ee29">operator()</a>(nil const &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#afaffeaef006f8b9156b79ad911e63686">operator()</a>(int_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa1d9d8bd0d10c6cf59318d51606ba322">operator()</a>(double_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a402d4b157dd157cd05af74e8aede83ac">operator()</a>(vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a891deece1420c22599e64b7bfa85e481">operator()</a>(row_vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#aa169624bac1a343c4f76b3c524ccdf92">operator()</a>(matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a19fe01f126a6d2da24531b6853fca054">operator()</a>(simplex_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#ac56bc9b5dea646125b2bc9898a2daf72">operator()</a>(ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a6dddb8f57c6478c6cd4e9650ee7647f3">operator()</a>(positive_ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a285e81494c6c7dc4b8c24f4fccd6b551">operator()</a>(cholesky_factor_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#a27dee788268922197969f21368393349">operator()</a>(cov_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html#ab7ed5b969db7d6b35c7c1f1401bc184b">operator()</a>(corr_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1local__var__decl__visgen.html">stan::gm::local_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1local__var__decl__visgen-members.html">List of all members</a>  </div>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00936">936</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td>(</td>
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+          <td class="paramname"><em>indents</em>, </td>
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+        <tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00939">939</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa021dda326a4032145da713d78091b30"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
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+          <td>(</td>
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+          <td class="paramname"><em>type</em>, </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01085">1085</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::local_var_decl_visgen::generate_init_args </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>type</em>, </td>
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+        <tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01020">1020</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01031">1031</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00946">946</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00951">951</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00956">956</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00962">962</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00968">968</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00975">975</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00981">981</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00987">987</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00993">993</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> const &amp;&#160;</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00999">999</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01006">1006</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::local_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01013">1013</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00937">937</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00938">938</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00304">304</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::logical_negate_expr::operator() </td>
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+          <td>)</td>
+          <td></td><td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00308">308</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a4f04e5a391864ce1cd4e295b38800aa9"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1logical__negate__expr_1_1result.html#a4f04e5a391864ce1cd4e295b38800aa9">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::logical_negate_expr::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00306">306</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 &gt; </div>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00306">306</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00808">808</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00478">478</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00872">872</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <div class="headertitle">
+<div class="title">stan::gm::multiplication_expr Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00133">133</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5a3418a174c704a06dc078189e1e75bf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::multiplication_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00137">137</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html">stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt;</a>, including all inherited members.</p>
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diff --git a/doc/api/html/structstan_1_1gm_1_1multiplication__expr_1_1result.html b/doc/api/html/structstan_1_1gm_1_1multiplication__expr_1_1result.html
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+   <div id="projectname">Stan
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1multiplication__expr.html">multiplication_expr</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1multiplication__expr_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a0ab75c7570d913a4a3122048e092b76a"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html#a0ab75c7570d913a4a3122048e092b76a">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00135">135</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html">stan::gm::multiplication_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html#a0ab75c7570d913a4a3122048e092b76a">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00135">135</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
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+</div>
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+  <i>&copy; 2011&ndash;2013,
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a75cef8d0a29e9cb72a9f80f4ad2f6403"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1negate__expr.html#a75cef8d0a29e9cb72a9f80f4ad2f6403">operator()</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, std::ostream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00285">285</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a75cef8d0a29e9cb72a9f80f4ad2f6403"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::negate_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
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+        <tr>
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+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00289">289</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::negate_expr::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
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+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ae3983d7993aa29e8d6c9b488dcde6312"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1negate__expr_1_1result.html#ae3983d7993aa29e8d6c9b488dcde6312">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::negate_expr::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00287">287</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="ae3983d7993aa29e8d6c9b488dcde6312"></a>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1negate__expr_1_1result.html">stan::gm::negate_expr::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1negate__expr_1_1result.html#ae3983d7993aa29e8d6c9b488dcde6312">type</a></td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00287">287</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+</div>
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+
+<p>Placeholder struct for boost::variant default ctors.  
+ <a href="structstan_1_1gm_1_1nil.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Placeholder struct for boost::variant default ctors. </p>
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00018">18</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><hr/>The documentation for this struct was generated from the following file:<ul>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <i>&copy; 2011&ndash;2013,
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00447">447</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00775">775</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::positive_ordered_var_decl::positive_ordered_var_decl </td>
+          <td>(</td>
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+        <tr>
+          <td class="paramkey"></td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00779">779</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00448">448</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
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+<table class="directory">
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<tr class="memitem:a2de577f68c38d6494d0c5b01337c3106"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1printable.html">printable</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1print__statement.html#a2de577f68c38d6494d0c5b01337c3106">printables_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00641">641</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="paramname"></td><td>)</td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00970">970</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::print_statement::print_statement </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00972">972</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00642">642</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1printable.html">printable</a></li>  </ul>
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+<a href="#pub-types">Public Types</a> &#124;
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+<tr class="memitem:a0fe5ff9b4d1c7581f75ab444b6e9828b"><td class="memItemLeft" align="right" valign="top">typedef boost::variant<br class="typebreak"/>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00232">232</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00386">386</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00387">387</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::printable::printable </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>msg</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00388">388</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<a class="anchor" id="ab6c9efb0d66476e95420d0d0a9a34971"></a>
+<div class="memitem">
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+          <td class="memname">stan::gm::printable::printable </td>
+          <td>(</td>
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+          <td class="paramname"><em>printable</em></td><td>)</td>
+          <td></td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00389">389</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname">stan::gm::printable::printable </td>
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+          <td class="paramname"><em>printable</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00391">391</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ac9bcfe693d24c2c7b3363596fc380b26"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1printable.html#a0fe5ff9b4d1c7581f75ab444b6e9828b">printable_t</a> stan::gm::printable::printable_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00243">243</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="memitem:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00231">231</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a07ac177e70ed67abf0a8c104ae00c12b"></a>
+<div class="memitem">
+<div class="memproto">
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+  <td class="mlabels-left">
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+          <td class="memname">stan::gm::printable_visgen::printable_visgen </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00232">232</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4527a09ed8015d0ffcf004cb1d4a67e6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::printable_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>s</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00233">233</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::printable_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>e</em></td><td>)</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00236">236</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00654">654</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a3bdfcb0bc8822d6edd2253bda7dcbfdb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::program::program </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00976">976</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<div class="memitem">
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+          <td class="memname">stan::gm::program::program </td>
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+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>data_decl</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const std::pair&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt;, std::vector&lt; <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &gt; &gt; &amp;&#160;</td>
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+          <td class="paramname"><em>parameter_decl</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const std::pair&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt;, std::vector&lt; <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &gt; &gt; &amp;&#160;</td>
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+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00977">977</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
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+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt; stan::gm::program::data_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00655">655</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+          <td class="memname">std::pair&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;,std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; &gt; stan::gm::program::derived_data_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00657">657</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">std::pair&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;,std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; &gt; stan::gm::program::derived_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00660">660</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8317c188381639e8751e651c0cabccb3"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::pair&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;,std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; &gt; stan::gm::program::generated_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00662">662</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa468fc1c6838a4a02031d41391d0feee"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt; stan::gm::program::parameter_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00658">658</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a68db9c547c8a9a585860305efa83ee38"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> stan::gm::program::statement_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00661">661</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::program_grammar&lt; Iterator &gt; Member List</div>  </div>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1program__grammar.html">program_grammar</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1program__grammar-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::program_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::program_grammar&lt; Iterator &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
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+<tr class="memitem:a37628310038c1d41ac858edc87763f6e"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html#a37628310038c1d41ac858edc87763f6e">program_grammar</a> (const std::string &amp;model_name)</td></tr>
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+<tr class="memitem:a32cf25177064369c7fcccc8e3f8e5cf1"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html#a32cf25177064369c7fcccc8e3f8e5cf1">model_name_</a></td></tr>
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+&lt; Iterator, std::pair<br class="typebreak"/>
+&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt;<br class="typebreak"/>
+, std::vector&lt; <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &gt;<br class="typebreak"/>
+ &gt;), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a><br class="typebreak"/>
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+&lt; Iterator, <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>(), <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html#a082357dac44c70fe58bb9941c5ff4972">model_r</a></td></tr>
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+<tr class="memitem:a84e0908a657b1bc073abd5a134e53bc8"><td class="memItemLeft" align="right" valign="top">boost::spirit::qi::rule<br class="typebreak"/>
+&lt; Iterator, std::vector<br class="typebreak"/>
+&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt;<br class="typebreak"/>
+), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a><br class="typebreak"/>
+&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html#a84e0908a657b1bc073abd5a134e53bc8">param_var_decls_r</a></td></tr>
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+<tr class="memitem:a6db277442a938e2a146edcb2d7f8ebb0"><td class="memItemLeft" align="right" valign="top">boost::spirit::qi::rule<br class="typebreak"/>
+&lt; Iterator, <a class="el" href="structstan_1_1gm_1_1program.html">program</a>(), <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1program__grammar.html#a6db277442a938e2a146edcb2d7f8ebb0">program_r</a></td></tr>
+<tr class="separator:a6db277442a938e2a146edcb2d7f8ebb0"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::program_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00021">21</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a37628310038c1d41ac858edc87763f6e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1program__grammar.html">stan::gm::program_grammar</a>&lt; Iterator &gt;::<a class="el" href="structstan_1_1gm_1_1program__grammar.html">program_grammar</a> </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>model_name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a739949e8b7237c5a60f4968d75bf9058"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1program__grammar.html">stan::gm::program_grammar</a>&lt; Iterator &gt;::data_var_decls_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00043">43</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acf4498316a5b25d57a2391749f4a82fc"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, std::pair&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;, std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; &gt;), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1program__grammar.html">stan::gm::program_grammar</a>&lt; Iterator &gt;::derived_data_var_decls_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00049">49</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3dd0e48430d1ef2e41b8bb670ed872e6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, std::pair&lt;std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt;, std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; &gt;), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1program__grammar.html">stan::gm::program_grammar</a>&lt; Iterator &gt;::derived_var_decls_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00055">55</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
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+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator&gt; </div>
+      <table class="memname">
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00031">31</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
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+<a class="anchor" id="a57e35e3566d20e80fbfdaecd4035e850"></a>
+<div class="memitem">
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+template&lt;typename Iterator&gt; </div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="program__grammar_8hpp_source.html#l00034">34</a> of file <a class="el" href="program__grammar_8hpp_source.html">program_grammar.hpp</a>.</p>
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+<a href="structstan_1_1gm_1_1range-members.html">List of all members</a>  </div>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<tr class="memitem:a9b009f03d27b53ed652e22fbf5932d97"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1range.html#a9b009f03d27b53ed652e22fbf5932d97">low_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00358">358</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00645">645</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="paramname"><em>low</em>, </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00646">646</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname">bool stan::gm::range::has_high </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00654">654</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">bool stan::gm::range::has_low </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00651">651</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+        </tr>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00360">360</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00359">359</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html">stan::gm::remove_loop_identifier</a>, including all inherited members.</p>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1remove__loop__identifier-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::remove_loop_identifier Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:af7b8d2468ac908978b92fc852cbb0208"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html#af7b8d2468ac908978b92fc852cbb0208">operator()</a> (const std::string &amp;name, <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;vm) const </td></tr>
+<tr class="separator:af7b8d2468ac908978b92fc852cbb0208"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00385">385</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af7b8d2468ac908978b92fc852cbb0208"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::remove_loop_identifier::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>vm</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00388">388</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html">remove_loop_identifier</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">result</a></li>  </ul>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt;</a>, including all inherited members.</p>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
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+  <i>&copy; 2011&ndash;2013,
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+  </i>
+  </span>
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diff --git a/doc/api/html/structstan_1_1gm_1_1remove__loop__identifier_1_1result.html b/doc/api/html/structstan_1_1gm_1_1remove__loop__identifier_1_1result.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier.html">remove_loop_identifier</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">result</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1remove__loop__identifier_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a651b017053ea891677678fd434ae2b6a"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html#a651b017053ea891677678fd434ae2b6a">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::remove_loop_identifier::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00387">387</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a651b017053ea891677678fd434ae2b6a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef void <a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html">stan::gm::remove_loop_identifier::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1remove__loop__identifier_1_1result.html#a651b017053ea891677678fd434ae2b6a">type</a></td>
+        </tr>
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<a href="structstan_1_1gm_1_1sample-members.html">List of all members</a>  </div>
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+<tr class="memitem:af848ffe2b840908129a6ec949f4ef881"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1sample.html#af848ffe2b840908129a6ec949f4ef881">sample</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00677">677</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00994">994</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="paramname"><em>e</em>, </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00996">996</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname">bool stan::gm::sample::is_ill_formed </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l01001">1001</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<div class="memitem">
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+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1distribution.html">distribution</a> stan::gm::sample::dist_</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00679">679</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00678">678</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+
+</div>
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+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">stan::gm::set_fun_type Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00073">73</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="aa047855ac672fdda270a623cfe44f9dc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+  <td class="mlabels-left">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> stan::gm::set_fun_type::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> &amp;&#160;</td>
+          <td class="paramname"><em>fun</em>, </td>
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+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00077">77</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+        name="MSearchResults" id="MSearchResults">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1set__fun__type2.html">set_fun_type2</a></li>  </ul>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1set__fun__type2.html">stan::gm::set_fun_type2</a>, including all inherited members.</p>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">stan::gm::set_fun_type2 Struct Reference</div>  </div>
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00070">70</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+  <tr>
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> stan::gm::set_fun_type2::operator() </td>
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+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00074">74</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+</div>
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+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+struct stan::gm::set_fun_type2::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00072">72</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+struct stan::gm::set_fun_type::result&lt; T1, T2 &gt;</h3>
+
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00075">75</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+
+</div>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
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+</div>
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+<a href="#nested-classes">Classes</a> &#124;
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+<div class="title">stan::gm::set_fun_type_named Struct Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+<tr class="memitem:ae4a66b5e2003663c4d0651ccc9b22633"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type__named.html#ae4a66b5e2003663c4d0651ccc9b22633">operator()</a> (<a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> &amp;<a class="el" href="structstan_1_1gm_1_1fun.html">fun</a>, const <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> &amp;<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>, bool &amp;pass, std::ostream &amp;error_msgs) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00091">91</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ae4a66b5e2003663c4d0651ccc9b22633"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> stan::gm::set_fun_type_named::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> &amp;&#160;</td>
+          <td class="paramname"><em>fun</em>, </td>
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+          <td class="paramtype">const <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_origin</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>pass</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00095">95</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::set_fun_type_named::result&lt; T1, T2, T3, T4 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:af8b27e490e0b8ddeaba4c65ee5dff707"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1fun.html">fun</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html#af8b27e490e0b8ddeaba4c65ee5dff707">type</a></td></tr>
+<tr class="separator:af8b27e490e0b8ddeaba4c65ee5dff707"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4&gt;<br/>
+struct stan::gm::set_fun_type_named::result&lt; T1, T2, T3, T4 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00093">93</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="af8b27e490e0b8ddeaba4c65ee5dff707"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 , typename T4 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1fun.html">fun</a> <a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html">stan::gm::set_fun_type_named::result</a>&lt; T1, T2, T3, T4 &gt;::<a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html#af8b27e490e0b8ddeaba4c65ee5dff707">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00093">93</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
diff --git a/doc/api/html/structstan_1_1gm_1_1set__param__ranges__visgen-members.html b/doc/api/html/structstan_1_1gm_1_1set__param__ranges__visgen-members.html
new file mode 100644
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">set_param_ranges_visgen</a></li>  </ul>
+</div>
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+<div class="title">stan::gm::set_param_ranges_visgen Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a03bf3d67902d7addab06e8348fcad034">generate_increment</a>(std::vector&lt; expression &gt; dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a643b15f7e1aebb50457c29795d98dbba">generate_increment</a>(expression K, std::vector&lt; expression &gt; dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a02f19b449b05e3cc0c265dec2310bbcb">generate_increment</a>(expression M, expression N, std::vector&lt; expression &gt; dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a80cc6bdadbd3cfb04fb75d3674d3d74a">generate_increment_i</a>(std::vector&lt; expression &gt; dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a3625dc74eb75e7fa91531810bdf97b9e">operator()</a>(const nil &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ae3478b2db9512a083f0ee9bdfd111082">operator()</a>(const int_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a706ebdafd5d5ea2db2bfff93a7b1328f">operator()</a>(const double_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#aee6df5fcfce0657ed53f2c144cf64797">operator()</a>(const vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a4b318d4a2f5799b9f431ced598a7255a">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a07a9057ea34f41475091f186c465486d">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a0a3c6ed449782da43725725db88f0af5">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#abcb216c0ca4b41da7d535ce3a2738a9f">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a33f608b08e2821547825696f04d0fdbf">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a376e19d3c9d4ee5bd05651b3f7b8400c">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#ad0298bb2fcb14381f78fcdf45deb8334">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a852e85c5a92311b692c6ea2278168f37">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a183d4048461fbc6648583ea9c9738204">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html#a260565c9456f52828d4dab2472536c8c">set_param_ranges_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1set__param__ranges__visgen.html">stan::gm::set_param_ranges_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1set__param__ranges__visgen-members.html">List of all members</a>  </div>
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+<div class="title">stan::gm::set_param_ranges_visgen Struct Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02117">2117</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02118">2118</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02244">2244</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02267">2267</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::set_param_ranges_visgen::generate_increment_i </td>
+          <td>(</td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt;&#160;</td>
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+          <td> const</td>
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+      </table>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02232">2232</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02121">2121</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
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+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02122">2122</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02145">2145</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02148">2148</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02151">2151</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02154">2154</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02157">2157</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02168">2168</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02179">2179</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
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+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02182">2182</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
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+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02185">2185</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::set_param_ranges_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02204">2204</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02219">2219</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
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+<div class="title">stan::gm::set_var_type Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00363">363</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a81e8e16e1f75675c8aa2e99a45230fdd"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1variable.html">variable</a> stan::gm::set_var_type::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable.html">variable</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>vm</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">bool &amp;&#160;</td>
+          <td class="paramname"><em>pass</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00366">366</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html">stan::gm::set_var_type::result&lt; T1, T2, T3, T4 &gt;</a>, including all inherited members.</p>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<a href="#pub-types">Public Types</a> &#124;
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ab76768683b619416b7df951add24cf65"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1variable.html">variable</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html#ab76768683b619416b7df951add24cf65">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4&gt;<br/>
+struct stan::gm::set_var_type::result&lt; T1, T2, T3, T4 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00365">365</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+template&lt;typename T1 , typename T2 , typename T3 , typename T4 &gt; </div>
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1variable.html">variable</a> <a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html">stan::gm::set_var_type::result</a>&lt; T1, T2, T3, T4 &gt;::<a class="el" href="structstan_1_1gm_1_1set__var__type_1_1result.html#ab76768683b619416b7df951add24cf65">type</a></td>
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00365">365</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">stan::gm::simplex_var_decl</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html#a55f45e9a1c2aec254ab96335f85b9399">base_type_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">stan::gm::base_var_decl</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html#afbf37085102e8852cc11bf7d3cc4e07a">base_var_decl</a>()</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">stan::gm::base_var_decl</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html#af89f3d0b355688ee0099f6300c045c19">base_var_decl</a>(const base_expr_type &amp;base_type)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">stan::gm::base_var_decl</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html#ad83579cb2af06544b1367d91d041b2ab">base_var_decl</a>(const std::string &amp;name, const std::vector&lt; expression &gt; &amp;dims, const base_expr_type &amp;base_type)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">stan::gm::base_var_decl</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html#ac395e69af88b82ab0dd6f17413bf9552">K_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">stan::gm::simplex_var_decl</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html#af95b3b01bd96c57240dabd226a64809e">name_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">stan::gm::base_var_decl</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html#a7e1687968e4f300e3ebae4720065db42">simplex_var_decl</a>()</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">stan::gm::simplex_var_decl</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html#a9f61771cca77cde06b1e0723d4b8471a">simplex_var_decl</a>(expression const &amp;K, std::string const &amp;name, std::vector&lt; expression &gt; const &amp;dims)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">stan::gm::simplex_var_decl</a></td><td class="entry"></td></tr>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00753">753</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00757">757</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1statement.html">stan::gm::statement</a>, including all inherited members.</p>
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+<a href="#pub-types">Public Types</a> &#124;
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+<div class="memitem">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00923">923</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00925">925</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00927">927</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00926">926</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="paramname"><em>st</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00928">928</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::statement::statement </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1no__op__statement.html">no_op_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>st</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00929">929</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a42dac92fef21d4502828e531cc6ea4b9"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1statement.html#ab5c314341c7dd06f32786185b5689314">statement_t</a> stan::gm::statement::statement_</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00588">588</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a124bb789c4c06388a498dffc981b1726">statement_2_grammar</a>(variable_map &amp;var_map, std::stringstream &amp;error_msgs, statement_grammar&lt; Iterator &gt; &amp;sg)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar&lt; Iterator &gt;</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a71b74b870a48887d16af27eb90154492">statement_g</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar&lt; Iterator &gt;</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a3626cba34b0c81150a12ee6b045fd197">var_map_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar&lt; Iterator &gt;</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">statement_2_grammar</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1statement__2__grammar-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::statement_2_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::statement_2_grammar&lt; Iterator &gt;:</div>
+<div class="dyncontent">
+ <div class="center">
+  <img src="structstan_1_1gm_1_1statement__2__grammar.png" usemap="#stan::gm::statement_2_grammar&lt; Iterator &gt;_map" alt=""/>
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+</map>
+ </div></div>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
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+<tr class="separator:a124bb789c4c06388a498dffc981b1726"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a3626cba34b0c81150a12ee6b045fd197"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a3626cba34b0c81150a12ee6b045fd197">var_map_</a></td></tr>
+<tr class="separator:a3626cba34b0c81150a12ee6b045fd197"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:acd1c878d999eb7e0b296b8171effcff5"><td class="memItemLeft" align="right" valign="top">std::stringstream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#acd1c878d999eb7e0b296b8171effcff5">error_msgs_</a></td></tr>
+<tr class="separator:acd1c878d999eb7e0b296b8171effcff5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab1dd748c47712014575913b6d6d94b78"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar</a>&lt; Iterator &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#ab1dd748c47712014575913b6d6d94b78">expression_g</a></td></tr>
+<tr class="separator:ab1dd748c47712014575913b6d6d94b78"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a71b74b870a48887d16af27eb90154492"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a5d6a2f57ba3e3e2d05f9aad72fcbc97c"><td class="memItemLeft" align="right" valign="top">boost::spirit::qi::rule<br class="typebreak"/>
+&lt; Iterator, <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a>(bool, <br class="typebreak"/>
+<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#a5d6a2f57ba3e3e2d05f9aad72fcbc97c">conditional_statement_r</a></td></tr>
+<tr class="separator:a5d6a2f57ba3e3e2d05f9aad72fcbc97c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ade56d3d85cad306fb8a918671335bc26"><td class="memItemLeft" align="right" valign="top">boost::spirit::qi::rule<br class="typebreak"/>
+&lt; Iterator, <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>(bool, <br class="typebreak"/>
+<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html#ade56d3d85cad306fb8a918671335bc26">statement_2_r</a></td></tr>
+<tr class="separator:ade56d3d85cad306fb8a918671335bc26"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::statement_2_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00023">23</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a124bb789c4c06388a498dffc981b1726"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::<a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">statement_2_grammar</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar</a>&lt; Iterator &gt; &amp;&#160;</td>
+          <td class="paramname"><em>sg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar__def_8hpp_source.html#l00088">88</a> of file <a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a5d6a2f57ba3e3e2d05f9aad72fcbc97c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, <a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a>(bool,<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::conditional_statement_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00048">48</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="acd1c878d999eb7e0b296b8171effcff5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::stringstream&amp; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::error_msgs_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00037">37</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab1dd748c47712014575913b6d6d94b78"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar</a>&lt;Iterator&gt; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::expression_g</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00040">40</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ade56d3d85cad306fb8a918671335bc26"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>(bool,<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::statement_2_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00054">54</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a71b74b870a48887d16af27eb90154492"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar</a>&lt;Iterator&gt;&amp; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::statement_g</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00041">41</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3626cba34b0c81150a12ee6b045fd197"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; <a class="el" href="structstan_1_1gm_1_1statement__2__grammar.html">stan::gm::statement_2_grammar</a>&lt; Iterator &gt;::var_map_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00036">36</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a></li>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar__def_8hpp_source.html">statement_2_grammar_def.hpp</a></li>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1statement__grammar.html">statement_grammar</a></li>  </ul>
+</div>
+</div><!-- top -->
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1statement__grammar-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::statement_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar_8hpp_source.html">statement_grammar.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::statement_grammar&lt; Iterator &gt;:</div>
+<div class="dyncontent">
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::statement_grammar&lt; Iterator &gt;</h3>
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+
+<p>Definition at line <a class="el" href="statement__grammar_8hpp_source.html#l00021">21</a> of file <a class="el" href="statement__grammar_8hpp_source.html">statement_grammar.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>, </td>
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+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00429">429</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aa3deabcf92016a9afde6ce09215288ff"></a>
+<div class="memitem">
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+<p>Definition at line <a class="el" href="statement__grammar_8hpp_source.html#l00045">45</a> of file <a class="el" href="statement__grammar_8hpp_source.html">statement_grammar.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="statement__grammar_8hpp_source.html#l00056">56</a> of file <a class="el" href="statement__grammar_8hpp_source.html">statement_grammar.hpp</a>.</p>
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+
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+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar_8hpp_source.html">statement_grammar.hpp</a></li>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html#ad951339b35d33e87ee6900f7423c1592">is_var_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html">stan::gm::statement_visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html#a18f13f4f735a01b9bc621dbacaf64c67">operator()</a>(expression const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html">stan::gm::statement_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html#a42c4a20fb6e15cfc6348f67669a596a3">operator()</a>(const increment_log_prob_statement &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1statement__visgen.html">stan::gm::statement_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01506">1506</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01524">1524</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01538">1538</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01549">1549</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1conditional__statement.html">conditional_statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01558">1558</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01581">1581</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01398">1398</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01397">1397</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01399">1399</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
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+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1statements-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::statements Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a277fff5acdb257537ee927d68d7fa139"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statements.html#a277fff5acdb257537ee927d68d7fa139">local_decl_</a></td></tr>
+<tr class="separator:a277fff5acdb257537ee927d68d7fa139"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a4de24354bdefdcf2b482150027a4b841"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1statements.html#a4de24354bdefdcf2b482150027a4b841">statements_</a></td></tr>
+<tr class="separator:a4de24354bdefdcf2b482150027a4b841"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00162">162</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aa4e43d906c204aacbd111474d080c466"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">stan::gm::statements::statements </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00323">323</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd82e89ed40745f135579777e52e2277"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::statements::statements </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>local_decl</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>stmts</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00324">324</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a277fff5acdb257537ee927d68d7fa139"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a>&gt; stan::gm::statements::local_decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00163">163</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4de24354bdefdcf2b482150027a4b841"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&gt; stan::gm::statements::statements_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00164">164</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:af01e91cfb196709e94cba69ca6055f48"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1subtraction__expr.html#af01e91cfb196709e94cba69ca6055f48">operator()</a> (<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr1, const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr2, std::ostream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00143">143</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af01e91cfb196709e94cba69ca6055f48"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::subtraction_expr::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr1</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr2</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00147">147</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html">stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt;</a>, including all inherited members.</p>
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+<a href="#pub-types">Public Types</a> &#124;
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+<div class="title">stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a83d53c7bf088539887e8d349745dbbd3"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html#a83d53c7bf088539887e8d349745dbbd3">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3&gt;<br/>
+struct stan::gm::subtraction_expr::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00145">145</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 , typename T3 &gt; </div>
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+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html">stan::gm::subtraction_expr::result</a>&lt; T1, T2, T3 &gt;::<a class="el" href="structstan_1_1gm_1_1subtraction__expr_1_1result.html#a83d53c7bf088539887e8d349745dbbd3">type</a></td>
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+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00145">145</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
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+  Stan Development Team.
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+</div>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1term__grammar.html">term_grammar</a></li>  </ul>
+</div>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1term__grammar-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::term_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::term_grammar&lt; Iterator &gt;:</div>
+<div class="dyncontent">
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+</table><table class="memberdecls">
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+<tr class="memitem:a8a79bec27b23f79504c768be5942c958"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1term__grammar.html#a8a79bec27b23f79504c768be5942c958">var_map_</a></td></tr>
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+<tr class="separator:a2e84fd310e862d276ac7ea3f2b4b0ee3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+&lt; Iterator, <a class="el" href="structstan_1_1gm_1_1variable.html">variable</a>(), <br class="typebreak"/>
+<a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt; Iterator &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1term__grammar.html#ab0c2f2623b8f78f859c358cdf3e161a6">variable_r</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::term_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar_8hpp_source.html#l00025">25</a> of file <a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a190b57b393dca19c78dbe5e8e88d4cba"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1term__grammar.html">term_grammar</a>&lt; Iterator &gt;::<a class="el" href="structstan_1_1gm_1_1term__grammar.html">term_grammar</a> </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar</a>&lt; Iterator &gt; &amp;&#160;</td>
+          <td class="paramname"><em>eg</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00430">430</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a6e06cb76720538efdb14c0c2ada2d370"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">boost::spirit::qi::rule&lt;Iterator, std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt;<a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), <a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>&lt;Iterator&gt; &gt; <a class="el" href="structstan_1_1gm_1_1term__grammar.html">stan::gm::term_grammar</a>&lt; Iterator &gt;::args_r</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar_8hpp_source.html#l00044">44</a> of file <a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
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+        </tr>
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00324">324</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::transpose_expr::operator() </td>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
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+        <tr>
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+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
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+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00328">328</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
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+<a href="#pub-types">Public Types</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::transpose_expr::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a46200139ae3022913240e7afb1e1a98f"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1transpose__expr_1_1result.html#a46200139ae3022913240e7afb1e1a98f">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::transpose_expr::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00326">326</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a46200139ae3022913240e7afb1e1a98f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> <a class="el" href="structstan_1_1gm_1_1transpose__expr_1_1result.html">stan::gm::transpose_expr::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1transpose__expr_1_1result.html#a46200139ae3022913240e7afb1e1a98f">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00326">326</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="conents" style="font-size:80%;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::gm::type_name&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:abf38a6f1fbe6d34e8fc4495423a5cd30"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name.html#abf38a6f1fbe6d34e8fc4495423a5cd30">name</a> ()</td></tr>
+<tr class="separator:abf38a6f1fbe6d34e8fc4495423a5cd30"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::gm::type_name&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00013">13</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="abf38a6f1fbe6d34e8fc4495423a5cd30"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::string <a class="el" href="structstan_1_1gm_1_1type__name.html">stan::gm::type_name</a>&lt; T &gt;::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00014">14</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/structstan_1_1gm_1_1type__name_3_01bool_01_4.html b/doc/api/html/structstan_1_1gm_1_1type__name_3_01bool_01_4.html
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+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
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+<div class="title">stan::gm::type_name&lt; bool &gt; Struct Template Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
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+<tr class="memitem:a01b4d6b1873e3dabe9186193558d3e4a"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01bool_01_4.html#a01b4d6b1873e3dabe9186193558d3e4a">name</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::gm::type_name&lt; bool &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00034">34</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00035">35</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1type__name_3_01double_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::type_name&lt; double &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a7acfdb1474ab32c35fb8f67a4612c611"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01double_01_4.html#a7acfdb1474ab32c35fb8f67a4612c611">name</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::gm::type_name&lt; double &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00029">29</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a7acfdb1474ab32c35fb8f67a4612c611"></a>
+<div class="memitem">
+<div class="memproto">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
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+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00030">30</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1type__name_3_01int_01_4.html">type_name< int ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1type__name_3_01int_01_4-members.html">List of all members</a>  </div>
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+<div class="title">stan::gm::type_name&lt; int &gt; Struct Template Reference</div>  </div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::gm::type_name&lt; int &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00019">19</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a467a9397f434235e89512bf3164f2c53"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::string <a class="el" href="structstan_1_1gm_1_1type__name.html">stan::gm::type_name</a>&lt; int &gt;::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00020">20</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1type__name_3_01std_1_1string_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::type_name&lt; std::string &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
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+<tr class="memitem:a06316042d2aa143497f3306752d5bf14"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01std_1_1string_01_4.html#a06316042d2aa143497f3306752d5bf14">name</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::gm::type_name&lt; std::string &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00039">39</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a06316042d2aa143497f3306752d5bf14"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::string <a class="el" href="structstan_1_1gm_1_1type__name.html">stan::gm::type_name</a>&lt; std::string &gt;::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
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+  <td class="mlabels-right">
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+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00040">40</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1type__name_3_01unsigned_01int_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::type_name&lt; unsigned int &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:af18249277270ae33f01976e0c8246736"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1type__name_3_01unsigned_01int_01_4.html#af18249277270ae33f01976e0c8246736">name</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::gm::type_name&lt; unsigned int &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00024">24</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af18249277270ae33f01976e0c8246736"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="singleton__argument_8hpp_source.html#l00025">25</a> of file <a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/arguments/<a class="el" href="singleton__argument_8hpp_source.html">singleton_argument.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1unary__op.html">stan::gm::unary_op</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unary__op.html#aca16006ca03efadf9bd194bdaea1b07b">op</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unary__op.html">stan::gm::unary_op</a></td><td class="entry"></td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1unary__op-members.html">List of all members</a>  </div>
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+<div class="title">stan::gm::unary_op Struct Reference</div>  </div>
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+
+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a98e5a64686af8cefd3293e1925c2a3b1"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unary__op.html#a98e5a64686af8cefd3293e1925c2a3b1">unary_op</a> (char <a class="el" href="structstan_1_1gm_1_1unary__op.html#aca16006ca03efadf9bd194bdaea1b07b">op</a>, <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> const &amp;<a class="el" href="structstan_1_1gm_1_1unary__op.html#a2030562bec45cd179d0087e2760e606f">subject</a>)</td></tr>
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+<tr class="memitem:aca16006ca03efadf9bd194bdaea1b07b"><td class="memItemLeft" align="right" valign="top">char&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unary__op.html#aca16006ca03efadf9bd194bdaea1b07b">op</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00350">350</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
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+          <td class="memname">stan::gm::unary_op::unary_op </td>
+          <td>(</td>
+          <td class="paramtype">char&#160;</td>
+          <td class="paramname"><em>op</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> const &amp;&#160;</td>
+          <td class="paramname"><em>subject</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00637">637</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aca16006ca03efadf9bd194bdaea1b07b"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">char stan::gm::unary_op::op</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00351">351</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::unary_op::subject</td>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00352">352</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00353">353</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a227e9459dd3354627bf7c95a3e2805d4">operator()</a>(const int_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a336ad68a4364f534af6c3b8ba4148af0">operator()</a>(const double_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a6dde9e6aa7dff433b48f2b53c6f57966">operator()</a>(const vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a68a7a4f4f7a0027c312f093ced7a8036">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a01ef3b571744b182fd2b2679aa14c90c">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#acf780131651d54be9029160c82ce5c7b">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a510b9bb20dda3fb01a1ff9dbabb0bf78">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a3296924b11f2a2a1aad3ffe4c48d3772">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#af672a2749665faa902b87e17f7be9eef">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a9a938d11ae97283b176fefd67ac79e6b">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a40bde127dc4cd55e31d53fe0a9d7b9a5">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a3735b01da2e94eff9780b03d95f0c5b6">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html#a0fe661e868b54bff65d31a93d2c9e86e">unconstrained_param_names_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1unconstrained__param__names__visgen.html">stan::gm::unconstrained_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03094">3094</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03095">3095</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::generate_param_names_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>matrix_dims</em>, </td>
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+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03186">3186</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03098">3098</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03099">3099</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03102">3102</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03105">3105</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03110">3110</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03115">3115</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03121">3121</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03126">3126</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03131">3131</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03136">3136</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03141">3141</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03160">3160</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::unconstrained_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03173">3173</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a href="#nested-classes">Classes</a> &#124;
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+<a href="structstan_1_1gm_1_1unscope__locals-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::unscope_locals Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Public Member Functions</h2></td></tr>
+<tr class="memitem:a5be53d7ab77a85c6002a787b8aa2dbe2"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unscope__locals.html#a5be53d7ab77a85c6002a787b8aa2dbe2">operator()</a> (const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt; &amp;var_decls, <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;vm) const </td></tr>
+<tr class="separator:a5be53d7ab77a85c6002a787b8aa2dbe2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00325">325</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a5be53d7ab77a85c6002a787b8aa2dbe2"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::unscope_locals::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>var_decls</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>vm</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00328">328</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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diff --git a/doc/api/html/structstan_1_1gm_1_1unscope__locals_1_1result.html b/doc/api/html/structstan_1_1gm_1_1unscope__locals_1_1result.html
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1unscope__locals_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::unscope_locals::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a78057309e7356062ee1abf3978fb75ad"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html#a78057309e7356062ee1abf3978fb75ad">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::unscope_locals::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00327">327</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a78057309e7356062ee1abf3978fb75ad"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef void <a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html">stan::gm::unscope_locals::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1unscope__locals_1_1result.html#a78057309e7356062ee1abf3978fb75ad">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00327">327</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html">stan::gm::validate_allow_sample</a>, including all inherited members.</p>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html">validate_allow_sample</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__allow__sample-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_allow_sample Struct Reference</div>  </div>
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+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a4e15d9514eb63e9ddefa8bbede4b0fb5"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__allow__sample.html#a4e15d9514eb63e9ddefa8bbede4b0fb5">operator()</a> (const bool &amp;allow_sample, std::stringstream &amp;error_msgs) const </td></tr>
+<tr class="separator:a4e15d9514eb63e9ddefa8bbede4b0fb5"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00411">411</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a4e15d9514eb63e9ddefa8bbede4b0fb5"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_allow_sample::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const bool &amp;&#160;</td>
+          <td class="paramname"><em>allow_sample</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00415">415</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="#pub-types">Public Types</a> &#124;
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+<div class="title">stan::gm::validate_allow_sample::result&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:a35e630d24e687699327b33e071c2a993"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__allow__sample_1_1result.html#a35e630d24e687699327b33e071c2a993">type</a></td></tr>
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+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::validate_allow_sample::result&lt; T1, T2 &gt;</h3>
+
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00413">413</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00413">413</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1validate__assignment.html">validate_assignment</a></li>  </ul>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__assignment-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_assignment Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:afa6d6906c1128cadfdf4d041bc1bfcf0"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__assignment.html#afa6d6906c1128cadfdf4d041bc1bfcf0">operator()</a> (<a class="el" href="structstan_1_1gm_1_1assignment.html">assignment</a> &amp;a, const <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> &amp;origin_allowed, <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;vm, std::stringstream &amp;error_msgs) const </td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00086">86</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afa6d6906c1128cadfdf4d041bc1bfcf0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_assignment::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1assignment.html">assignment</a> &amp;&#160;</td>
+          <td class="paramname"><em>a</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> &amp;&#160;</td>
+          <td class="paramname"><em>origin_allowed</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>vm</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00090">90</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html">stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt;</a>, including all inherited members.</p>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/structstan_1_1gm_1_1validate__assignment_1_1result.html b/doc/api/html/structstan_1_1gm_1_1validate__assignment_1_1result.html
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+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1validate__assignment_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+Public Types</h2></td></tr>
+<tr class="memitem:a8ed777fd03014c406553a98a2092d597"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html#a8ed777fd03014c406553a98a2092d597">type</a></td></tr>
+<tr class="separator:a8ed777fd03014c406553a98a2092d597"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, typename T3, typename T4&gt;<br/>
+struct stan::gm::validate_assignment::result&lt; T1, T2, T3, T4 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00088">88</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a8ed777fd03014c406553a98a2092d597"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , typename T3 , typename T4 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html">stan::gm::validate_assignment::result</a>&lt; T1, T2, T3, T4 &gt;::<a class="el" href="structstan_1_1gm_1_1validate__assignment_1_1result.html#a8ed777fd03014c406553a98a2092d597">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00088">88</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  Stan Development Team.
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+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1validate__expr__type.html">validate_expr_type</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__expr__type-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_expr_type Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a867deadb8d8aa863e91ba057584f88aa"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type.html#a867deadb8d8aa863e91ba057584f88aa">operator()</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, std::ostream &amp;error_msgs) const </td></tr>
+<tr class="separator:a867deadb8d8aa863e91ba057584f88aa"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00410">410</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a867deadb8d8aa863e91ba057584f88aa"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_expr_type::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00414">414</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">stan::gm::validate_expr_type2 Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:a882be65b1df71e890016fb4f7751e962"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type2.html#a882be65b1df71e890016fb4f7751e962">operator()</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, std::ostream &amp;error_msgs) const </td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00054">54</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a882be65b1df71e890016fb4f7751e962"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_expr_type2::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00058">58</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html">stan::gm::validate_expr_type2::result&lt; T1, T2 &gt;</a>, including all inherited members.</p>
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+<a href="#pub-types">Public Types</a> &#124;
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+</div><!--header-->
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+
+<p><code>#include &lt;<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:acf9da899e777ac9cfb14f120a5a4e6e7"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html#acf9da899e777ac9cfb14f120a5a4e6e7">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::validate_expr_type2::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00056">56</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="acf9da899e777ac9cfb14f120a5a4e6e7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html">stan::gm::validate_expr_type2::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1validate__expr__type2_1_1result.html#acf9da899e777ac9cfb14f120a5a4e6e7">type</a></td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="expression__grammar__def_8hpp_source.html#l00056">56</a> of file <a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="expression__grammar__def_8hpp_source.html">expression_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:a27afcd81cf29e2a4e3cd1456a9580998"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html#a27afcd81cf29e2a4e3cd1456a9580998">type</a></td></tr>
+<tr class="separator:a27afcd81cf29e2a4e3cd1456a9580998"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::validate_expr_type::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00412">412</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a27afcd81cf29e2a4e3cd1456a9580998"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html">stan::gm::validate_expr_type::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1validate__expr__type_1_1result.html#a27afcd81cf29e2a4e3cd1456a9580998">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00412">412</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1validate__int__expr2.html">validate_int_expr2</a></li>  </ul>
+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__int__expr2-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_int_expr2 Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
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+<tr class="memitem:a462cc8619e7c1454119a75fa019b4d51"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__int__expr2.html#a462cc8619e7c1454119a75fa019b4d51">operator()</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, std::stringstream &amp;error_msgs) const </td></tr>
+<tr class="separator:a462cc8619e7c1454119a75fa019b4d51"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00395">395</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a462cc8619e7c1454119a75fa019b4d51"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_int_expr2::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
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+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00399">399</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<a href="#pub-types">Public Types</a> &#124;
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+Public Types</h2></td></tr>
+<tr class="memitem:ac09fa987115620b2b268f7050ea2b53c"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__int__expr2_1_1result.html#ac09fa987115620b2b268f7050ea2b53c">type</a></td></tr>
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+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::validate_int_expr2::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00397">397</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+template&lt;typename T1 , typename T2 &gt; </div>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00397">397</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
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+</div>
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+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__int__expr3-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_int_expr3 Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html">result</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:ad00cc4a51aa05e4cac78c6da0c54755f"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__int__expr3.html#ad00cc4a51aa05e4cac78c6da0c54755f">operator()</a> (const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;expr, std::stringstream &amp;error_msgs) const </td></tr>
+<tr class="separator:ad00cc4a51aa05e4cac78c6da0c54755f"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00393">393</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ad00cc4a51aa05e4cac78c6da0c54755f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::validate_int_expr3::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>expr</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::stringstream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00397">397</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:left; margin=0 1em 0 1em;">
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diff --git a/doc/api/html/structstan_1_1gm_1_1validate__int__expr3_1_1result.html b/doc/api/html/structstan_1_1gm_1_1validate__int__expr3_1_1result.html
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+<p><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a3561c5435c7ea45b40819bb2937b792d"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html#a3561c5435c7ea45b40819bb2937b792d">type</a></td></tr>
+<tr class="separator:a3561c5435c7ea45b40819bb2937b792d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::gm::validate_int_expr3::result&lt; T1, T2 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00395">395</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a3561c5435c7ea45b40819bb2937b792d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef bool <a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html">stan::gm::validate_int_expr3::result</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1gm_1_1validate__int__expr3_1_1result.html#a3561c5435c7ea45b40819bb2937b792d">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="term__grammar__def_8hpp_source.html#l00395">395</a> of file <a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar__def_8hpp_source.html">term_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
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+<div class="title">stan::gm::validate_sample Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1validate__sample.html">stan::gm::validate_sample</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html#a457fa512cf1ad5c13e3c1fb0e02e9adf">is_double_return</a>(const std::string &amp;function_name, const std::vector&lt; expr_type &gt; &amp;arg_types, std::ostream &amp;error_msgs) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html">stan::gm::validate_sample</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html#aca344bafbf0b16055bc48307645f4c81">is_univariate</a>(const expr_type &amp;et)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html">stan::gm::validate_sample</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html#a77de03d8f8a44b98afa75e7fa02fe705">operator()</a>(const sample &amp;s, const variable_map &amp;var_map, std::ostream &amp;error_msgs) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__sample.html">stan::gm::validate_sample</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+  </i>
+  </span>
+</div>
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+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
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+<div class="header">
+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1validate__sample-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_sample Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:aca344bafbf0b16055bc48307645f4c81"><td class="memItemLeft" align="right" valign="top">static bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__sample.html#aca344bafbf0b16055bc48307645f4c81">is_univariate</a> (const <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &amp;et)</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00160">160</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a457fa512cf1ad5c13e3c1fb0e02e9adf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
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+  <td class="mlabels-left">
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+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>function_name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>arg_types</em>, </td>
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+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
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+          <td>)</td>
+          <td></td><td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00164">164</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+          <td>(</td>
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+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00171">171</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a77de03d8f8a44b98afa75e7fa02fe705"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">bool stan::gm::validate_sample::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1sample.html">sample</a> &amp;&#160;</td>
+          <td class="paramname"><em>s</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1variable__map.html">variable_map</a> &amp;&#160;</td>
+          <td class="paramname"><em>var_map</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>error_msgs</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00176">176</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  </i>
+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1gm_1_1validate__sample_1_1result-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::validate_sample::result&lt; T1, T2, T3 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
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+<p><code>#include &lt;<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>&gt;</code></p>
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+<tr class="memitem:ad554b4aaf143a4c535708ac7ee56a12f"><td class="memItemLeft" align="right" valign="top">typedef bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__sample_1_1result.html#ad554b4aaf143a4c535708ac7ee56a12f">type</a></td></tr>
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+struct stan::gm::validate_sample::result&lt; T1, T2, T3 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00162">162</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="statement__grammar__def_8hpp_source.html#l00162">162</a> of file <a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__grammar__def_8hpp_source.html">statement_grammar_def.hpp</a></li>
+</ul>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::validate_transformed_params_visgen Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#abbc7f7f70068b351832f9ed884bd700e">indents_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#ab43eac10e252f672634e5c3098e6102e">operator()</a>(int_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a118d04b0f14440602301eedcf2e00331">operator()</a>(double_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a3482660b917b658e4d987f63ed688c2a">operator()</a>(vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#affb011dc7007013be0e7b09c402d4c38">operator()</a>(unit_vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#ad4c97056f7796c9f0335edd1c5a770a4">operator()</a>(simplex_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#aa046bb1fa3a293080f0b50fd939c48b5">operator()</a>(ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a2e5661a4fe0ffa841278abd106b658b8">operator()</a>(positive_ordered_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a8c346096587fed22458d55deb48bb556">operator()</a>(row_vector_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a9d5589f7e8adae47669af9b1662cf846">operator()</a>(matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#acaa1f2d1859c10a1c4ac1c0f1c96e82f">operator()</a>(cholesky_factor_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a3e5e6857c321533c1083a6ce3088fdfb">operator()</a>(cov_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a99261725b4a378a9919fe7f89e4fa591">operator()</a>(corr_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a36abc2dc33d5d8053dbe93a30444fca4">validate_array</a>(const std::string &amp;name, const std::vector&lt; expression &gt; &amp;dims, size_t matrix_dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a7a4e7704245e4a73bc886041c82c91e5">validate_transformed_params_visgen</a>(int indents, std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html">stan::gm::validate_transformed_params_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::validate_transformed_params_visgen:</div>
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+Public Member Functions</h2></td></tr>
+<tr class="memitem:a7a4e7704245e4a73bc886041c82c91e5"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1validate__transformed__params__visgen.html#a7a4e7704245e4a73bc886041c82c91e5">validate_transformed_params_visgen</a> (int indents, std::ostream &amp;o)</td></tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01318">1318</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_transformed_params_visgen::operator() </td>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01330">1330</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_transformed_params_visgen::validate_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
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+        <tr>
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+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>matrix_dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
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+<h2 class="groupheader">Member Data Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">int stan::gm::validate_transformed_params_visgen::indents_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l01267">1267</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::validate_var_decl_visgen Member List</div>  </div>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a5b14b6fbf4c38146fd80097a16cb3f8e">operator()</a>(corr_matrix_var_decl const &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html">stan::gm::validate_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html#a271a3fadedfb0fe40560244c26f4aef4">validate_var_decl_visgen</a>(int indents, std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1validate__var__decl__visgen.html">stan::gm::validate_var_decl_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<tr class="memitem:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+          <td class="paramname"><em>indents</em>, </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00731">731</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::basic_validate </td>
+          <td>(</td>
+          <td class="paramtype">T const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00763">763</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::generate_begin_for_dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00736">736</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::generate_end_for_dims </td>
+          <td>(</td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>dims_size</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00748">748</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>dims_size</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00755">755</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::nonbasic_validate </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>type_name</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00815">815</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> const &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00761">761</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00799">799</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00802">802</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00805">805</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00808">808</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00811">811</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00826">826</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00829">829</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00832">832</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00835">835</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::validate_var_decl_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00838">838</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1var__decl.html">var_decl</a></li>  </ul>
+</div>
+</div><!-- top -->
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<a href="structstan_1_1gm_1_1var__decl-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::var_decl Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+, boost::recursive_wrapper<br class="typebreak"/>
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+<tr class="memitem:a9d23fb1315d50ec89c135e1ccfd60a6c"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1var__decl.html#a053ae171df165a1fba298555456bb7ee">var_decl_t</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1var__decl.html#a9d23fb1315d50ec89c135e1ccfd60a6c">decl_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00534">534</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00548">548</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+</div>
+</div>
+<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+          <td class="memname">stan::gm::var_decl::var_decl </td>
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+          <td class="memname">stan::gm::var_decl::var_decl </td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00899">899</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
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+          <td class="memname">stan::gm::var_decl::var_decl </td>
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+
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+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a6df298e1c38d35a2fce94b5513df015b"></a>
+<div class="memitem">
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+          <td class="memname">std::string stan::gm::var_decl::name </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00912">912</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a9d23fb1315d50ec89c135e1ccfd60a6c"></a>
+<div class="memitem">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1var__decl.html#a053ae171df165a1fba298555456bb7ee">var_decl_t</a> stan::gm::var_decl::decl_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00550">550</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+&lt; bool &gt;, std::vector<br class="typebreak"/>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+
+<p>Definition at line <a class="el" href="var__decls__grammar_8hpp_source.html#l00019">19</a> of file <a class="el" href="var__decls__grammar_8hpp_source.html">var_decls_grammar.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="ae9971b3fb03092c02d4f4d12a9d05277"></a>
+<div class="memitem">
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename Iterator &gt; </div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="var__decls__grammar_8hpp_source.html#l00042">42</a> of file <a class="el" href="var__decls__grammar_8hpp_source.html">var_decls_grammar.hpp</a>.</p>
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+template&lt;typename Iterator &gt; </div>
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+template&lt;typename Iterator &gt; </div>
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+        </tr>
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+<p>Definition at line <a class="el" href="var__decls__grammar_8hpp_source.html#l00052">52</a> of file <a class="el" href="var__decls__grammar_8hpp_source.html">var_decls_grammar.hpp</a>.</p>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1var__resizing__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::var_resizing_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00449">449</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<div class="memitem">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00450">450</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<div class="memitem">
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00453">453</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00454">454</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00460">460</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00469">469</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00472">472</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00475">475</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> const &amp;&#160;</td>
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00481">481</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+      <table class="memname">
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+          <td class="memname">void stan::gm::var_resizing_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> const &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+  </tr>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00484">484</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00487">487</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
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+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html#ae878013c66844f15680c8748629f51b7">stage_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html">stan::gm::var_size_validating_visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html#ade6d9d7b7a8904cf3d32ff16283143cc">var_size_validating_visgen</a>(std::ostream &amp;o, const std::string &amp;stage)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1var__size__validating__visgen.html">stan::gm::var_size_validating_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+          <td class="memname">void stan::gm::var_size_validating_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> const &amp;&#160;</td>
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+          <td class="memname">void stan::gm::var_size_validating_visgen::operator() </td>
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+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::var_size_validating_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> const &amp;&#160;</td>
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+          <td class="memname">void stan::gm::var_size_validating_visgen::operator() </td>
+          <td>(</td>
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+          <td class="memname">void stan::gm::var_size_validating_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00395">395</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> const &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00398">398</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> const &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00401">401</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00407">407</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> const &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00410">410</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00371">371</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  &nbsp;&nbsp;&nbsp;&nbsp;
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1gm_1_1variable-members.html">List of all members</a>  </div>
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+<div class="title">stan::gm::variable Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<tr class="memitem:afb1d3556c61360990675ef1e886719ea"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1variable.html#afb1d3556c61360990675ef1e886719ea">name_</a></td></tr>
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+<tr class="memitem:a6ff634fb68f6f6f51fe4e014a2d1dae0"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expr__type.html">expr_type</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1variable.html#a6ff634fb68f6f6f51fe4e014a2d1dae0">type_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00298">298</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::variable::variable </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00559">559</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname">stan::gm::variable::variable </td>
+          <td>(</td>
+          <td class="paramtype">std::string&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00560">560</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::variable::set_type </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">size_t&#160;</td>
+          <td class="paramname"><em>num_dims</em>&#160;</td>
+        </tr>
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+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
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+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00561">561</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="afb1d3556c61360990675ef1e886719ea"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">std::string stan::gm::variable::name_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00299">299</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00300">300</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<tr class="memitem:a639052828000ec7614d7b40c859f592a"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1variable__dims.html#a639052828000ec7614d7b40c859f592a">name_</a></td></tr>
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+<tr class="memitem:a70f46c11bdd84865ec1b65c37f9ad23c"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1variable__dims.html#a70f46c11bdd84865ec1b65c37f9ad23c">dims_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00263">263</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
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+<div class="memitem">
+<div class="memproto">
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+          <td class="memname">stan::gm::variable_dims::variable_dims </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00505">505</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname">stan::gm::variable_dims::variable_dims </td>
+          <td>(</td>
+          <td class="paramtype">std::string const &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; const &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00506">506</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a70f46c11bdd84865ec1b65c37f9ad23c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;<a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&gt; stan::gm::variable_dims::dims_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00265">265</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
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+          <td class="memname">std::string stan::gm::variable_dims::name_</td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00264">264</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
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+<div class="title">stan::gm::variable_map Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1variable__map.html">stan::gm::variable_map</a>, including all inherited members.</p>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1variable__map.html#a1473c759fc630466b193cbcb6a128cc7">map_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1variable__map.html">stan::gm::variable_map</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1variable__map.html#a2da97e3733b1c7695abd1eef547df69e">range_t</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1variable__map.html">stan::gm::variable_map</a></td><td class="entry"></td></tr>
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
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+<tr class="memitem:a2da97e3733b1c7695abd1eef547df69e"><td class="memItemLeft" align="right" valign="top">typedef std::pair<br class="typebreak"/>
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+<tr class="separator:ab50a247ce7a5a9c041f02e51de75ab8c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:a1473c759fc630466b193cbcb6a128cc7"><td class="memItemLeft" align="right" valign="top">std::map&lt; std::string, <a class="el" href="structstan_1_1gm_1_1variable__map.html#a2da97e3733b1c7695abd1eef547df69e">range_t</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1variable__map.html#a1473c759fc630466b193cbcb6a128cc7">map_</a></td></tr>
+<tr class="separator:a1473c759fc630466b193cbcb6a128cc7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00392">392</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a2da97e3733b1c7695abd1eef547df69e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+        </tr>
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+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00393">393</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2a1c8d42745d2ba940577f8f9d4da17e"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::variable_map::add </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1base__var__decl.html">base_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>base_decl</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> &amp;&#160;</td>
+          <td class="paramname"><em>vo</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00709">709</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a29d85bf3018b2393c737dbb7d641ad32"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">bool stan::gm::variable_map::exists </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00690">690</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af16b9b2424cf92cd3804908986d53ff1"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1base__var__decl.html">base_var_decl</a> stan::gm::variable_map::get </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00693">693</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+<div class="memitem">
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+          <td class="memname"><a class="el" href="namespacestan_1_1gm.html#acf4d6f01fec7bb88dc578ad058392b78">base_expr_type</a> stan::gm::variable_map::get_base_type </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00698">698</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+      <table class="memname">
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+          <td class="memname">size_t stan::gm::variable_map::get_num_dims </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00701">701</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+          <td class="memname"><a class="el" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a> stan::gm::variable_map::get_origin </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00704">704</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
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+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::variable_map::remove </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00714">714</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a1473c759fc630466b193cbcb6a128cc7"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">std::map&lt;std::string, <a class="el" href="structstan_1_1gm_1_1variable__map.html#a2da97e3733b1c7695abd1eef547df69e">range_t</a>&gt; stan::gm::variable_map::map_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00394">394</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
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+<p>generic visitor with output for extension  
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+<tr class="memitem:a05817588766bc44447698a3602e82cdb"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>generic visitor with output for extension </p>
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00061">61</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">typedef void <a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">stan::gm::visgen::result_type</a></td>
+        </tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00062">62</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00064">64</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a05817588766bc44447698a3602e82cdb"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">std::ostream&amp; stan::gm::visgen::o_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l00063">63</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<p><code>#include &lt;<a class="el" href="ast_8hpp_source.html">ast.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:a3d22ddf0941379465a1d233308baa78c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1while__statement.html#a3d22ddf0941379465a1d233308baa78c">while_statement</a> ()</td></tr>
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+<tr class="memitem:ac28766c928629d492f3cb633a70d446d"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1while__statement.html#ac28766c928629d492f3cb633a70d446d">condition_</a></td></tr>
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+<tr class="memitem:a02751b1da71e77005c2e31df9c901997"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1gm_1_1statement.html">statement</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1while__statement.html#a02751b1da71e77005c2e31df9c901997">body_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00633">633</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">stan::gm::while_statement::while_statement </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00953">953</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afcb474205331a4302d5b57e1d334208a"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">stan::gm::while_statement::while_statement </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &amp;&#160;</td>
+          <td class="paramname"><em>condition</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> &amp;&#160;</td>
+          <td class="paramname"><em>body</em>&#160;</td>
+        </tr>
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+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast__def_8cpp_source.html#l00955">955</a> of file <a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a02751b1da71e77005c2e31df9c901997"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1statement.html">statement</a> stan::gm::while_statement::body_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00635">635</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac28766c928629d492f3cb633a70d446d"></a>
+<div class="memitem">
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+          <td class="memname"><a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> stan::gm::while_statement::condition_</td>
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+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="ast_8hpp_source.html#l00634">634</a> of file <a class="el" href="ast_8hpp_source.html">ast.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following files:<ul>
+<li>src/stan/gm/<a class="el" href="ast_8hpp_source.html">ast.hpp</a></li>
+<li>src/stan/gm/<a class="el" href="ast__def_8cpp_source.html">ast_def.cpp</a></li>
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+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-methods">Public Member Functions</a> &#124;
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+<tr class="memitem:a5b8a5755ab01dd301f1a32e1ef3dbf22"><td class="memItemLeft" align="right" valign="top">boost::spirit::qi::rule&lt; Iterator &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1whitespace__grammar.html#a5b8a5755ab01dd301f1a32e1ef3dbf22">whitespace</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct stan::gm::whitespace_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="whitespace__grammar_8hpp_source.html#l00011">11</a> of file <a class="el" href="whitespace__grammar_8hpp_source.html">whitespace_grammar.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="whitespace__grammar__def_8hpp_source.html#l00013">13</a> of file <a class="el" href="whitespace__grammar__def_8hpp_source.html">whitespace_grammar_def.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="whitespace__grammar_8hpp_source.html#l00016">16</a> of file <a class="el" href="whitespace__grammar_8hpp_source.html">whitespace_grammar.hpp</a>.</p>
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+</div>
+</div>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
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+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#ad601dd8e1b7c3294e9dbb779b7a64090">operator()</a>(const nil &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#adef25be6d3bdb7365fb6f26aeddabe65">operator()</a>(const double_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a049135667941289c42a3b081610ab298">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#aea55b2a06d469e5d499eef36190fd037">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#ae62dfbbd8d1d79af6bbdfccbfc09d6bc">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#ace51ff0942e94f73235fa37cbefab194">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#af12814f9cf2f360f33c363d3492746eb">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#af7fa42ced7c5d892234d8db022397754">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a7ef33b812611b18bf7340cc5cf586dd5">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a66250932aff2ae2ffd3cff5d361f95b4">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a5763e948b3e12feb9e988e11eeb4553a">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html#a28c75cf8b30d7a8e7121b325c34b028c">write_array_vars_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__vars__visgen.html">stan::gm::write_array_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+          <td class="memname">void stan::gm::write_array_vars_visgen::operator() </td>
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+          <td class="memname">void stan::gm::write_array_vars_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03787">3787</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_array_vars_visgen::write_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
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+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
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+          <td></td>
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+          <td></td><td> const</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03793">3793</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<script type="text/javascript" src="jquery.js"></script>
+<script type="text/javascript" src="dynsections.js"></script>
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+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">write_array_visgen</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::gm::write_array_visgen Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a149aa727af8bfdd53d2e494eb75c9201">generate_initialize_array_bounded</a>(const D &amp;x, const std::string &amp;base_type, const std::string &amp;read_fun_prefix, const std::vector&lt; expression &gt; &amp;dim_args) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a25dffda3b1d6542f6e7d4842080c42a8">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a0b22a9605e7f90682f451d1ff8be1b67">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a3fbb94eaca23339aa18664d3a808cd2d">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#ad554817b1894e39e2ad30bad286f4563">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#ae4e903cfb0434aa8b0d1cfc1ff46fd13">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a2b7fc3532750391146c46bbf15ad605f">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html#a79cfed1b9d05d41c66727331ec4fa0e2">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">stan::gm::write_array_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+</table>
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1write__array__visgen.html">write_array_visgen</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1write__array__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::write_array_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
+<div class="dynheader">
+Inheritance diagram for stan::gm::write_array_visgen:</div>
+<div class="dyncontent">
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+<tr class="separator:a79cfed1b9d05d41c66727331ec4fa0e2"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a3e7e38e3b411dc26e0451cc3327018ca inherit pub_methods_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a> (std::ostream &amp;o)</td></tr>
+<tr class="separator:a3e7e38e3b411dc26e0451cc3327018ca inherit pub_methods_structstan_1_1gm_1_1visgen"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a></td></tr>
+<tr class="separator:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_attribs_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03579">3579</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="afeb5e731732edea5c690dc4b44503557"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::write_array_visgen::write_array_visgen </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03580">3580</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a58d0d5f31f9a489b4cc23f5256f0b56f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_array_visgen::generate_initialize_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>read_args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03667">3667</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a149aa727af8bfdd53d2e494eb75c9201"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename D &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_array_visgen::generate_initialize_array_bounded </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_fun_prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">write_csv_header_visgen</a></li>  </ul>
+</div>
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+<div class="title">stan::gm::write_csv_header_visgen Member List</div>  </div>
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+<div class="contents">
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a8b2bffaeddce0015c69d6a300ce624de">generate_csv_header_array</a>(const std::vector&lt; expression &gt; &amp;matrix_dims, const std::string &amp;name, const std::vector&lt; expression &gt; &amp;dims) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ae9ad9fd29629c1a5fa7eaf95aef5d8d7">operator()</a>(const nil &amp;) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ae604f0f9b1cc6db35f15f655b00cd262">operator()</a>(const int_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a8d445e07f41720cce733711c33acaa76">operator()</a>(const double_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ab1ef373185ef957afb786883c4f1ab79">operator()</a>(const vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ab1fcfc4ab4f58ef149e8492fe967194c">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#aa7f849a4a814eadaaecf4a6ce8ca4db5">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#af409c6ebc10fd7efd7c964033c8d0c27">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a1225374f023caada43d88fb6cc879d3c">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ab1ee25227b1498266d43231b824c31d7">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a9be3a2194404fd09e0ba9e3de51bc5fa">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a38e2400334cbb5ca23835db8c0a1126f">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ad3adb663e082ceea28006f88cc48e584">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#ab64e2f461383641fbbdb0ada35a8ecc3">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a7931a3de7356bb9013a56703434f57c9">write_csv_header_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html">stan::gm::write_csv_header_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<div class="title">stan::gm::write_csv_header_visgen Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+Inheritance diagram for stan::gm::write_csv_header_visgen:</div>
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+  <img src="structstan_1_1gm_1_1write__csv__header__visgen.png" usemap="#stan::gm::write_csv_header_visgen_map" alt=""/>
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+<tr class="memitem:a7931a3de7356bb9013a56703434f57c9"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1write__csv__header__visgen.html#a7931a3de7356bb9013a56703434f57c9">write_csv_header_visgen</a> (std::ostream &amp;o)</td></tr>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02790">2790</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02791">2791</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="memname">void stan::gm::write_csv_header_visgen::generate_csv_header_array </td>
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+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02856">2856</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_header_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02794">2794</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_header_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_header_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02798">2798</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_header_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02801">2801</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02806">2806</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02811">2811</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_header_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02827">2827</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02832">2832</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::gm::write_csv_vars_visgen Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a019d32e99ccad2f6c17485519507e8b7">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#aae675794a40e6c613b11f6fd28fcebf3">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#ab9336edc282edfd966c36da2514f09dc">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#a77f63c9fcd04bab901a8efe09a2acbee">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#ad622ac454a8959f9621901235f01001b">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html#aa0072ea087bb79c27ce204ef8b7d7421">write_csv_vars_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">stan::gm::write_csv_vars_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+</table></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1write__csv__vars__visgen.html">write_csv_vars_visgen</a></li>  </ul>
+</div>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1write__csv__vars__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::write_csv_vars_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
+<div class="dynheader">
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+<div class="dyncontent">
+ <div class="center">
+  <img src="structstan_1_1gm_1_1write__csv__vars__visgen.png" usemap="#stan::gm::write_csv_vars_visgen_map" alt=""/>
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+<tr class="memitem:a3e7e38e3b411dc26e0451cc3327018ca inherit pub_methods_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a> (std::ostream &amp;o)</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a></td></tr>
+<tr class="separator:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_attribs_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03421">3421</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="aa0072ea087bb79c27ce204ef8b7d7421"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::gm::write_csv_vars_visgen::write_csv_vars_visgen </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03422">3422</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2719acba4b1a18fb662c97dcb830d103"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03425">3425</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="adb67f6f8f3816f872f4cd5db25993fbc"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03427">3427</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a2b0ba004b7c8510e89ef81da784f0e1c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03430">3430</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+      <table class="memname">
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+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03433">3433</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
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+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
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+          <td class="memname">void stan::gm::write_csv_vars_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> &amp;&#160;</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03451">3451</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
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+        <tr>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a0c5d75d85a6fd4065cfcac82070672d0">operator()</a>(const vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#aa7ca047c2be3c5b568480846296a94ec">operator()</a>(const row_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a7b6c88d0194ef11baef723f5add65b10">operator()</a>(const matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#afbd0de485f3be611e1b7789ff2a12dc7">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#aa427354c26e25e85863c118f12fa0a13">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a93880784b37e0d8a73cfeccd1c8a162c">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a595f05ac1587bfd0647519eb0698b6a2">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#ad1b3b76918fbd09d02b35e25a91d7f36">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a2072ed961ae54bcdcc7cf5a66efec313">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#af88449a647d8d4aaf5d4cb296e923f8d">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html#a9da769ec38611f0cd1cc785bedb35b31">write_csv_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">stan::gm::write_csv_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1gm.html">gm</a></li><li class="navelem"><a class="el" href="structstan_1_1gm_1_1write__csv__visgen.html">write_csv_visgen</a></li>  </ul>
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+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="memitem:a3e7e38e3b411dc26e0451cc3327018ca inherit pub_methods_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a> (std::ostream &amp;o)</td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
+Additional Inherited Members</h2></td></tr>
+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a></td></tr>
+<tr class="separator:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="inherit_header pub_attribs_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a05817588766bc44447698a3602e82cdb inherit pub_attribs_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">std::ostream &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a05817588766bc44447698a3602e82cdb">o_</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03265">3265</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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+<div class="memitem">
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+          <td class="memname">stan::gm::write_csv_visgen::write_csv_visgen </td>
+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
+        </tr>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03266">3266</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a2a171b9ce86cbc005df39f73a0914db3"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::generate_initialize_array </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>var_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>read_args</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dims</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03351">3351</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="adfabff813b3be4aa0d56dfe894ab1da4"></a>
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+template&lt;typename D &gt; </div>
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::generate_initialize_array_bounded </td>
+          <td>(</td>
+          <td class="paramtype">const D &amp;&#160;</td>
+          <td class="paramname"><em>x</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>base_type</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>read_fun_prefix</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>dim_args</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03270">3270</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03290">3290</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03291">3291</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03295">3295</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03299">3299</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03304">3304</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03309">3309</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03315">3315</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <tr>
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03320">3320</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03325">3325</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03330">3330</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l03335">3335</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_csv_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <span style="float:left; margin=0 1em 0 1em;">
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="structstan_1_1gm_1_1write__dims__visgen-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::gm::write_dims_visgen Struct Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="generator_8hpp_source.html">generator.hpp</a>&gt;</code></p>
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+<tr class="inherit_header pub_types_structstan_1_1gm_1_1visgen"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structstan_1_1gm_1_1visgen')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td></tr>
+<tr class="memitem:a109e318e1629afb884191005e56b040e inherit pub_types_structstan_1_1gm_1_1visgen"><td class="memItemLeft" align="right" valign="top">typedef void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02595">2595</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02596">2596</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>matrix_dims_exprs</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">const std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">expression</a> &gt; &amp;&#160;</td>
+          <td class="paramname"><em>array_dims_exprs</em>&#160;</td>
+        </tr>
+        <tr>
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+          <td>)</td>
+          <td></td><td> const</td>
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+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02661">2661</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_dims_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02599">2599</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02600">2600</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02603">2603</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02606">2606</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_dims_visgen::operator() </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02627">2627</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_dims_visgen::operator() </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02632">2632</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_dims_visgen::operator() </td>
+          <td>(</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02637">2637</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02642">2642</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02648">2648</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02654">2654</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a4e2f1c39a4f283e4c13107a84093aa1e">operator()</a>(const unit_vector_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a2a82891f7cd347774f01ee587527d607">operator()</a>(const simplex_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a5244ace83897596a9a898062a466f3a7">operator()</a>(const ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a13381b4ec5fc1104cec86d0630c0073a">operator()</a>(const positive_ordered_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#aaf7e806be4b3ad34f72b37b65f6d9f69">operator()</a>(const cholesky_factor_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#acdd883b61a36735c8647fe83618f6fa7">operator()</a>(const cov_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#a9910044b2795a6255a78c9f672c1bf0c">operator()</a>(const corr_matrix_var_decl &amp;x) const </td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a109e318e1629afb884191005e56b040e">result_type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html#a3e7e38e3b411dc26e0451cc3327018ca">visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1visgen.html">stan::gm::visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html#ac4dd97f7d6688523100d412bcd7bfa59">write_param_names_visgen</a>(std::ostream &amp;o)</td><td class="entry"><a class="el" href="structstan_1_1gm_1_1write__param__names__visgen.html">stan::gm::write_param_names_visgen</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+          <td>(</td>
+          <td class="paramtype">std::ostream &amp;&#160;</td>
+          <td class="paramname"><em>o</em></td><td>)</td>
+          <td></td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02711">2711</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Function Documentation</h2>
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+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
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+          <td class="memname">void stan::gm::write_param_names_visgen::generate_param_names </td>
+          <td>(</td>
+          <td class="paramtype">const std::string &amp;&#160;</td>
+          <td class="paramname"><em>name</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02752">2752</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+        <tr>
+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1nil.html">nil</a> &amp;&#160;</td>
+          <td class="paramname"></td><td>)</td>
+          <td> const</td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02714">2714</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1int__var__decl.html">int_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02715">2715</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1double__var__decl.html">double_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02718">2718</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1vector__var__decl.html">vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02721">2721</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+  <td class="mlabels-left">
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+        <tr>
+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1row__vector__var__decl.html">row_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+  </td>
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02724">2724</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1matrix__var__decl.html">matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02727">2727</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1unit__vector__var__decl.html">unit_vector_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02730">2730</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1simplex__var__decl.html">simplex_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02733">2733</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1ordered__var__decl.html">ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02736">2736</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+</div>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1positive__ordered__var__decl.html">positive_ordered_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
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+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02739">2739</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cholesky__factor__var__decl.html">cholesky_factor_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02742">2742</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
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+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02745">2745</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
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+          <td class="memname">void stan::gm::write_param_names_visgen::operator() </td>
+          <td>(</td>
+          <td class="paramtype">const <a class="el" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a> &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td> const</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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+</table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="generator_8hpp_source.html#l02748">2748</a> of file <a class="el" href="generator_8hpp_source.html">generator.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/<a class="el" href="generator_8hpp_source.html">generator.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-attribs">Public Attributes</a> &#124;
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+  <div class="headertitle">
+<div class="title">stan::io::stan_csv Struct Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00060">60</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00063">63</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00062">62</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00061">61</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00064">64</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
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+</ul>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<p><code>#include &lt;<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>&gt;</code></p>
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+<tr class="memitem:ac3cef3b693c2834695a9d7f6e21614f7"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1io_1_1stan__csv__adaptation.html#ac3cef3b693c2834695a9d7f6e21614f7">step_size</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00044">44</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a80dd57392300524f88f68f09959a1918"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::stan_csv_adaptation::stan_csv_adaptation </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00048">48</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="acb7a22f17dae3c239bab54097f06a082"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
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+          <td class="memname">Eigen::MatrixXd stan::io::stan_csv_adaptation::metric</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00046">46</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
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+          <td class="memname">double stan::io::stan_csv_adaptation::step_size</td>
+        </tr>
+      </table>
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+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00045">45</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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+<tr class="memitem:acbab41cb7a74d799bafda67688bf3e8e"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#acbab41cb7a74d799bafda67688bf3e8e">stan_csv_timing</a> ()</td></tr>
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+Public Attributes</h2></td></tr>
+<tr class="memitem:a26e38502db9dfbb27cf5747c8e96d229"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#a26e38502db9dfbb27cf5747c8e96d229">warmup</a></td></tr>
+<tr class="separator:a26e38502db9dfbb27cf5747c8e96d229"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ac519541a29874dcefa08af1e0584f595"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1io_1_1stan__csv__timing.html#ac519541a29874dcefa08af1e0584f595">sampling</a></td></tr>
+<tr class="separator:ac519541a29874dcefa08af1e0584f595"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock">
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00052">52</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="acbab41cb7a74d799bafda67688bf3e8e"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">stan::io::stan_csv_timing::stan_csv_timing </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00056">56</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ac519541a29874dcefa08af1e0584f595"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::io::stan_csv_timing::sampling</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00054">54</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a26e38502db9dfbb27cf5747c8e96d229"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">double stan::io::stan_csv_timing::warmup</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="stan__csv__reader_8hpp_source.html#l00053">53</a> of file <a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/io/<a class="el" href="stan__csv__reader_8hpp_source.html">stan_csv_reader.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a9f8df8637f49cd02a47f8c6c2c775777"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__constant.html#a9f8df8637f49cd02a47f8c6c2c775777aecafc97e964e672dd93bcb490a0a1811">value</a> = boost::is_convertible&lt;T,double&gt;::value
+ }</td></tr>
+<tr class="memdesc:a9f8df8637f49cd02a47f8c6c2c775777"><td class="mdescLeft">&#160;</td><td class="mdescRight">A boolean constant with equal to <code>true</code> if the type parameter <code>T</code> is a mathematical constant.  <a href="structstan_1_1is__constant.html#a9f8df8637f49cd02a47f8c6c2c775777">More...</a><br/></td></tr>
+<tr class="separator:a9f8df8637f49cd02a47f8c6c2c775777"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_constant&lt; T &gt;</h3>
+
+<p>Metaprogramming struct to detect whether a given type is constant in the mathematical sense (not the C++ <code>const</code> sense). </p>
+<p>If the parameter type is constant, <code>value</code> will be equal to <code>true</code>.</p>
+<p>The baseline implementation in this abstract base class is to classify a type <code>T</code> as constant if it can be converted (i.e., assigned) to a <code>double</code>. This baseline should be overridden for any type that should be treated as a variable.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type being tested. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00030">30</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a9f8df8637f49cd02a47f8c6c2c775777"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>A boolean constant with equal to <code>true</code> if the type parameter <code>T</code> is a mathematical constant. </p>
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a9f8df8637f49cd02a47f8c6c2c775777aecafc97e964e672dd93bcb490a0a1811"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00035">35</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__constant__struct.html">stan::is_constant_struct&lt; T &gt;</a>, including all inherited members.</p>
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+  <i>&copy; 2011&ndash;2013,
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+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__constant__struct-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_constant_struct&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Metaprogram to determine if a type has a base scalar type that can be assigned to type double.  
+ <a href="structstan_1_1is__constant__struct.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a601169d4607d1347bd20eb918809a922"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__constant__struct.html#a601169d4607d1347bd20eb918809a922a3f9610c0a10a3879fccf6f212dd3d411">value</a> = is_constant&lt;T&gt;::value
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+<tr class="separator:a601169d4607d1347bd20eb918809a922"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_constant_struct&lt; T &gt;</h3>
+
+<p>Metaprogram to determine if a type has a base scalar type that can be assigned to type double. </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00044">44</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a601169d4607d1347bd20eb918809a922"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
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+<tr><td valign="top"><em><a class="anchor" id="a601169d4607d1347bd20eb918809a922a3f9610c0a10a3879fccf6f212dd3d411"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00045">45</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__constant__struct_3_01_eigen_1_1_block_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_constant_struct&lt; Eigen::Block&lt; T &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a47daf157025983c39d6e5b7789c05206"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_block_3_01_t_01_4_01_4.html#a47daf157025983c39d6e5b7789c05206ae47d85a4a43fdce9e0a2be294e6e0622">value</a> = is_constant_struct&lt;T&gt;::value
+ }</td></tr>
+<tr class="separator:a47daf157025983c39d6e5b7789c05206"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_constant_struct&lt; Eigen::Block&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00060">60</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a47daf157025983c39d6e5b7789c05206"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a47daf157025983c39d6e5b7789c05206ae47d85a4a43fdce9e0a2be294e6e0622"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00061">61</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html">stan::is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html#a629489369f685966d67e23b49b3a765ca8a919616f9227fcfa43cb7134758120a">value</a> enum value</td><td class="entry"><a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html">stan::is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a629489369f685966d67e23b49b3a765c"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__constant__struct_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_01_4.html#a629489369f685966d67e23b49b3a765ca8a919616f9227fcfa43cb7134758120a">value</a> = is_constant_struct&lt;T&gt;::value
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, int R, int C&gt;<br/>
+struct stan::is_constant_struct&lt; Eigen::Matrix&lt; T, R, C &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00055">55</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a629489369f685966d67e23b49b3a765c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a629489369f685966d67e23b49b3a765ca8a919616f9227fcfa43cb7134758120a"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00056">56</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html">is_constant_struct< std::vector< T > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
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+</div><!--header-->
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+
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+<table class="memberdecls">
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+<tr class="memitem:ac35de45d53f720014d1d6c9341facc38"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__constant__struct_3_01std_1_1vector_3_01_t_01_4_01_4.html#ac35de45d53f720014d1d6c9341facc38a889b9838820d11325b1b1e2e6dcd1f62">value</a> = is_constant_struct&lt;T&gt;::value
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+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_constant_struct&lt; std::vector&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00050">50</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="ac35de45d53f720014d1d6c9341facc38"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
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+<tr><td valign="top"><em><a class="anchor" id="ac35de45d53f720014d1d6c9341facc38a889b9838820d11325b1b1e2e6dcd1f62"></a>value</em>&nbsp;</td><td>
+</td></tr>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00051">51</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__fvar-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_fvar&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
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+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00389">389</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
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+<tr><td valign="top"><em><a class="anchor" id="aee7f99a61d7b21a79c1dfd4a3619571eab1813e4af114b125e86c4eefb1c67481"></a>value</em>&nbsp;</td><td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00390">390</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+<div class="title">stan::is_fvar&lt; stan::agrad::fvar&lt; T &gt; &gt; Member List</div>  </div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__fvar_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">stan::is_fvar&lt; stan::agrad::fvar&lt; T &gt; &gt;</a>, including all inherited members.</p>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__fvar_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_fvar&lt; stan::agrad::fvar&lt; T &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a60189a2e893c9b483c218f57503672ca"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__fvar_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a60189a2e893c9b483c218f57503672caa2a6d75c410b27b41f578e8a7ede11c56">value</a> = true
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_fvar&lt; stan::agrad::fvar&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00393">393</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a60189a2e893c9b483c218f57503672ca"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
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+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a60189a2e893c9b483c218f57503672caa2a6d75c410b27b41f578e8a7ede11c56"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00394">394</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::is_var&lt; T &gt; Member List</div>  </div>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__var.html">stan::is_var&lt; T &gt;</a>, including all inherited members.</p>
+<table class="directory">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1is__var.html">is_var</a></li>  </ul>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__var-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_var&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
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+<tr class="memitem:a2adee59171c897185a772cd0987caef6"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__var.html#a2adee59171c897185a772cd0987caef6aaeb0f9a9eead1ac6cc943d6a1974a4c1">value</a> = false
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_var&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00399">399</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a2adee59171c897185a772cd0987caef6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a2adee59171c897185a772cd0987caef6aaeb0f9a9eead1ac6cc943d6a1974a4c1"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00400">400</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__var_3_01stan_1_1agrad_1_1var_01_4.html">stan::is_var&lt; stan::agrad::var &gt;</a>, including all inherited members.</p>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1is__var_3_01stan_1_1agrad_1_1var_01_4.html b/doc/api/html/structstan_1_1is__var_3_01stan_1_1agrad_1_1var_01_4.html
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+  <div class="headertitle">
+<div class="title">stan::is_var&lt; stan::agrad::var &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
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+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::is_var&lt; stan::agrad::var &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00403">403</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a82e1a086145eecf5ccc03374a3b41192"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a82e1a086145eecf5ccc03374a3b41192a754935335e15e1f2b61f2bd9bf15e65b"></a>value</em>&nbsp;</td><td>
+</td></tr>
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+</dd>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00404">404</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__var__or__arithmetic.html">stan::is_var_or_arithmetic&lt; T1, T2, T3, T4, T5, T6 &gt;</a>, including all inherited members.</p>
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
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+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__var__or__arithmetic-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_var_or_arithmetic&lt; T1, T2, T3, T4, T5, T6 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:a7242e3ffd78e362fd4f4a940d39ed7a6"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__var__or__arithmetic.html#a7242e3ffd78e362fd4f4a940d39ed7a6a4e3e0e0100aa814492acbd85e2138643">value</a>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2 = double, typename T3 = double, typename T4 = double, typename T5 = double, typename T6 = double&gt;<br/>
+struct stan::is_var_or_arithmetic&lt; T1, T2, T3, T4, T5, T6 &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00439">439</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a7242e3ffd78e362fd4f4a940d39ed7a6"></a>
+<div class="memitem">
+<div class="memproto">
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00440">440</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectname">Stan
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+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector&lt; T &gt; Struct Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
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+<tr class="memitem:a69abd37dca972430e0f61ea33a19ce5d"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector.html#a69abd37dca972430e0f61ea33a19ce5da9b19e1572754024bf83375a19efee164">value</a> = 0
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00070">70</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00072">72</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
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+          <td class="memname">anonymous enum</td>
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+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a69abd37dca972430e0f61ea33a19ce5da9b19e1572754024bf83375a19efee164"></a>value</em>&nbsp;</td><td>
+</td></tr>
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+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00071">71</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#ae014ed595604daf1ca469933b46e9126a060ce69961a2ceb1cc29cc4861aa527e">value</a> enum value</td><td class="entry"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</a></td><td class="entry"></td></tr>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ae014ed595604daf1ca469933b46e9126"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#ae014ed595604daf1ca469933b46e9126a060ce69961a2ceb1cc29cc4861aa527e">value</a> = 1
+ }</td></tr>
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+<tr class="memitem:a07a4e818504882fb191b9d3a5ba6677a"><td class="memItemLeft" align="right" valign="top">typedef T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07a4e818504882fb191b9d3a5ba6677a">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00091">91</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a07a4e818504882fb191b9d3a5ba6677a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef T <a class="el" href="structstan_1_1is__vector.html">stan::is_vector</a>&lt; Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &gt;::<a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_011_00_01_eigen_1_1_dynamic_01_4_01_4.html#a07a4e818504882fb191b9d3a5ba6677a">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00093">93</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="ae014ed595604daf1ca469933b46e9126"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="ae014ed595604daf1ca469933b46e9126a060ce69961a2ceb1cc29cc4861aa527e"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00092">92</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a38d7fc87cb5dbb66fb65e9dd8c257273a75a67f94582ddd21b4956e5540578114">value</a> enum value</td><td class="entry"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html">stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+</div>
+</div><!-- top -->
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+<a href="#pub-types">Public Types</a> &#124;
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+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a38d7fc87cb5dbb66fb65e9dd8c257273"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#a38d7fc87cb5dbb66fb65e9dd8c257273a75a67f94582ddd21b4956e5540578114">value</a> = 1
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+<tr class="memitem:ab0c2ebfaeaf2d18b25665573a01dab1e"><td class="memItemLeft" align="right" valign="top">typedef T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ab0c2ebfaeaf2d18b25665573a01dab1e">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00086">86</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="ab0c2ebfaeaf2d18b25665573a01dab1e"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef T <a class="el" href="structstan_1_1is__vector.html">stan::is_vector</a>&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &gt;::<a class="el" href="structstan_1_1is__vector_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_011_01_4_01_4.html#ab0c2ebfaeaf2d18b25665573a01dab1e">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00088">88</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a38d7fc87cb5dbb66fb65e9dd8c257273"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a38d7fc87cb5dbb66fb65e9dd8c257273a75a67f94582ddd21b4956e5540578114"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00087">87</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  <div class="headertitle">
+<div class="title">stan::is_vector&lt; const T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:ad3a0ba8876c7203c3ae3e20dd7904da4"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector_3_01const_01_t_01_4.html#ad3a0ba8876c7203c3ae3e20dd7904da4ab7b181e7406ecc9d9512f53eeb423835">value</a> = is_vector&lt;T&gt;::value
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector&lt; const T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00075">75</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a438013ddac03fc30456a132b069b6db7"></a>
+<div class="memitem">
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+<div class="memtemplate">
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+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00077">77</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
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+<h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="ad3a0ba8876c7203c3ae3e20dd7904da4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
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+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="ad3a0ba8876c7203c3ae3e20dd7904da4ab7b181e7406ecc9d9512f53eeb423835"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00076">76</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector&lt; std::vector&lt; T &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:a820092c09f0441ab121b88f94e7034f5"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector_3_01std_1_1vector_3_01_t_01_4_01_4.html#a820092c09f0441ab121b88f94e7034f5a8669507d2c0cf8d2013fa55cbc040690">value</a> = 1
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+<tr class="separator:aefecb429647f6ad44faa02cb233050da"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector&lt; std::vector&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00080">80</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="aefecb429647f6ad44faa02cb233050da"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
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+        </tr>
+      </table>
+</div><div class="memdoc">
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00082">82</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a820092c09f0441ab121b88f94e7034f5"></a>
+<div class="memitem">
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+      </table>
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+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a820092c09f0441ab121b88f94e7034f5a8669507d2c0cf8d2013fa55cbc040690"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00081">81</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector__like-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector_like&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a991e328843789ff8e8976aa11aecb426"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector__like.html#a991e328843789ff8e8976aa11aecb426a2113100a63bb957b1ada362a39a22213">value</a> = stan::is_vector&lt;T&gt;::value
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector_like&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00206">206</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a991e328843789ff8e8976aa11aecb426"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a991e328843789ff8e8976aa11aecb426a2113100a63bb957b1ada362a39a22213"></a>value</em>&nbsp;</td><td>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00207">207</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#ae847915a9aa58775e6fbee811f5e20c8acc3bb708be577474e9cd1e11ad5a4ba1">value</a> enum value</td><td class="entry"><a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a></td><td class="entry"></td></tr>
+</table></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html">is_vector_like< Eigen::Matrix< T, Eigen::Dynamic, Eigen::Dynamic > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:ae847915a9aa58775e6fbee811f5e20c8"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector__like_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#ae847915a9aa58775e6fbee811f5e20c8acc3bb708be577474e9cd1e11ad5a4ba1">value</a> = true
+ }</td></tr>
+<tr class="separator:ae847915a9aa58775e6fbee811f5e20c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector_like&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00220">220</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="ae847915a9aa58775e6fbee811f5e20c8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="ae847915a9aa58775e6fbee811f5e20c8acc3bb708be577474e9cd1e11ad5a4ba1"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00221">221</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+</div>
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+<div class="title">stan::is_vector_like&lt; T * &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html">stan::is_vector_like&lt; T * &gt;</a>, including all inherited members.</p>
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+</table></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html">is_vector_like< T * ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector__like_3_01_t_01_5_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector_like&lt; T * &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:ab609c9cc8a50da1025789263899aa807"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector__like_3_01_t_01_5_01_4.html#ab609c9cc8a50da1025789263899aa807a50f6d9fb5990e3e623e6e02458926009">value</a> = true
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector_like&lt; T * &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00210">210</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="ab609c9cc8a50da1025789263899aa807"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
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+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="ab609c9cc8a50da1025789263899aa807a50f6d9fb5990e3e623e6e02458926009"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00211">211</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="title">stan::is_vector_like&lt; const T &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1is__vector__like_3_01const_01_t_01_4.html">stan::is_vector_like&lt; const T &gt;</a>, including all inherited members.</p>
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+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1is__vector__like_3_01const_01_t_01_4.html b/doc/api/html/structstan_1_1is__vector__like_3_01const_01_t_01_4.html
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<!-- Generated by Doxygen 1.8.2 -->
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1is__vector__like_3_01const_01_t_01_4.html">is_vector_like< const T ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1is__vector__like_3_01const_01_t_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::is_vector_like&lt; const T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:aa1518e780b217cf8d6acf068792c726d"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1is__vector__like_3_01const_01_t_01_4.html#aa1518e780b217cf8d6acf068792c726dab859ca004282bbe79a5eeda7238d86da">value</a> = stan::is_vector_like&lt;T&gt;::value
+ }</td></tr>
+<tr class="separator:aa1518e780b217cf8d6acf068792c726d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::is_vector_like&lt; const T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00215">215</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="aa1518e780b217cf8d6acf068792c726d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="aa1518e780b217cf8d6acf068792c726dab859ca004282bbe79a5eeda7238d86da"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00216">216</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <div class="summary">
+<a href="#pub-methods">Public Member Functions</a> &#124;
+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1math_1_1array__builder-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::array_builder&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
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+
+<p>Structure for building up arrays in an expression (rather than in statements) using an argumentchaining <a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">add()</a> method and a getter method <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">array()</a> to return the result.  
+ <a href="structstan_1_1math_1_1array__builder.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
+Public Member Functions</h2></td></tr>
+<tr class="memitem:a8e2649b71c980137fa5d86433d2be50c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1array__builder.html#a8e2649b71c980137fa5d86433d2be50c">array_builder</a> ()</td></tr>
+<tr class="separator:a8e2649b71c980137fa5d86433d2be50c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a085e0190d7a41c4e33bfa9f542b1d62a"><td class="memTemplParams" colspan="2">template&lt;typename F &gt; </td></tr>
+<tr class="memitem:a085e0190d7a41c4e33bfa9f542b1d62a"><td class="memTemplItemLeft" align="right" valign="top"><a class="el" href="structstan_1_1math_1_1array__builder.html">array_builder</a> &amp;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">add</a> (const F &amp;u)</td></tr>
+<tr class="separator:a085e0190d7a41c4e33bfa9f542b1d62a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a725410c59aa282c6b23c52fd252aa1a3"><td class="memItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">array</a> ()</td></tr>
+<tr class="separator:a725410c59aa282c6b23c52fd252aa1a3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
+Public Attributes</h2></td></tr>
+<tr class="memitem:aeeffff75de3c356257e419fc8591afcb"><td class="memItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1array__builder.html#aeeffff75de3c356257e419fc8591afcb">x_</a></td></tr>
+<tr class="separator:aeeffff75de3c356257e419fc8591afcb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::math::array_builder&lt; T &gt;</h3>
+
+<p>Structure for building up arrays in an expression (rather than in statements) using an argumentchaining <a class="el" href="structstan_1_1math_1_1array__builder.html#a085e0190d7a41c4e33bfa9f542b1d62a">add()</a> method and a getter method <a class="el" href="structstan_1_1math_1_1array__builder.html#a725410c59aa282c6b23c52fd252aa1a3">array()</a> to return the result. </p>
+
+<p>Definition at line <a class="el" href="array__builder_8hpp_source.html#l00016">16</a> of file <a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>.</p>
+</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
+<a class="anchor" id="a8e2649b71c980137fa5d86433d2be50c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1array__builder.html">stan::math::array_builder</a>&lt; T &gt;::<a class="el" href="structstan_1_1math_1_1array__builder.html">array_builder</a> </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="array__builder_8hpp_source.html#l00018">18</a> of file <a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a085e0190d7a41c4e33bfa9f542b1d62a"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<div class="memtemplate">
+template&lt;typename F &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname"><a class="el" href="structstan_1_1math_1_1array__builder.html">array_builder</a>&amp; <a class="el" href="structstan_1_1math_1_1array__builder.html">stan::math::array_builder</a>&lt; T &gt;::add </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="array__builder_8hpp_source.html#l00020">20</a> of file <a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a725410c59aa282c6b23c52fd252aa1a3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; <a class="el" href="structstan_1_1math_1_1array__builder.html">stan::math::array_builder</a>&lt; T &gt;::array </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="array__builder_8hpp_source.html#l00026">26</a> of file <a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="aeeffff75de3c356257e419fc8591afcb"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">std::vector&lt;T&gt; <a class="el" href="structstan_1_1math_1_1array__builder.html">stan::math::array_builder</a>&lt; T &gt;::x_</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="array__builder_8hpp_source.html#l00017">17</a> of file <a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="array__builder_8hpp_source.html">array_builder.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+<div class="title">stan::math::common_type&lt; T1, T2 &gt; Struct Template Reference</div>  </div>
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+<p><code>#include &lt;<a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>&gt;</code></p>
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+
+
+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00013">13</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00014">14</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
+
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+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">type</a> typedef</td><td class="entry"><a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html">stan::math::common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;</a></td><td class="entry"></td></tr>
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+<a href="#pub-types">Public Types</a> &#124;
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+<div class="title">stan::math::common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a233e6e69eead8714ccd05f2c49c0d56d"><td class="memItemLeft" align="right" valign="top">typedef Eigen::Matrix<br class="typebreak"/>
+&lt; typename <a class="el" href="structstan_1_1math_1_1common__type.html">common_type</a>&lt; T1, T2 &gt;<br class="typebreak"/>
+::<a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">type</a>, R, C &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2, int R, int C&gt;<br/>
+struct stan::math::common_type&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00023">23</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a233e6e69eead8714ccd05f2c49c0d56d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 , int R, int C&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef Eigen::Matrix&lt;typename <a class="el" href="structstan_1_1math_1_1common__type.html">common_type</a>&lt;T1,T2&gt;::<a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">type</a>,R,C&gt; <a class="el" href="structstan_1_1math_1_1common__type.html">stan::math::common_type</a>&lt; Eigen::Matrix&lt; T1, R, C &gt;, Eigen::Matrix&lt; T2, R, C &gt; &gt;::<a class="el" href="structstan_1_1math_1_1common__type_3_01_eigen_1_1_matrix_3_01_t1_00_01_r_00_01_c_01_4_00_01_eiged8accfa00e73f240c58ad02ac582ba93.html#a233e6e69eead8714ccd05f2c49c0d56d">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00024">24</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="common__type_8hpp_source.html">common_type.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4-members.html">List of all members</a>  </div>
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+<p><code>#include &lt;<a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a57e2603ca0216acd5592ebbd45aee70d"><td class="memItemLeft" align="right" valign="top">typedef std::vector&lt; typename <br class="typebreak"/>
+<a class="el" href="structstan_1_1math_1_1common__type.html">common_type</a>&lt; T1, T2 &gt;::<a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">type</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2&gt;<br/>
+struct stan::math::common_type&lt; std::vector&lt; T1 &gt;, std::vector&lt; T2 &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00018">18</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a57e2603ca0216acd5592ebbd45aee70d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1 , typename T2 &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef std::vector&lt;typename <a class="el" href="structstan_1_1math_1_1common__type.html">common_type</a>&lt;T1,T2&gt;::<a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">type</a>&gt; <a class="el" href="structstan_1_1math_1_1common__type.html">stan::math::common_type</a>&lt; std::vector&lt; T1 &gt;, std::vector&lt; T2 &gt; &gt;::<a class="el" href="structstan_1_1math_1_1common__type_3_01std_1_1vector_3_01_t1_01_4_00_01std_1_1vector_3_01_t2_01_4_01_4.html#a57e2603ca0216acd5592ebbd45aee70d">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="common__type_8hpp_source.html#l00019">19</a> of file <a class="el" href="common__type_8hpp_source.html">common_type.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="common__type_8hpp_source.html">common_type.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1pass__type-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::pass_type&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
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+<tr class="memitem:aaf902ad0b26acab6888195ed0b528ec5"><td class="memItemLeft" align="right" valign="top">typedef const T &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">type</a></td></tr>
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+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::math::pass_type&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00028">28</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
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+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef const T&amp; <a class="el" href="structstan_1_1math_1_1pass__type.html">stan::math::pass_type</a>&lt; T &gt;::<a class="el" href="structstan_1_1math_1_1pass__type.html#aaf902ad0b26acab6888195ed0b528ec5">type</a></td>
+        </tr>
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00029">29</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
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+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+</div>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1math_1_1pass__type_3_01double_01_4.html b/doc/api/html/structstan_1_1math_1_1pass__type_3_01double_01_4.html
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+   &#160;<span id="projectnumber">1.3</span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1pass__type_3_01double_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::pass_type&lt; double &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:adee94e36436cf8e5628e961330047738"><td class="memItemLeft" align="right" valign="top">typedef double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html#adee94e36436cf8e5628e961330047738">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::math::pass_type&lt; double &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00032">32</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="adee94e36436cf8e5628e961330047738"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef double <a class="el" href="structstan_1_1math_1_1pass__type.html">stan::math::pass_type</a>&lt; double &gt;::<a class="el" href="structstan_1_1math_1_1pass__type_3_01double_01_4.html#adee94e36436cf8e5628e961330047738">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00033">33</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="header">
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1pass__type_3_01int_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::pass_type&lt; int &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a6e1bfc775f016451ab261ecede07402c"><td class="memItemLeft" align="right" valign="top">typedef int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html#a6e1bfc775f016451ab261ecede07402c">type</a></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::math::pass_type&lt; int &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00036">36</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a6e1bfc775f016451ab261ecede07402c"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef int <a class="el" href="structstan_1_1math_1_1pass__type.html">stan::math::pass_type</a>&lt; int &gt;::<a class="el" href="structstan_1_1math_1_1pass__type_3_01int_01_4.html#a6e1bfc775f016451ab261ecede07402c">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00037">37</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; F, T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:ab3df6e7131a09943826d1b995142d7d6"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter.html#ab3df6e7131a09943826d1b995142d7d6">promote</a> (const F &amp;u, T &amp;t)</td></tr>
+<tr class="separator:ab3df6e7131a09943826d1b995142d7d6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a892e350b17a5930b9de4a9ff05eddc39"><td class="memItemLeft" align="right" valign="top">static T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter.html#a892e350b17a5930b9de4a9ff05eddc39">promote_to</a> (const F &amp;u)</td></tr>
+<tr class="separator:a892e350b17a5930b9de4a9ff05eddc39"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename F, typename T&gt;<br/>
+struct stan::math::promoter&lt; F, T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00014">14</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ab3df6e7131a09943826d1b995142d7d6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F, typename T&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; F, T &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00015">15</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a892e350b17a5930b9de4a9ff05eddc39"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F, typename T&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static T <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; F, T &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const F &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00018">18</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">promoter< Eigen::Matrix< F, R, C >, Eigen::Matrix< T, R, C > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_19fcbf4e7bc8e106173bfa338a15054ff.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a9964d13b9f2f05efca2b21ac165210d8"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a9964d13b9f2f05efca2b21ac165210d8">promote</a> (const Eigen::Matrix&lt; F, R, C &gt; &amp;u, Eigen::Matrix&lt; T, R, C &gt; &amp;t)</td></tr>
+<tr class="separator:a9964d13b9f2f05efca2b21ac165210d8"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7ed5c4e3899aca0cb2ed4cea530807af"><td class="memItemLeft" align="right" valign="top">static Eigen::Matrix&lt; T, R, C &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a7ed5c4e3899aca0cb2ed4cea530807af">promote_to</a> (const Eigen::Matrix&lt; F, R, C &gt; &amp;u)</td></tr>
+<tr class="separator:a7ed5c4e3899aca0cb2ed4cea530807af"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename F, typename T, int R, int C&gt;<br/>
+struct stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00063">63</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a9964d13b9f2f05efca2b21ac165210d8"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F , typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; F, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00064">64</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7ed5c4e3899aca0cb2ed4cea530807af"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F , typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static Eigen::Matrix&lt;T,R,C&gt; <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; F, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00071">71</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark">&#160;</span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark">&#160;</span>Pages</a></div>
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+        name="MSearchResults" id="MSearchResults">
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+<div id="nav-path" class="navpath">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">promoter< Eigen::Matrix< F, R, C >, Eigen::Matrix< T, R, C > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a9964d13b9f2f05efca2b21ac165210d8">promote</a>(const Eigen::Matrix&lt; F, R, C &gt; &amp;u, Eigen::Matrix&lt; T, R, C &gt; &amp;t)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html#a7ed5c4e3899aca0cb2ed4cea530807af">promote_to</a>(const Eigen::Matrix&lt; F, R, C &gt; &amp;u)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_f_00_01_r_00_01_c_01_4_00_01_eigen_1_142b48fda94601374e41a81325f3f7b84.html">stan::math::promoter&lt; Eigen::Matrix&lt; F, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+
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+        name="MSearchResults" id="MSearchResults">
+</iframe>
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+
+<div id="nav-path" class="navpath">
+  <ul>
+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html">promoter< Eigen::Matrix< T, R, C >, Eigen::Matrix< T, R, C > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_1ab38afe2feaa91a91579e3639d1f03b0.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a525fc8cb91f5c4c22195cdb004b1eb0f"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a525fc8cb91f5c4c22195cdb004b1eb0f">promote</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;u, Eigen::Matrix&lt; T, R, C &gt; &amp;t)</td></tr>
+<tr class="separator:a525fc8cb91f5c4c22195cdb004b1eb0f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a46f61632d1bdeede4431d730b4251d37"><td class="memItemLeft" align="right" valign="top">static Eigen::Matrix&lt; T, R, C &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html#a46f61632d1bdeede4431d730b4251d37">promote_to</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;u)</td></tr>
+<tr class="separator:a46f61632d1bdeede4431d730b4251d37"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T, int R, int C&gt;<br/>
+struct stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00079">79</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a525fc8cb91f5c4c22195cdb004b1eb0f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00080">80</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a46f61632d1bdeede4431d730b4251d37"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T , int R, int C&gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static Eigen::Matrix&lt;T,R,C&gt; <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const Eigen::Matrix&lt; T, R, C &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00084">84</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+
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+        name="MSearchResults" id="MSearchResults">
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+</div>
+
+<div id="nav-path" class="navpath">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html">promoter< Eigen::Matrix< T, R, C >, Eigen::Matrix< T, R, C > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1promoter_3_01_eigen_1_1_matrix_3_01_t_00_01_r_00_01_c_01_4_00_01_eigen_1_12d7fadf0560f1f2f3abc5388b7666f9c.html">stan::math::promoter&lt; Eigen::Matrix&lt; T, R, C &gt;, Eigen::Matrix&lt; T, R, C &gt; &gt;</a>, including all inherited members.</p>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; T, T &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html">stan::math::promoter&lt; T, T &gt;</a>, including all inherited members.</p>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
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+   &#160;<span id="projectnumber">1.3</span>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; T, T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:ac8db3f3f3410059f5cae51383f1b38c2"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#ac8db3f3f3410059f5cae51383f1b38c2">promote</a> (const T &amp;u, T &amp;t)</td></tr>
+<tr class="separator:ac8db3f3f3410059f5cae51383f1b38c2"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a108a1ffe4c0560f0c0b384270ea801f1"><td class="memItemLeft" align="right" valign="top">static T&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01_t_00_01_t_01_4.html#a108a1ffe4c0560f0c0b384270ea801f1">promote_to</a> (const T &amp;u)</td></tr>
+<tr class="separator:a108a1ffe4c0560f0c0b384270ea801f1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::math::promoter&lt; T, T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00024">24</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="ac8db3f3f3410059f5cae51383f1b38c2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; T, T &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">T &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00025">25</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a108a1ffe4c0560f0c0b384270ea801f1"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static T <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; T, T &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00028">28</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">promoter< std::vector< F >, std::vector< T > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a357d5eb63ba812437c51640670cef745">promote</a>(const std::vector&lt; F &gt; &amp;u, std::vector&lt; T &gt; &amp;t)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">promote_to</a>(const std::vector&lt; F &gt; &amp;u)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+</table></div><!-- contents -->
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">promoter< std::vector< F >, std::vector< T > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a357d5eb63ba812437c51640670cef745"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a357d5eb63ba812437c51640670cef745">promote</a> (const std::vector&lt; F &gt; &amp;u, std::vector&lt; T &gt; &amp;t)</td></tr>
+<tr class="separator:a357d5eb63ba812437c51640670cef745"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a3da744179c9bbe7fe2ac326a4dcba352"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; T &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_f_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a3da744179c9bbe7fe2ac326a4dcba352">promote_to</a> (const std::vector&lt; F &gt; &amp;u)</td></tr>
+<tr class="separator:a3da744179c9bbe7fe2ac326a4dcba352"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename F, typename T&gt;<br/>
+struct stan::math::promoter&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00035">35</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a357d5eb63ba812437c51640670cef745"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F , typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; F &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00036">36</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3da744179c9bbe7fe2ac326a4dcba352"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename F , typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;T&gt; <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; std::vector&lt; F &gt;, std::vector&lt; T &gt; &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; F &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00043">43</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#adb1706254fcd6734bf986e2cd01b093f">promote</a>(const std::vector&lt; T &gt; &amp;u, std::vector&lt; T &gt; &amp;t)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">promote_to</a>(const std::vector&lt; T &gt; &amp;u)</td><td class="entry"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
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+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html">promoter< std::vector< T >, std::vector< T > ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:adb1706254fcd6734bf986e2cd01b093f"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#adb1706254fcd6734bf986e2cd01b093f">promote</a> (const std::vector&lt; T &gt; &amp;u, std::vector&lt; T &gt; &amp;t)</td></tr>
+<tr class="separator:adb1706254fcd6734bf986e2cd01b093f"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a099437577ccd004d58c5b2ee3e5acf06"><td class="memItemLeft" align="right" valign="top">static std::vector&lt; T &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1promoter_3_01std_1_1vector_3_01_t_01_4_00_01std_1_1vector_3_01_t_01_4_01_4.html#a099437577ccd004d58c5b2ee3e5acf06">promote_to</a> (const std::vector&lt; T &gt; &amp;u)</td></tr>
+<tr class="separator:a099437577ccd004d58c5b2ee3e5acf06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::math::promoter&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00051">51</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="adb1706254fcd6734bf986e2cd01b093f"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static void <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;::promote </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em>, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>t</em>&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00052">52</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a099437577ccd004d58c5b2ee3e5acf06"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static std::vector&lt;T&gt; <a class="el" href="structstan_1_1math_1_1promoter.html">stan::math::promoter</a>&lt; std::vector&lt; T &gt;, std::vector&lt; T &gt; &gt;::promote_to </td>
+          <td>(</td>
+          <td class="paramtype">const std::vector&lt; T &gt; &amp;&#160;</td>
+          <td class="paramname"><em>u</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="promoter_8hpp_source.html#l00056">56</a> of file <a class="el" href="promoter_8hpp_source.html">promoter.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/matrix/<a class="el" href="promoter_8hpp_source.html">promoter.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1math_1_1store__type.html">stan::math::store_type&lt; T &gt;</a>, including all inherited members.</p>
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1store__type-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::store_type&lt; T &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a4911dad4e7692aae90f6a93466a3e88b"><td class="memItemLeft" align="right" valign="top">typedef const T &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1store__type.html#a4911dad4e7692aae90f6a93466a3e88b">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::math::store_type&lt; T &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00014">14</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a4911dad4e7692aae90f6a93466a3e88b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef const T&amp; <a class="el" href="structstan_1_1math_1_1store__type.html">stan::math::store_type</a>&lt; T &gt;::<a class="el" href="structstan_1_1math_1_1store__type.html#a4911dad4e7692aae90f6a93466a3e88b">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00015">15</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstan_1_1math_1_1store__type_3_01double_01_4.html b/doc/api/html/structstan_1_1math_1_1store__type_3_01double_01_4.html
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+  <td style="padding-left: 0.5em;">
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1math.html">math</a></li><li class="navelem"><a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html">store_type< double ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1math_1_1store__type_3_01double_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::math::store_type&lt; double &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a36449fc098f0ee60b5e078771f5395e8"><td class="memItemLeft" align="right" valign="top">typedef const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html#a36449fc098f0ee60b5e078771f5395e8">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct stan::math::store_type&lt; double &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00018">18</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a36449fc098f0ee60b5e078771f5395e8"></a>
+<div class="memitem">
+<div class="memproto">
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef const double <a class="el" href="structstan_1_1math_1_1store__type.html">stan::math::store_type</a>&lt; double &gt;::<a class="el" href="structstan_1_1math_1_1store__type_3_01double_01_4.html#a36449fc098f0ee60b5e078771f5395e8">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00019">19</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
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+<div class="title">stan::math::store_type&lt; int &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:aa10e456268690936392e9ea31e24645f"><td class="memItemLeft" align="right" valign="top">typedef const int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1math_1_1store__type_3_01int_01_4.html#aa10e456268690936392e9ea31e24645f">type</a></td></tr>
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+struct stan::math::store_type&lt; int &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00022">22</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
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+<div class="memitem">
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+          <td class="memname">typedef const int <a class="el" href="structstan_1_1math_1_1store__type.html">stan::math::store_type</a>&lt; int &gt;::<a class="el" href="structstan_1_1math_1_1store__type_3_01int_01_4.html#aa10e456268690936392e9ea31e24645f">type</a></td>
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+<p>Definition at line <a class="el" href="seq__view_8hpp_source.html#l00023">23</a> of file <a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/math/<a class="el" href="seq__view_8hpp_source.html">seq_view.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<a href="#pub-attribs">Public Attributes</a> &#124;
+<a href="structstan_1_1mcmc_1_1nuts__util-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::mcmc::nuts_util Struct Reference</div>  </div>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00018">18</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
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+          <td class="memname">double stan::mcmc::nuts_util::log_u</td>
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+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00017">17</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
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+          <td class="memname">int stan::mcmc::nuts_util::n_tree</td>
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+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00022">22</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
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+          <td class="memname">int stan::mcmc::nuts_util::sign</td>
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+<p>Definition at line <a class="el" href="base__nuts_8hpp_source.html#l00019">19</a> of file <a class="el" href="base__nuts_8hpp_source.html">base_nuts.hpp</a>.</p>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  <tr class="even"><td class="entry"><a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html#aa459b03a3adde843c5bb742bc73ac55a">tolGrad</a></td><td class="entry"><a class="el" href="structstan_1_1optimization_1_1_b_f_g_s_minimizer_1_1_b_f_g_s_options.html">stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</a></td><td class="entry"></td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt;<br/>
+struct stan::optimization::BFGSMinimizer&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions</h3>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00285">285</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00286">286</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00301">301</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+          <td class="memname">Scalar <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions::c2</td>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00300">300</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00297">297</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Scalar <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions::rho</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00298">298</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Scalar <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions::tolF</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00304">304</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="aa459b03a3adde843c5bb742bc73ac55a"></a>
+<div class="memitem">
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+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Scalar <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions::tolGrad</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00305">305</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
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+<a class="anchor" id="a0aec50286d347f1a64bf344f36088771"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename FunctorType, typename Scalar = double, int DimAtCompile = Eigen::Dynamic, int LineSearchMethod = 1&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">Scalar <a class="el" href="classstan_1_1optimization_1_1_b_f_g_s_minimizer.html">stan::optimization::BFGSMinimizer</a>&lt; FunctorType, Scalar, DimAtCompile, LineSearchMethod &gt;::BFGSOptions::tolX</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="bfgs_8hpp_source.html#l00303">303</a> of file <a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/optimization/<a class="el" href="bfgs_8hpp_source.html">bfgs.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+</div><!--header-->
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1prob_1_1include__summand.html">stan::prob::include_summand&lt; propto, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10 &gt;</a>, including all inherited members.</p>
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+  </span>
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diff --git a/doc/api/html/structstan_1_1prob_1_1include__summand.html b/doc/api/html/structstan_1_1prob_1_1include__summand.html
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="namespacestan_1_1prob.html">prob</a></li><li class="navelem"><a class="el" href="structstan_1_1prob_1_1include__summand.html">include_summand</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1prob_1_1include__summand-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::prob::include_summand&lt; propto, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Template metaprogram to calculate whether a summand needs to be included in a proportional (log) probability calculation.  
+ <a href="structstan_1_1prob_1_1include__summand.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a53abfbd14a204b9ceb4ed749b9183aa9"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom">{ <a class="el" href="structstan_1_1prob_1_1include__summand.html#a53abfbd14a204b9ceb4ed749b9183aa9a66741e4ae3f0a68c0ac9c9143c9481dd">value</a>
+ }</td></tr>
+<tr class="memdesc:a53abfbd14a204b9ceb4ed749b9183aa9"><td class="mdescLeft">&#160;</td><td class="mdescRight"><code>true</code> if a term with the specified propto value and subterm types should be included in a proportionality calculation.  <a href="structstan_1_1prob_1_1include__summand.html#a53abfbd14a204b9ceb4ed749b9183aa9">More...</a><br/></td></tr>
+<tr class="separator:a53abfbd14a204b9ceb4ed749b9183aa9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;bool propto, typename T1 = double, typename T2 = double, typename T3 = double, typename T4 = double, typename T5 = double, typename T6 = double, typename T7 = double, typename T8 = double, typename T9 = double, typename T10 = double&gt;<br/>
+struct stan::prob::include_summand&lt; propto, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10 &gt;</h3>
+
+<p>Template metaprogram to calculate whether a summand needs to be included in a proportional (log) probability calculation. </p>
+<p>For usage, the first boolean parameter should be set to <code>true</code> if calculating a term up to proportionality. Other type parameters should be included for all of the types of variables in a term.</p>
+<p>The <code>value</code> enum will be <code>true</code> if the <code>propto</code> parameter is <code>false</code> or if any of the other template arguments are not constants as defined by <code>stan::is_constant&lt;T&gt;</code>.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">propto</td><td><code>true</code> if calculating up to a proportionality constant. </td></tr>
+    <tr><td class="paramname">T1</td><td>First </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="prob_2traits_8hpp_source.html#l00035">35</a> of file <a class="el" href="prob_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Enumeration Documentation</h2>
+<a class="anchor" id="a53abfbd14a204b9ceb4ed749b9183aa9"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;bool propto, typename T1  = double, typename T2  = double, typename T3  = double, typename T4  = double, typename T5  = double, typename T6  = double, typename T7  = double, typename T8  = double, typename T9  = double, typename T10  = double&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">anonymous enum</td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p><code>true</code> if a term with the specified propto value and subterm types should be included in a proportionality calculation. </p>
+<dl><dt><b>Enumerator: </b></dt><dd><table border="0" cellspacing="2" cellpadding="0">
+<tr><td valign="top"><em><a class="anchor" id="a53abfbd14a204b9ceb4ed749b9183aa9a66741e4ae3f0a68c0ac9c9143c9481dd"></a>value</em>&nbsp;</td><td>
+</td></tr>
+</table>
+</dd>
+</dl>
+
+<p>Definition at line <a class="el" href="prob_2traits_8hpp_source.html#l00042">42</a> of file <a class="el" href="prob_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/prob/<a class="el" href="prob_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1return__type-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::return_type&lt; T1, T2, T3, T4, T5, T6 &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
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+
+<p>Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters.  
+ <a href="structstan_1_1return__type.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:af3130731cc471801ccef3bc753dd790b"><td class="memItemLeft" align="right" valign="top">typedef <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T1 &gt;<br class="typebreak"/>
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+&lt; T2 &gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <br class="typebreak"/>
+<a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T3 &gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, <br class="typebreak"/>
+typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T4 &gt;<br class="typebreak"/>
+::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a><br class="typebreak"/>
+&lt; T5 &gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <br class="typebreak"/>
+<a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T6 &gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a> &gt;<br class="typebreak"/>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T1, typename T2 = double, typename T3 = double, typename T4 = double, typename T5 = double, typename T6 = double&gt;<br/>
+struct stan::return_type&lt; T1, T2, T3, T4, T5, T6 &gt;</h3>
+
+<p>Metaprogram to calculate the base scalar return type resulting from promoting all the scalar types of the template parameters. </p>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00376">376</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="af3130731cc471801ccef3bc753dd790b"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T1, typename T2 = double, typename T3 = double, typename T4 = double, typename T5 = double, typename T6 = double&gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef boost::math::tools::promote_args&lt;typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T1&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T2&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T3&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T4&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T5&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>, typename <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T6&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a>&gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a> <a class="el" href="structstan_1_1return__type.html">stan::return_type</a>&lt; T1, T2, T3, T4, T5, T6 &gt;::<a class="el" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00384">384</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
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+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1scalar__type-members.html">List of all members</a>  </div>
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+<div class="title">stan::scalar_type&lt; T &gt; Struct Template Reference</div>  </div>
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+
+<p>Metaprogram structure to determine the base scalar type of a template argument.  
+ <a href="structstan_1_1scalar__type.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:aa9068e42d81d7091f822df126fe932b7"><td class="memItemLeft" align="right" valign="top">typedef scalar_type_helper<br class="typebreak"/>
+&lt; <a class="el" href="structstan_1_1is__vector.html">is_vector</a>&lt; T &gt;::value, T &gt;<br class="typebreak"/>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::scalar_type&lt; T &gt;</h3>
+
+<p>Metaprogram structure to determine the base scalar type of a template argument. </p>
+<p>This base class should be specialized for structured types.</p>
+<dl class="tparams"><dt>Template Parameters</dt><dd>
+  <table class="tparams">
+    <tr><td class="paramname">T</td><td>Type of object. </td></tr>
+  </table>
+  </dd>
+</dl>
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00116">116</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="aa9068e42d81d7091f822df126fe932b7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T&gt; </div>
+      <table class="memname">
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+          <td class="memname">typedef scalar_type_helper&lt;<a class="el" href="structstan_1_1is__vector.html">is_vector</a>&lt;T&gt;::value, T&gt;::<a class="el" href="structstan_1_1scalar__type.html#aa9068e42d81d7091f822df126fe932b7">type</a> <a class="el" href="structstan_1_1scalar__type.html">stan::scalar_type</a>&lt; T &gt;::<a class="el" href="structstan_1_1scalar__type.html#aa9068e42d81d7091f822df126fe932b7">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00117">117</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p>This is the complete list of members for <a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html">stan::scalar_type&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</a>, including all inherited members.</p>
+<table class="directory">
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+</table></div><!-- contents -->
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+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-types">Public Types</a> &#124;
+<a href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4-members.html">List of all members</a>  </div>
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+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-types"></a>
+Public Types</h2></td></tr>
+<tr class="memitem:a3cbf7ba7c3d16da948863b3180075b36"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt; T &gt;::<a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">type</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">type</a></td></tr>
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+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::scalar_type&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00194">194</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a3cbf7ba7c3d16da948863b3180075b36"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+      <table class="memname">
+        <tr>
+          <td class="memname">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T&gt;::<a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">type</a> <a class="el" href="structstan_1_1scalar__type.html">stan::scalar_type</a>&lt; Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &gt;::<a class="el" href="structstan_1_1scalar__type_3_01_eigen_1_1_matrix_3_01_t_00_01_eigen_1_1_dynamic_00_01_eigen_1_1_dynamic_01_4_01_4.html#a3cbf7ba7c3d16da948863b3180075b36">type</a></td>
+        </tr>
+      </table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00195">195</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::scalar_type&lt; T * &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00199">199</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Typedef Documentation</h2>
+<a class="anchor" id="a38f00242ece28298968a43f30508c940"></a>
+<div class="memitem">
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+          <td class="memname">typedef <a class="el" href="structstan_1_1scalar__type.html">scalar_type</a>&lt;T&gt;::<a class="el" href="structstan_1_1scalar__type_3_01_t_01_5_01_4.html#a38f00242ece28298968a43f30508c940">type</a> <a class="el" href="structstan_1_1scalar__type.html">stan::scalar_type</a>&lt; T * &gt;::<a class="el" href="structstan_1_1scalar__type_3_01_t_01_5_01_4.html#a38f00242ece28298968a43f30508c940">type</a></td>
+        </tr>
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+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00200">200</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
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+  </i>
+  </span>
+</div>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1size__of__helper.html">size_of_helper</a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1size__of__helper-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::size_of_helper&lt; T, is_vec &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
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+<div class="textblock"><h3>template&lt;typename T, bool is_vec&gt;<br/>
+struct stan::size_of_helper&lt; T, is_vec &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00150">150</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a8f7056983b7948acf66a2e8b3e37e855"></a>
+<div class="memitem">
+<div class="memproto">
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+template&lt;typename T, bool is_vec&gt; </div>
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+      <table class="memname">
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+          <td>(</td>
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+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00151">151</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<li class="navelem"><a class="el" href="namespacestan.html">stan</a></li><li class="navelem"><a class="el" href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4.html">size_of_helper< T, true ></a></li>  </ul>
+</div>
+</div><!-- top -->
+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">stan::size_of_helper&lt; T, true &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:af0810fc0270af209916e67d5defe4b7d"><td class="memItemLeft" align="right" valign="top">static size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1size__of__helper_3_01_t_00_01true_01_4.html#af0810fc0270af209916e67d5defe4b7d">size_of</a> (const T &amp;x)</td></tr>
+<tr class="separator:af0810fc0270af209916e67d5defe4b7d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct stan::size_of_helper&lt; T, true &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00157">157</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="af0810fc0270af209916e67d5defe4b7d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static size_t <a class="el" href="structstan_1_1size__of__helper.html">stan::size_of_helper</a>&lt; T, true &gt;::size_of </td>
+          <td>(</td>
+          <td class="paramtype">const T &amp;&#160;</td>
+          <td class="paramname"><em>x</em></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="meta_2traits_8hpp_source.html#l00158">158</a> of file <a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/meta/<a class="el" href="meta_2traits_8hpp_source.html">traits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.2 -->
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+<div class="title">statement_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct statement_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="statement__2__grammar_8hpp_source.html#l00020">20</a> of file <a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a>.</p>
+</div><hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="statement__2__grammar_8hpp_source.html">statement_2_grammar.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
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+<table class="directory">
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a60e936662fc9da655a32defc4b13c305">denorm_min</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab7fc728472be7d381bf47674c5d158db">digits</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a82bc6dd47767407e075cfbc04a9872d4">digits10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5080115d295c7180feb653a44bfb0724">epsilon</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab74374d12ef2fd157e9da0da9bca17aa">has_denorm</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ac1de307325406b40bd2aa6753c8b77a4">has_denorm_loss</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a4900fc01499241dbb808e1ab376c8f20">has_infinity</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a3d523ce5c3189091d5a7e108cdc4d0fa">has_quiet_NaN</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a9e18e0a8ae010b0eab03652a91df9073">has_signaling_NaN</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ad148a929c21b1747b25cecd70cf212cf">infinity</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a00d51ca94f9c0e1b616831de051cbb5d">is_bounded</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#aad19ba909c19a94944d95dd1b08d1710">is_exact</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ade091447063275d7c0b78ee66ff60cf5">is_iec559</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a0bab63fa64809576a620da21303d0811">is_integer</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ad516d6dd56d51063f07ba00a55a40c61">is_modulo</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a233290aa081cce7372665d112465e6aa">is_signed</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1376e2f62fedbf5cabaa9ee991faaca4">is_specialized</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ab5052559ef909e48342d86185079a8f3">max</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a20ce95f45b11a6e1649fe88ed29e9c18">max_exponent</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#aa7f994271a89f8f913680464f37e1033">max_exponent10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ae238eb8551b8faa9ff191638541d48a6">min</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#ace35430e8870ecb76f33c3053c88dabe">min_exponent</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a7a7c9a1c6899d243cb31c6173d887bc2">min_exponent10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a8c903c018ba2cf816a16b981cd0148fd">quiet_NaN</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#afd5b4f9c99692d107b041363e1224f5c">radix</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#af3bf0d1a9d694cf2ab881c0a648ddaa7">round_error</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1c70d1cf58dba42f0bb1987810ae07a7">round_style</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a2f08955d86f725887a49949ebef19626">signaling_NaN</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a96cfd06162e299fdd889f865df8f88ec">tinyness_before</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a5bc84afce7db610312123c95a0f893f7">traps</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
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+<li class="navelem"><a class="el" href="namespacestd.html">std</a></li><li class="navelem"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html">numeric_limits< stan::agrad::fvar< T > ></a></li>  </ul>
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+<div class="header">
+  <div class="summary">
+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
+<a href="#pub-static-attribs">Static Public Attributes</a> &#124;
+<a href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4-members.html">List of all members</a>  </div>
+  <div class="headertitle">
+<div class="title">std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt; Struct Template Reference</div>  </div>
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+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>&gt;</code></p>
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+<tr class="separator:a96cfd06162e299fdd889f865df8f88ec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1c70d1cf58dba42f0bb1987810ae07a7"><td class="memItemLeft" align="right" valign="top">static const float_round_style&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1fvar_3_01_t_01_4_01_4.html#a1c70d1cf58dba42f0bb1987810ae07a7">round_style</a></td></tr>
+<tr class="separator:a1c70d1cf58dba42f0bb1987810ae07a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename T&gt;<br/>
+struct std::numeric_limits&lt; stan::agrad::fvar&lt; T &gt; &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00011">11</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="a60e936662fc9da655a32defc4b13c305"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::denorm_min </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00044">44</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5080115d295c7180feb653a44bfb0724"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::epsilon </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00021">21</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad148a929c21b1747b25cecd70cf212cf"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::infinity </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00038">38</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab5052559ef909e48342d86185079a8f3"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::max </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00014">14</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae238eb8551b8faa9ff191638541d48a6"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::min </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00013">13</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8c903c018ba2cf816a16b981cd0148fd"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::quiet_NaN </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00040">40</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af3bf0d1a9d694cf2ab881c0a648ddaa7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::round_error </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00023">23</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a2f08955d86f725887a49949ebef19626"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt;T&gt; std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::signaling_NaN </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00042">42</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="ab7fc728472be7d381bf47674c5d158db"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::digits = numeric_limits&lt;double&gt;::digits</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00015">15</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a82bc6dd47767407e075cfbc04a9872d4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::digits10 = numeric_limits&lt;double&gt;::digits10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00016">16</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab74374d12ef2fd157e9da0da9bca17aa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const float_denorm_style std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::has_denorm</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+<b>Initial value:</b><div class="fragment"><div class="line">= </div>
+<div class="line">                                             numeric_limits&lt;double&gt;::has_denorm</div>
+</div><!-- fragment -->
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00035">35</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac1de307325406b40bd2aa6753c8b77a4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::has_denorm_loss = numeric_limits&lt;double&gt;::has_denorm_loss</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00037">37</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4900fc01499241dbb808e1ab376c8f20"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::has_infinity = numeric_limits&lt;double&gt;::has_infinity</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00031">31</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a3d523ce5c3189091d5a7e108cdc4d0fa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::has_quiet_NaN = numeric_limits&lt;double&gt;::has_quiet_NaN</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00032">32</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9e18e0a8ae010b0eab03652a91df9073"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::has_signaling_NaN</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+<b>Initial value:</b><div class="fragment"><div class="line">= </div>
+<div class="line">                                      numeric_limits&lt;double&gt;::has_signaling_NaN</div>
+</div><!-- fragment -->
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00033">33</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a00d51ca94f9c0e1b616831de051cbb5d"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_bounded = numeric_limits&lt;double&gt;::is_bounded</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00048">48</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aad19ba909c19a94944d95dd1b08d1710"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_exact = numeric_limits&lt;double&gt;::is_exact</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00019">19</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ade091447063275d7c0b78ee66ff60cf5"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_iec559 = numeric_limits&lt;double&gt;::is_iec559</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00047">47</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
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+</div>
+<a class="anchor" id="a0bab63fa64809576a620da21303d0811"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_integer = numeric_limits&lt;double&gt;::is_integer</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00018">18</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ad516d6dd56d51063f07ba00a55a40c61"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_modulo = numeric_limits&lt;double&gt;::is_modulo</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00049">49</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a233290aa081cce7372665d112465e6aa"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_signed = numeric_limits&lt;double&gt;::is_signed</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00017">17</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1376e2f62fedbf5cabaa9ee991faaca4"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::is_specialized = true</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00012">12</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a20ce95f45b11a6e1649fe88ed29e9c18"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::max_exponent = numeric_limits&lt;double&gt;::max_exponent</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00028">28</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aa7f994271a89f8f913680464f37e1033"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::max_exponent10 = numeric_limits&lt;double&gt;::max_exponent10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00029">29</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ace35430e8870ecb76f33c3053c88dabe"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::min_exponent = numeric_limits&lt;double&gt;::min_exponent</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00026">26</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a7a7c9a1c6899d243cb31c6173d887bc2"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::min_exponent10 = numeric_limits&lt;double&gt;::min_exponent10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00027">27</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afd5b4f9c99692d107b041363e1224f5c"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::radix = numeric_limits&lt;double&gt;::radix</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00020">20</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a1c70d1cf58dba42f0bb1987810ae07a7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const float_round_style std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::round_style</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+<b>Initial value:</b><div class="fragment"><div class="line">= </div>
+<div class="line">      numeric_limits&lt;double&gt;::round_style</div>
+</div><!-- fragment -->
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00053">53</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a96cfd06162e299fdd889f865df8f88ec"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::tinyness_before = numeric_limits&lt;double&gt;::tinyness_before</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00052">52</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a5bc84afce7db610312123c95a0f893f7"></a>
+<div class="memitem">
+<div class="memproto">
+<div class="memtemplate">
+template&lt;typename T &gt; </div>
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="structstan_1_1agrad_1_1fvar.html">stan::agrad::fvar</a>&lt; T &gt; &gt;::traps = numeric_limits&lt;double&gt;::traps</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="fwd_2numeric__limits_8hpp_source.html#l00051">51</a> of file <a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/fwd/<a class="el" href="fwd_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4-members.html b/doc/api/html/structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4-members.html
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+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
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+<li class="navelem"><a class="el" href="namespacestd.html">std</a></li><li class="navelem"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">numeric_limits< stan::agrad::var ></a></li>  </ul>
+</div>
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+<div class="title">std::numeric_limits&lt; stan::agrad::var &gt; Member List</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p>This is the complete list of members for <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a>, including all inherited members.</p>
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+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a98f7189075cd866db3f13c1d8bc8f210">digits</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#afa394a3a7449a6a03d19176378ae5ea4">digits10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a2f80ac604bf9bb4fd6d42d720264c803">epsilon</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a39f58441200febe35d15375e04002318">has_denorm</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a07a601c0d75d68be0894f1ec263261ee">has_denorm_loss</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ac994e94ce600838a8387132c7b11e481">has_infinity</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a636301ed6183639045a28156565e7d98">has_quiet_NaN</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#af303ec0e4b68e63d6d0a3c5962af28f0">has_signaling_NaN</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ad4b150d32c6d506c86f20072a9bcfa57">infinity</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a0e9247bdf394e889d350e1440ec16838">is_bounded</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#aaf190bf85cc7519a8a1b14e14c97da00">is_exact</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae82edc8f86c529ccf0160b314a551d2f">is_iec559</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a0fa54365a3bc3ca63ad1eeb4ca90aa99">is_integer</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a03869da904ea370a26159a4b5b44552c">is_modulo</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c82808a270534c93824fa6ad9d03654">is_signed</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae66652be3cbe3f3b88a06b3a036e47cf">is_specialized</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a133cb21b688f8be5f5d86b523d2848c1">max</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a8cfd734ee404aa28cf57f64d24d192d7">max_exponent</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ac513d112aece630b48c538b6ac397b13">max_exponent10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4442454f1562bcd4cd926cb45b5d16b9">min</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ae36c2c99f19cedb4fc1e791d6e18d097">min_exponent</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4d51c2b58c296c505325170f1b24a2c2">min_exponent10</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ac27177b2b7f896ddd695084b3616eae6">quiet_NaN</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#ab0737f3e76c801f971530861695381fa">radix</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#aaac0b0266785c7bd359eee49a89231a4">round_error</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a87a2f9fb70b542ca087f476622d51a57">round_style</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4c69e978e7814b7215f29a2e57a73993">signaling_NaN</a>()</td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+  <tr class="even"><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a9dd41511966171dd188b4bb1f65b5911">tinyness_before</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
+  <tr><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a9bf9a84401ae310d4855a7d5b483fa34">traps</a></td><td class="entry"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html">std::numeric_limits&lt; stan::agrad::var &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
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+<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
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+<p>Specialization of numeric limits for var objects.  
+ <a href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#details">More...</a></p>
+
+<p><code>#include &lt;<a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>&gt;</code></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
+Static Public Member Functions</h2></td></tr>
+<tr class="memitem:a4442454f1562bcd4cd926cb45b5d16b9"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a4442454f1562bcd4cd926cb45b5d16b9">min</a> ()</td></tr>
+<tr class="separator:a4442454f1562bcd4cd926cb45b5d16b9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a133cb21b688f8be5f5d86b523d2848c1"><td class="memItemLeft" align="right" valign="top">static <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html#a133cb21b688f8be5f5d86b523d2848c1">max</a> ()</td></tr>
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+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;&gt;<br/>
+struct std::numeric_limits&lt; stan::agrad::var &gt;</h3>
+
+<p>Specialization of numeric limits for var objects. </p>
+<p>This implementation of <a class="el" href="structstd_1_1numeric__limits_3_01stan_1_1agrad_1_1var_01_4.html" title="Specialization of numeric limits for var objects.">std::numeric_limits&lt;stan::agrad::var&gt;</a> is used to treat var objects like doubles. </p>
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00016">16</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+</div><h2 class="groupheader">Member Function Documentation</h2>
+<a class="anchor" id="afc66e528e2fad364eb324e672d49fe86"></a>
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+          <td>(</td>
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+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00042">42</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
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+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00026">26</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
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+</div>
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+<div class="memitem">
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+          <td>(</td>
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+          <td></td>
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+      </table>
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+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00039">39</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
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+<div class="memitem">
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+          <td></td>
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+      </table>
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+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
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+</div>
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+</div>
+</div>
+<a class="anchor" id="ac27177b2b7f896ddd695084b3616eae6"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::quiet_NaN </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00040">40</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaac0b0266785c7bd359eee49a89231a4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::round_error </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00027">27</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c69e978e7814b7215f29a2e57a73993"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">static <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::signaling_NaN </td>
+          <td>(</td>
+          <td class="paramname"></td><td>)</td>
+          <td></td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00041">41</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<h2 class="groupheader">Member Data Documentation</h2>
+<a class="anchor" id="a98f7189075cd866db3f13c1d8bc8f210"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::digits = numeric_limits&lt;double&gt;::digits</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00020">20</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="afa394a3a7449a6a03d19176378ae5ea4"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::digits10 = numeric_limits&lt;double&gt;::digits10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00021">21</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a39f58441200febe35d15375e04002318"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const float_denorm_style std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::has_denorm = numeric_limits&lt;double&gt;::has_denorm</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00037">37</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a07a601c0d75d68be0894f1ec263261ee"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::has_denorm_loss = numeric_limits&lt;double&gt;::has_denorm_loss</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00038">38</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac994e94ce600838a8387132c7b11e481"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::has_infinity = numeric_limits&lt;double&gt;::has_infinity</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00034">34</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a636301ed6183639045a28156565e7d98"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::has_quiet_NaN = numeric_limits&lt;double&gt;::has_quiet_NaN</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00035">35</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="af303ec0e4b68e63d6d0a3c5962af28f0"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::has_signaling_NaN = numeric_limits&lt;double&gt;::has_signaling_NaN</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00036">36</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0e9247bdf394e889d350e1440ec16838"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_bounded = numeric_limits&lt;double&gt;::is_bounded</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00045">45</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="aaf190bf85cc7519a8a1b14e14c97da00"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_exact = numeric_limits&lt;double&gt;::is_exact</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00024">24</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae82edc8f86c529ccf0160b314a551d2f"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_iec559 = numeric_limits&lt;double&gt;::is_iec559</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00044">44</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a0fa54365a3bc3ca63ad1eeb4ca90aa99"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_integer = numeric_limits&lt;double&gt;::is_integer</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00023">23</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a03869da904ea370a26159a4b5b44552c"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_modulo = numeric_limits&lt;double&gt;::is_modulo</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00046">46</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4c82808a270534c93824fa6ad9d03654"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_signed = numeric_limits&lt;double&gt;::is_signed</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00022">22</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae66652be3cbe3f3b88a06b3a036e47cf"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::is_specialized = true</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00017">17</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a8cfd734ee404aa28cf57f64d24d192d7"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::max_exponent = numeric_limits&lt;double&gt;::max_exponent</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00031">31</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ac513d112aece630b48c538b6ac397b13"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::max_exponent10 = numeric_limits&lt;double&gt;::max_exponent10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00032">32</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ae36c2c99f19cedb4fc1e791d6e18d097"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::min_exponent = numeric_limits&lt;double&gt;::min_exponent</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00029">29</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a4d51c2b58c296c505325170f1b24a2c2"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::min_exponent10 = numeric_limits&lt;double&gt;::min_exponent10</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00030">30</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="ab0737f3e76c801f971530861695381fa"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const int std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::radix = numeric_limits&lt;double&gt;::radix</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00025">25</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a87a2f9fb70b542ca087f476622d51a57"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const float_round_style std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::round_style = numeric_limits&lt;double&gt;::round_style</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00050">50</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9dd41511966171dd188b4bb1f65b5911"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::tinyness_before = numeric_limits&lt;double&gt;::tinyness_before</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00049">49</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<a class="anchor" id="a9bf9a84401ae310d4855a7d5b483fa34"></a>
+<div class="memitem">
+<div class="memproto">
+<table class="mlabels">
+  <tr>
+  <td class="mlabels-left">
+      <table class="memname">
+        <tr>
+          <td class="memname">const bool std::numeric_limits&lt; <a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a> &gt;::traps = numeric_limits&lt;double&gt;::traps</td>
+        </tr>
+      </table>
+  </td>
+  <td class="mlabels-right">
+<span class="mlabels"><span class="mlabel">static</span></span>  </td>
+  </tr>
+</table>
+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="rev_2numeric__limits_8hpp_source.html#l00048">48</a> of file <a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a>.</p>
+
+</div>
+</div>
+<hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/agrad/rev/<a class="el" href="rev_2numeric__limits_8hpp_source.html">numeric_limits.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="title">term_grammar&lt; Iterator &gt; Struct Template Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+
+<p><code>#include &lt;<a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a>&gt;</code></p>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><h3>template&lt;typename Iterator&gt;<br/>
+struct term_grammar&lt; Iterator &gt;</h3>
+
+
+<p>Definition at line <a class="el" href="term__grammar_8hpp_source.html#l00019">19</a> of file <a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a>.</p>
+</div><hr/>The documentation for this struct was generated from the following file:<ul>
+<li>src/stan/gm/grammars/<a class="el" href="term__grammar_8hpp_source.html">term_grammar.hpp</a></li>
+</ul>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<div class="title">student_t.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/student_t_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2square_8hpp_source.html">stan/math/functions/square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="internal__math_8hpp_source.html">stan/prob/internal_math.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="student__t_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a72933c1b9a4eb2005d32e811ae124bd0"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
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+<tr class="memdesc:a72933c1b9a4eb2005d32e811ae124bd0"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Student-t density for the given y, nu, mean, and scale parameter.  <a href="#a72933c1b9a4eb2005d32e811ae124bd0"></a><br/></td></tr>
+<tr class="separator:a72933c1b9a4eb2005d32e811ae124bd0"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:a9097e9dad2bbb017a14c491fa3750203"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a19cc3cf5b600b92144c79356c0e879fc"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a19cc3cf5b600b92144c79356c0e879fc"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a19cc3cf5b600b92144c79356c0e879fc">stan::prob::student_t_cdf</a> (const T_y &amp;y, const T_dof &amp;nu, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a19cc3cf5b600b92144c79356c0e879fc"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:aab514e4c15e40c36184b0291e3c2e814"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:aab514e4c15e40c36184b0291e3c2e814"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#aab514e4c15e40c36184b0291e3c2e814">stan::prob::student_t_cdf_log</a> (const T_y &amp;y, const T_dof &amp;nu, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:aab514e4c15e40c36184b0291e3c2e814"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a927a64a2497df7302ae7fa9098e65546"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a927a64a2497df7302ae7fa9098e65546"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_dof, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a927a64a2497df7302ae7fa9098e65546">stan::prob::student_t_ccdf_log</a> (const T_y &amp;y, const T_dof &amp;nu, const T_loc &amp;mu, const T_scale &amp;sigma)</td></tr>
+<tr class="separator:a927a64a2497df7302ae7fa9098e65546"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:adb81f1474168ce77e5bb71ef3c7432d9"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:adb81f1474168ce77e5bb71ef3c7432d9"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#adb81f1474168ce77e5bb71ef3c7432d9">stan::prob::student_t_rng</a> (const double nu, const double mu, const double sigma, RNG &amp;rng)</td></tr>
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+<div class="title">student_t.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="student__t_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__STUDENT_T_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__STUDENT_T_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/student_t_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2square_8hpp.html">stan/math/functions/square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="internal__math_8hpp.html">stan/prob/internal_math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  <span class="keyword">namespace </span>prob {</div>
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+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">return</span> logp;</div>
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+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keywordflow">return</span> logp;</div>
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+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;                                   y,nu,mu,sigma,</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;                                   <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>,</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;                                   <span class="stringliteral">&quot;Location parameter&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">boost::math::lgamma</a>;</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          half_nu[i] = 0.5 * <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; lgamma_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; lgamma_half_nu_plus_half(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) {</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;          lgamma_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(half_nu[i]);</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          lgamma_half_nu_plus_half[i] = <a class="code" href="namespacestan_1_1agrad.html#acb8b7366b1ecbe633d2c96f1c8dc62b8">lgamma</a>(half_nu[i] + 0.5);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_half_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; digamma_half_nu_plus_half(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++) {</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;          digamma_half_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu[i]);</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          digamma_half_nu_plus_half[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(half_nu[i] + 0.5);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    </div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_dof&gt;::value</a>,</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; log_nu(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu));</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(nu); i++)</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;          log_nu[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]));</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++)</div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a> </div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a> </div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_loc&gt;::value</a> </div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;        square_y_minus_mu_over_sigma__over_nu(N);</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a> </div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a></div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_loc&gt;::value</a> </div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;                       || <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(N);</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; i++) </div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]);</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[i]);</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;          square_y_minus_mu_over_sigma__over_nu[i] </div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;            = <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>((y_dbl - mu_dbl) / sigma_dbl) / nu_dbl;</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;          log1p_exp[i] = <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(square_y_minus_mu_over_sigma__over_nu[i]);</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        }</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_dof,T_loc,T_scale&gt;</a></div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        operands_and_partials(y,nu,mu,sigma);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>)</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;          logp += NEG_LOG_SQRT_PI;</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;          logp += lgamma_half_nu_plus_half[n] - lgamma_half_nu[n]</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;            -  0.5 * log_nu[n];</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;          logp -= log_sigma[n];</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          logp -= (half_nu[n] + 0.5)</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;            * log1p_exp[n];</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;  </div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;            += -(half_nu[n]+0.5)</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;            * 1.0 / (1.0 + square_y_minus_mu_over_sigma__over_nu[n])</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;            * (2.0 * (y_dbl - mu_dbl) / <a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(sigma_dbl) / nu_dbl);</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        }</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> inv_nu = 1.0 / nu_dbl;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;            += 0.5*digamma_half_nu_plus_half[n] - 0.5*digamma_half_nu[n]</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;            - 0.5 * inv_nu</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;            - 0.5*log1p_exp[n]</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;            + (half_nu[n] + 0.5)</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;            * (1.0/(1.0 + square_y_minus_mu_over_sigma__over_nu[n])</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;               * square_y_minus_mu_over_sigma__over_nu[n] * inv_nu);</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;        }</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>) {</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;            -= (half_nu[n] + 0.5) </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;            / (1.0 + square_y_minus_mu_over_sigma__over_nu[n]) </div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;            * (2.0 * (mu_dbl - y_dbl) / (sigma_dbl*sigma_dbl*nu_dbl));</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        }</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> inv_sigma = 1.0 / sigma_dbl;</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;            += -inv_sigma</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;            + (nu_dbl + 1.0) / (1.0 + square_y_minus_mu_over_sigma__over_nu[n]) </div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;            * (square_y_minus_mu_over_sigma__over_nu[n] * inv_sigma);</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        }</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      }</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    }</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_dof,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00225"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a9097e9dad2bbb017a14c491fa3750203">  225</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a72933c1b9a4eb2005d32e811ae124bd0" title="The log of the Student-t density for the given y, nu, mean, and scale parameter.">student_t_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;                  <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="keywordflow">return</span> student_t_log&lt;false&gt;(y,nu,mu,sigma);</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;    }</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      </div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_dof, T_loc, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00232"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a19cc3cf5b600b92144c79356c0e879fc">  232</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a19cc3cf5b600b92144c79356c0e879fc">student_t_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;                  <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;          </div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma))) </div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      </div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::student_t_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;          </div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;          </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <span class="keywordtype">double</span> P(1.0);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;          </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;          </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;      <span class="comment">// Wrap arguments in vectors</span></div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;          </div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        operands_and_partials(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;          </div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;      }</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;          </div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keyword">using</span> boost::math::beta;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;          </div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keywordtype">double</span> digammaHalf = 0;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;          </div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        digammaNu_vec(stan::length(nu));</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;        digammaNuPlusHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        betaNuHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;          </div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        digammaHalf = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;              </div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;                  </div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;          digammaNu_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;          digammaNuPlusHalf_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 + 0.5 * nu_dbl);</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;          betaNuHalf_vec[i] = beta(0.5, 0.5 * nu_dbl);</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        }</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      }</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;          </div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="comment">// Compute vectorized CDF and gradient</span></div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;              </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        }</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;                    </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> t = (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n])) * sigma_inv;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> q = nu_dbl / (t * t);</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> r = 1.0 / (1.0 + q);</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> J = 2 * r * r * q / t;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="keywordtype">double</span> zJacobian = t &gt; 0 ? - 0.5 : 0.5;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;                    </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        <span class="keywordflow">if</span>(q &lt; 2)</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;          {</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            <span class="keywordtype">double</span> z = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(0.5 * nu_dbl, 0.5, 1.0 - r);</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = t &gt; 0 ? 1.0 - 0.5 * z : 0.5 * z;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> d_ibeta = ibeta_derivative(0.5 * nu_dbl, 0.5, 1.0 - r);</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;                      </div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;            P *= Pn;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;                          </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;                          </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;              <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, 0.5 * nu_dbl, 0.5, 1.0 - r, </div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;                                         digammaNu_vec[n], digammaHalf,</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;                          </div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;                += zJacobian * ( d_ibeta * (r / t) * (r / t) + 0.5 * g1 ) / Pn;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;            }</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;</div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;                      </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;          }</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;                  </div>
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+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;            zJacobian *= -1;</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                  </div>
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+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;                  </div>
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+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;                  </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;            P *= Pn;</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;                  </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;                      </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;                      </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;              <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, 0.5, 0.5 * nu_dbl, r, </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;                                         digammaHalf, digammaNu_vec[n], </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;                      </div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;                += zJacobian * ( - d_ibeta * (r / t) * (r / t) + 0.5 * g2 ) / Pn;</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;            }</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;          }</div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;      }</div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;          </div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= P;</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); ++n)</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= P;</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu); ++n) </div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= P;</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n)</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] *= P;</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;          </div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;    }</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;          </div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y, T_dof, T_loc, T_scale&gt;::type</a></div>
+<div class="line"><a name="l00414"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aab514e4c15e40c36184b0291e3c2e814">  414</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aab514e4c15e40c36184b0291e3c2e814">student_t_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;                      <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;          </div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma))) </div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      </div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::student_t_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;          </div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;          </div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;          </div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;          </div>
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+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;          </div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;        operands_and_partials(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;          </div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      }</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;          </div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;      <span class="keyword">using</span> boost::math::beta;</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;          </div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;      <span class="keywordtype">double</span> digammaHalf = 0;</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;          </div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;        digammaNu_vec(stan::length(nu));</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;        digammaNuPlusHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;        betaNuHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;          </div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        digammaHalf = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5);</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;              </div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[i]);</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;                  </div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;          digammaNu_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;          digammaNuPlusHalf_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 + 0.5 * nu_dbl);</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;          betaNuHalf_vec[i] = beta(0.5, 0.5 * nu_dbl);</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;        }</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;      }</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;          </div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;      <span class="comment">// Compute vectorized cdf_log and gradient</span></div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;              </div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;        <span class="comment">// Explicit results for extreme values</span></div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;          <span class="keywordflow">continue</span>;</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;        }</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;                    </div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_inv = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> t = (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n])) * sigma_inv;</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> q = nu_dbl / (t * t);</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> r = 1.0 / (1.0 + q);</div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> J = 2 * r * r * q / t;</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;        <span class="keywordtype">double</span> zJacobian = t &gt; 0 ? - 0.5 : 0.5;</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;                    </div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;        <span class="keywordflow">if</span>(q &lt; 2) {</div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;            <span class="keywordtype">double</span> z = <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(0.5 * nu_dbl, 0.5, 1.0 - r);</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = t &gt; 0 ? 1.0 - 0.5 * z : 0.5 * z;</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> d_ibeta = ibeta_derivative(0.5 * nu_dbl, 0.5, 1.0 - r);</div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;                      </div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;            P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;                      </div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;                          </div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;                          </div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;              <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, 0.5 * nu_dbl, 0.5, 1.0 - r, </div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;                                         digammaNu_vec[n], digammaHalf,</div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;                          </div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;                += zJacobian * ( d_ibeta * (r / t) * (r / t) + 0.5 * g1 ) / Pn;</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;            }</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;</div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;                      </div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;          }</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;        <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;                  </div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;            <span class="keywordtype">double</span> z = 1 - <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(0.5, 0.5 * nu_dbl, r);</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;            zJacobian *= -1;</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;                  </div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = t &gt; 0 ? 1.0 - 0.5 * z : 0.5 * z;</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;                  </div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;            <span class="keywordtype">double</span> d_ibeta = ibeta_derivative(0.5, 0.5 * nu_dbl, r);</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;                  </div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;            P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;                  </div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;                  </div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;                      </div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;                      </div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;              <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, 0.5, 0.5 * nu_dbl, r, </div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;                                         digammaHalf, digammaNu_vec[n], </div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;                      </div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;                += zJacobian * ( - d_ibeta * (r / t) * (r / t) + 0.5 * g2 ) / Pn;</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;            }</div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;                  </div>
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+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;                += - zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;          }</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;      }</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;</div>
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+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;    }</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;</div>
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+<div class="line"><a name="l00584"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a927a64a2497df7302ae7fa9098e65546">  584</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a927a64a2497df7302ae7fa9098e65546">student_t_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_dof&amp; nu, <span class="keyword">const</span> T_loc&amp; mu, </div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;                      <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;          </div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;      <span class="comment">// Size checks</span></div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu) &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma))) </div>
+<div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;      </div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::student_t_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;          </div>
+<div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;          </div>
+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;      <span class="keywordtype">double</span> P(0.0);</div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;          </div>
+<div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;P))</div>
+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;        <span class="keywordflow">return</span> P;</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;          </div>
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+<div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_dof&gt;</a> nu_vec(nu);</div>
+<div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;          </div>
+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_dof, T_loc, T_scale&gt;</a> </div>
+<div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;        operands_and_partials(y, nu, mu, sigma);</div>
+<div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;          </div>
+<div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;      <span class="comment">// Explicit return for extreme values</span></div>
+<div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;      <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); i++) {</div>
+<div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]) == -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;      }</div>
+<div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;          </div>
+<div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">boost::math::ibeta</a>;</div>
+<div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;      <span class="keyword">using</span> boost::math::ibeta_derivative;</div>
+<div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">boost::math::digamma</a>;</div>
+<div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;      <span class="keyword">using</span> boost::math::beta;</div>
+<div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;          </div>
+<div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;      <span class="comment">// Cache a few expensive function calls if nu is a parameter</span></div>
+<div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;      <span class="keywordtype">double</span> digammaHalf = 0;</div>
+<div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;          </div>
+<div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;        digamma_vec(stan::length(nu));</div>
+<div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;        digammaNu_vec(stan::length(nu));</div>
+<div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;        digammaNuPlusHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;!is_constant_struct&lt;T_dof&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_dof&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;        betaNuHalf_vec(stan::length(nu));</div>
+<div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;          </div>
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+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;        digammaHalf = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5);</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;              </div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(nu); i++) {</div>
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+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;                  </div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;          digammaNu_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 * nu_dbl);</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;          digammaNuPlusHalf_vec[i] = <a class="code" href="namespacestan_1_1agrad.html#a253104e7f6fed46947b23b3e9515b668">digamma</a>(0.5 + 0.5 * nu_dbl);</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;          betaNuHalf_vec[i] = beta(0.5, 0.5 * nu_dbl);</div>
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+<div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;      }</div>
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+<div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;        <span class="comment">// The gradients are technically ill-defined, but treated as zero</span></div>
+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]) == std::numeric_limits&lt;double&gt;::infinity()) {</div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(<a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>());</div>
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+<div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> nu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(nu_vec[n]);</div>
+<div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> q = nu_dbl / (t * t);</div>
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+<div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
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+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;                      </div>
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+<div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
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+<div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;                                         digammaNu_vec[n], digammaHalf,</div>
+<div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;                          </div>
+<div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
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+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;            }</div>
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+<div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;                -= zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;                -= zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
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+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;            <span class="keywordtype">double</span> z = 1 - <a class="code" href="namespacestan_1_1agrad.html#a54d4bc3e46a75315a2c098c3d4e0b3f4" title="The normalized incomplete beta function of a, b, and x.">ibeta</a>(0.5, 0.5 * nu_dbl, r);</div>
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+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;                  </div>
+<div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;            <span class="keyword">const</span> <span class="keywordtype">double</span> Pn = t &gt; 0 ? 0.5 * z : 1.0 - 0.5 * z;</div>
+<div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;                  </div>
+<div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;            <span class="keywordtype">double</span> d_ibeta = ibeta_derivative(0.5, 0.5 * nu_dbl, r);</div>
+<div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;                  </div>
+<div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;            P += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Pn);</div>
+<div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;                  </div>
+<div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;                -= zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;                  </div>
+<div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_dof&gt;::value</a>) {</div>
+<div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;                      </div>
+<div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;              <span class="keywordtype">double</span> g1 = 0;</div>
+<div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;              <span class="keywordtype">double</span> g2 = 0;</div>
+<div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;                      </div>
+<div class="line"><a name="l00731"></a><span class="lineno">  731</span>&#160;              <a class="code" href="namespacestan_1_1math.html#a748e297c3c711bde9cd125cdc873dc8d">stan::math::gradRegIncBeta</a>(g1, g2, 0.5, 0.5 * nu_dbl, r, </div>
+<div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;                                         digammaHalf, digammaNu_vec[n], </div>
+<div class="line"><a name="l00733"></a><span class="lineno">  733</span>&#160;                                         digammaNuPlusHalf_vec[n], </div>
+<div class="line"><a name="l00734"></a><span class="lineno">  734</span>&#160;                                         betaNuHalf_vec[n]);</div>
+<div class="line"><a name="l00735"></a><span class="lineno">  735</span>&#160;                      </div>
+<div class="line"><a name="l00736"></a><span class="lineno">  736</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;                -= zJacobian * ( - d_ibeta * (r / t) * (r / t) + 0.5 * g2 ) / Pn;</div>
+<div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;            }</div>
+<div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;                  </div>
+<div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>)</div>
+<div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv / Pn;</div>
+<div class="line"><a name="l00743"></a><span class="lineno">  743</span>&#160;            <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00744"></a><span class="lineno">  744</span>&#160;              operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1ca64b9b641bf4fe7a34bf2a6804c50a">d_x4</a>[n] </div>
+<div class="line"><a name="l00745"></a><span class="lineno">  745</span>&#160;                += zJacobian * d_ibeta * J * sigma_inv * t / Pn;</div>
+<div class="line"><a name="l00746"></a><span class="lineno">  746</span>&#160;          }</div>
+<div class="line"><a name="l00747"></a><span class="lineno">  747</span>&#160;      }</div>
+<div class="line"><a name="l00748"></a><span class="lineno">  748</span>&#160;</div>
+<div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(P);</div>
+<div class="line"><a name="l00750"></a><span class="lineno">  750</span>&#160;    }</div>
+<div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160;</div>
+<div class="line"><a name="l00752"></a><span class="lineno">  752</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00754"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adb81f1474168ce77e5bb71ef3c7432d9">  754</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#adb81f1474168ce77e5bb71ef3c7432d9">student_t_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00755"></a><span class="lineno">  755</span>&#160;                  <span class="keyword">const</span> <span class="keywordtype">double</span> mu,</div>
+<div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;                  <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;                  RNG&amp; rng) {</div>
+<div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;      <span class="keyword">using</span> boost::random::student_t_distribution;</div>
+<div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;</div>
+<div class="line"><a name="l00761"></a><span class="lineno">  761</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::student_t_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160;</div>
+<div class="line"><a name="l00763"></a><span class="lineno">  763</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00764"></a><span class="lineno">  764</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00765"></a><span class="lineno">  765</span>&#160;</div>
+<div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>))</div>
+<div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, nu, <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>)) </div>
+<div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location parameter&quot;</span>)) </div>
+<div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>)) </div>
+<div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>))</div>
+<div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;</div>
+<div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;      variate_generator&lt;RNG&amp;, student_t_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;        rng_unit_student_t(rng, student_t_distribution&lt;&gt;(nu));</div>
+<div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;      <span class="keywordflow">return</span> mu + sigma * rng_unit_student_t();</div>
+<div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;    }</div>
+<div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;  }</div>
+<div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;}</div>
+<div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+  Stan Development Team.
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+<div class="title">sub.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+</div>
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+<a href="sub_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__SUB_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__SUB_HPP__</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;                    std::vector&lt;double&gt;&amp; result) {</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i)</div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="sub__col_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a63cf32e07d51c4ebfe042dd452eeae14"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a63cf32e07d51c4ebfe042dd452eeae14"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a63cf32e07d51c4ebfe042dd452eeae14">stan::math::sub_col</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m, size_t i, size_t j, size_t nrows)</td></tr>
+<tr class="memdesc:a63cf32e07d51c4ebfe042dd452eeae14"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a nrows x 1 subcolumn starting at (i-1,j-1).  <a href="#a63cf32e07d51c4ebfe042dd452eeae14"></a><br/></td></tr>
+<tr class="separator:a63cf32e07d51c4ebfe042dd452eeae14"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/sub__col_8hpp_source.html b/doc/api/html/sub__col_8hpp_source.html
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+<a href="sub__col_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SUB_COL_HPP__</span></div>
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+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    </div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/sub__row_8hpp.html b/doc/api/html/sub__row_8hpp.html
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+<div class="title">sub_row.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="sub__row_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aa1ea780efd8d0282dbf069f0776d727b"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa1ea780efd8d0282dbf069f0776d727b"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa1ea780efd8d0282dbf069f0776d727b">stan::math::sub_row</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m, size_t i, size_t j, size_t ncols)</td></tr>
+<tr class="memdesc:aa1ea780efd8d0282dbf069f0776d727b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return a 1 x nrows subrow starting at (i-1,j-1).  <a href="#aa1ea780efd8d0282dbf069f0776d727b"></a><br/></td></tr>
+<tr class="separator:aa1ea780efd8d0282dbf069f0776d727b"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/sub__row_8hpp_source.html b/doc/api/html/sub__row_8hpp_source.html
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="subtract_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a90c28e884c638ed67fa0c81ffc01e2d3"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a90c28e884c638ed67fa0c81ffc01e2d3"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3">stan::math::subtract</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m1, const Eigen::Matrix&lt; T2, R, C &gt; &amp;m2)</td></tr>
+<tr class="memdesc:a90c28e884c638ed67fa0c81ffc01e2d3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the result of subtracting the second specified matrix from the first specified matrix.  <a href="#a90c28e884c638ed67fa0c81ffc01e2d3"></a><br/></td></tr>
+<tr class="separator:a90c28e884c638ed67fa0c81ffc01e2d3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a36726c055970205db893867a77e9d0a7"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a36726c055970205db893867a77e9d0a7"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
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+<tr class="separator:a36726c055970205db893867a77e9d0a7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a776789f307db599fddcda6a68c480557"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 , int R, int C&gt; </td></tr>
+<tr class="memitem:a776789f307db599fddcda6a68c480557"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; typename <br class="typebreak"/>
+boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T1, T2 &gt;::type, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a776789f307db599fddcda6a68c480557">stan::math::subtract</a> (const Eigen::Matrix&lt; T1, R, C &gt; &amp;m, const T2 &amp;c)</td></tr>
+<tr class="separator:a776789f307db599fddcda6a68c480557"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="title">subtract.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="subtract_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__SUBTRACT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__SUBTRACT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/math/tools/promotion.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00027"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3">   27</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">subtract</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R,C&gt;&amp; m1,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;T2,R,C&gt;&amp; m2) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a>(m1,m2,<span class="stringliteral">&quot;subtract&quot;</span>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        result(m1.rows(), m1.cols());</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; result.size(); ++i)</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        result(i) = m1(i) - m2(i);</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;    }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a36726c055970205db893867a77e9d0a7">   40</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">subtract</a>(<span class="keyword">const</span> T1&amp; c,</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;             <span class="keyword">const</span> Eigen::Matrix&lt;T2,R,C&gt;&amp; m) {</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        result(m.rows(),m.cols());</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m.size(); ++i)</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        result(i) = c - m(i);</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;    }</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a776789f307db599fddcda6a68c480557">   52</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a90c28e884c638ed67fa0c81ffc01e2d3" title="Return the result of subtracting the second specified matrix from the first specified matrix...">subtract</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R,C&gt;&amp; m,</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;             <span class="keyword">const</span> T2&amp; c) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      Eigen::Matrix&lt;typename boost::math::tools::promote_args&lt;T1,T2&gt;::type, R, C&gt;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        result(m.rows(),m.cols());</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m.size(); ++i)</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        result(i) = m(i) - c;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keywordflow">return</span> result;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    }</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;}</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__column__index_8hpp_source.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__row__index_8hpp_source.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__std__vector__index_8hpp_source.html">stan/math/matrix/validate_std_vector_index.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="tail_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ac5b2770a97397fc738125d70420393fb"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:ac5b2770a97397fc738125d70420393fb"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, 1 &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb">stan::math::tail</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, 1 &gt; &amp;v, size_t n)</td></tr>
+<tr class="memdesc:ac5b2770a97397fc738125d70420393fb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified number of elements as a vector from the back of the specified vector.  <a href="#ac5b2770a97397fc738125d70420393fb"></a><br/></td></tr>
+<tr class="separator:ac5b2770a97397fc738125d70420393fb"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7ae4ee69ace75bb2fb216247ab8272ec"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7ae4ee69ace75bb2fb216247ab8272ec"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+1, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7ae4ee69ace75bb2fb216247ab8272ec">stan::math::tail</a> (const Eigen::Matrix&lt; T, 1, Eigen::Dynamic &gt; &amp;rv, size_t n)</td></tr>
+<tr class="memdesc:a7ae4ee69ace75bb2fb216247ab8272ec"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the specified number of elements as a row vector from the back of the specified row vector.  <a href="#a7ae4ee69ace75bb2fb216247ab8272ec"></a><br/></td></tr>
+<tr class="separator:a7ae4ee69ace75bb2fb216247ab8272ec"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a9956cf78180c6340f61667e797cf7055"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a9956cf78180c6340f61667e797cf7055"><td class="memTemplItemLeft" align="right" valign="top">std::vector&lt; T &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9956cf78180c6340f61667e797cf7055">stan::math::tail</a> (const std::vector&lt; T &gt; &amp;sv, size_t n)</td></tr>
+<tr class="separator:a9956cf78180c6340f61667e797cf7055"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="tail_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TAIL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__TAIL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__column__index_8hpp.html">stan/math/matrix/validate_column_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__row__index_8hpp.html">stan/math/matrix/validate_row_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__std__vector__index_8hpp.html">stan/math/matrix/validate_std_vector_index.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb">   20</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ac5b2770a97397fc738125d70420393fb" title="Return the specified number of elements as a vector from the back of the specified vector...">tail</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; v,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;         <span class="keywordtype">size_t</span> n) {</div>
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+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
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+<p><a href="term__grammar_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structterm__grammar.html">term_grammar&lt; Iterator &gt;</a></td></tr>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1expression__grammar.html">stan::gm::expression_grammar&lt; Iterator &gt;</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<a href="term__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__TERM_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_29b20cd43524c7f0fc77aef3c7e38f50.html">gm</a></li><li class="navelem"><a class="el" href="dir_bfdd916fd7a3310c7c8c32c9dbb4c5dd.html">grammars</a></li>  </ul>
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+  <div class="summary">
+<a href="#nested-classes">Classes</a> &#124;
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+<div class="title">term_grammar_def.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;iomanip&gt;</code><br/>
+<code>#include &lt;iostream&gt;</code><br/>
+<code>#include &lt;istream&gt;</code><br/>
+<code>#include &lt;map&gt;</code><br/>
+<code>#include &lt;set&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;utility&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/classic_position_iterator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</code><br/>
+<code>#include &lt;boost/tuple/tuple.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/apply_visitor.hpp&gt;</code><br/>
+<code>#include &lt;boost/variant/recursive_variant.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="term__grammar_8hpp_source.html">stan/gm/grammars/term_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="term__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type.html">stan::gm::set_fun_type</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type_1_1result.html">stan::gm::set_fun_type::result&lt; T1, T2 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type__named.html">stan::gm::set_fun_type_named</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1set__fun__type__named_1_1result.html">stan::gm::set_fun_type_named::result&lt; T1, T2, T3, T4 &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1multiplication__expr.html">stan::gm::multiplication_expr</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1multiplication__expr_1_1result.html">stan::gm::multiplication_expr::result&lt; T1, T2, T3 &gt;</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
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+<a class="anchor" id="a2aa48ab7197d456209104ec48170e6e7"></a>
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+          <td class="paramtype">(<a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a>, expr_)(std::vector&lt; std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &gt; &gt;, dimss_)&#160;</td>
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+<a href="term__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__TERM_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__TERM_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;istream&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</span></div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;boost/fusion/include/std_pair.hpp&gt;</span></div>
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+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</span></div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/support_multi_pass.hpp&gt;</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &lt;boost/tuple/tuple.hpp&gt;</span></div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &lt;boost/variant/apply_visitor.hpp&gt;</span></div>
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+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        expression_g(eg)</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;    {</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_1;</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::char_;</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::double_;</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::eps;</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::int_;</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lexeme;</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_pass;</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_val;</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r1;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;      <span class="comment">// _r1 : var_origin</span></div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a2e84fd310e862d276ac7ea3f2b4b0ee3">term_r</a>.name(<span class="stringliteral">&quot;term&quot;</span>);</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a2e84fd310e862d276ac7ea3f2b4b0ee3">term_r</a> </div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;        = ( <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)                       </div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;            [_val = _1]</div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;            &gt;&gt; *( (lit(<span class="charliteral">&#39;*&#39;</span>) &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)     </div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;                               [_val = <a class="code" href="namespacestan_1_1gm.html#a84ada99320bf1c4bb7bc1609d29965a4">multiplication</a>(_val,_1,</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;                                                      boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))])</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;                  | (lit(<span class="charliteral">&#39;/&#39;</span>) &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)   </div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;                                 [_val = <a class="code" href="namespacestan_1_1gm.html#aba4de316e472e23ea0f375d1e1a7cc33">division</a>(_val,_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))])</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;                  | (lit(<span class="charliteral">&#39;\\&#39;</span>) &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)   </div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;                                  [_val = <a class="code" href="namespacestan_1_1gm.html#a7ce0894487b3983ccf7f1d1ed59a1f4b">left_division</a>(_val,_1,</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;                                                        boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))])</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;                  | (lit(<span class="stringliteral">&quot;.*&quot;</span>) &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)   </div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;                                  [_val = <a class="code" href="namespacestan_1_1gm.html#a0953feed6c7def5c5a3e9326007e81ea">elt_multiplication</a>(_val,_1,</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;                                                         boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))])</div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;                  | (lit(<span class="stringliteral">&quot;./&quot;</span>) &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)   </div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;                                  [_val = <a class="code" href="namespacestan_1_1gm.html#a754bafd927243560d1f783d46ecb34a9">elt_division</a>(_val,_1,</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;                                                       boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))])</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;                   )</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;             )</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;        ;</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a> </div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;        = lit(<span class="charliteral">&#39;-&#39;</span>) &gt;&gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1) </div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;                      [_val = <a class="code" href="namespacestan_1_1gm.html#a1b6085f99e8b4fb9b42a7add98ac9488">negate_expr_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))]</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;        | lit(<span class="charliteral">&#39;!&#39;</span>) &gt;&gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1) </div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;                      [_val = <a class="code" href="namespacestan_1_1gm.html#a5d5139168f13961e213defe8bd85ba16">logical_negate_expr_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))]</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;        | lit(<span class="charliteral">&#39;+&#39;</span>) &gt;&gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a82771553bc80dbd016853cf37676e9">negated_factor_r</a>(_r1)  [_val = _1]</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a2423c5db80eac040aa5a28db10db99cf">indexed_factor_r</a>(_r1) [_val = _1];</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a2423c5db80eac040aa5a28db10db99cf">indexed_factor_r</a>.name(<span class="stringliteral">&quot;(optionally) indexed factor [sub]&quot;</span>);</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a2423c5db80eac040aa5a28db10db99cf">indexed_factor_r</a> </div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;        = <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a9d446cacd531a1f58fbd26edf3465065">factor_r</a>(_r1) [_val = _1]</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;        &gt; * (  </div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;             (+<a class="code" href="structstan_1_1gm_1_1term__grammar.html#a572196c88493b512a11e7995fe201505">dims_r</a>(_r1)) </div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;               [_val = <a class="code" href="namespacestan_1_1gm.html#a59538d290878f4de9cd33e6d21f57a3c">add_expression_dimss_f</a>(_val, _1, _pass,</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;                                            boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))]</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;               | </div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;               lit(<span class="stringliteral">&quot;&#39;&quot;</span>) </div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;               [_val = <a class="code" href="namespacestan_1_1gm.html#a7f4d79c4779b3252cb5d22ce80c79d98">transpose_f</a>(_val, boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))] </div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;               )</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;        ;</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a9d446cacd531a1f58fbd26edf3465065">factor_r</a>.name(<span class="stringliteral">&quot;factor&quot;</span>);</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a9d446cacd531a1f58fbd26edf3465065">factor_r</a></div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;        =  <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a74cece98c11632b9d78665d719908735">int_literal_r</a>     [_val = _1]</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a91f8666c8899032d59c1ad4f54a9c0c3">double_literal_r</a>    [_val = _1]</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8b08e0616ee62cfba37e6db5e22fa63f">fun_r</a>(_r1)          [_val = <a class="code" href="namespacestan_1_1gm.html#a7c2b54c2a8ea3233bb4e6b6984a5e2c7">set_fun_type_named_f</a>(_1,_r1,_pass,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>))]</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;        | <a class="code" href="structstan_1_1gm_1_1term__grammar.html#ab0c2f2623b8f78f859c358cdf3e161a6">variable_r</a>          [_val = <a class="code" href="namespacestan_1_1gm.html#a4e0139a9c5cc5c02221aabee7b75d5aa">set_var_type_f</a>(_1,boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8a79bec27b23f79504c768be5942c958">var_map_</a>),</div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;                                                     boost::phoenix::ref(<a class="code" href="structstan_1_1gm_1_1term__grammar.html#af0c016d0b7ee4d1a637697956fb1903b">error_msgs_</a>),</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;                                                     _pass)]</div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;        | ( lit(<span class="charliteral">&#39;(&#39;</span>) </div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;            &gt; <a class="code" href="structstan_1_1gm_1_1term__grammar.html#adc0324028be557cb8d639c30ffb4fe6d">expression_g</a>(_r1)    [_val = _1]</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;            &gt; lit(<span class="charliteral">&#39;)&#39;</span>) )</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;        ;</div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a74cece98c11632b9d78665d719908735">int_literal_r</a>.name(<span class="stringliteral">&quot;integer literal&quot;</span>);</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a74cece98c11632b9d78665d719908735">int_literal_r</a></div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;        %= int_ </div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;        &gt;&gt; !( lit(<span class="charliteral">&#39;.&#39;</span>)</div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;              | lit(<span class="charliteral">&#39;e&#39;</span>)</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;              | lit(<span class="charliteral">&#39;E&#39;</span>) );</div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;</div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a91f8666c8899032d59c1ad4f54a9c0c3">double_literal_r</a>.name(<span class="stringliteral">&quot;real literal&quot;</span>);</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a91f8666c8899032d59c1ad4f54a9c0c3">double_literal_r</a></div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;        %= double_;</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8b08e0616ee62cfba37e6db5e22fa63f">fun_r</a>.name(<span class="stringliteral">&quot;function and argument expressions&quot;</span>);</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a8b08e0616ee62cfba37e6db5e22fa63f">fun_r</a> </div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;        %= <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a58df34f539d1aa793e3cc607350bd9f3">identifier_r</a> <span class="comment">// no test yet on valid naming</span></div>
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+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a58df34f539d1aa793e3cc607350bd9f3">identifier_r</a>.name(<span class="stringliteral">&quot;identifier (expression grammar)&quot;</span>);</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;      <a class="code" href="structstan_1_1gm_1_1term__grammar.html#a58df34f539d1aa793e3cc607350bd9f3">identifier_r</a></div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;        %= lexeme[char_(<span class="stringliteral">&quot;a-zA-Z&quot;</span>) </div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;                  &gt;&gt; *char_(<span class="stringliteral">&quot;a-zA-Z0-9_.&quot;</span>)];</div>
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+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;      args_r.name(<span class="stringliteral">&quot;function argument expressions&quot;</span>);</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;      args_r </div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;        %= (lit(<span class="charliteral">&#39;(&#39;</span>) &gt;&gt; lit(<span class="charliteral">&#39;)&#39;</span>))</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;        | ( ( lit(<span class="charliteral">&#39;(&#39;</span>)</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;              &gt;&gt; (<a class="code" href="structstan_1_1gm_1_1term__grammar.html#adc0324028be557cb8d639c30ffb4fe6d">expression_g</a>(_r1) % <span class="charliteral">&#39;,&#39;</span>) )</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;            &gt; lit(<span class="charliteral">&#39;)&#39;</span>) )</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;        ;</div>
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+<hr/>
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+<div class="textblock"><code>#include &lt;<a class="el" href="term__grammar__def_8hpp_source.html">stan/gm/grammars/term_grammar_def.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="iterator__typedefs_8hpp_source.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="term__grammar__inst_8cpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
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+<a href="term__grammar__inst_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="term__grammar__def_8hpp.html">stan/gm/grammars/term_grammar_def.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    <span class="keyword">template</span> <span class="keyword">struct </span><a class="code" href="structterm__grammar.html">term_grammar&lt;pos_iterator_t&gt;</a>;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  }</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="fvar_8hpp_source.html">stan/agrad/fwd/fvar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2fwd_2matrix_2typedefs_8hpp_source.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__matching__dims_8hpp_source.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="to__fvar_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:afd6883af022a54c60dd207c733917425"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
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+<tr class="memitem:aefe945fec82fc902015d82c4363e3adc"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:aefe945fec82fc902015d82c4363e3adc"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; fvar&lt; T &gt;, R, C &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aefe945fec82fc902015d82c4363e3adc">stan::agrad::to_fvar</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;val, const Eigen::Matrix&lt; T, R, C &gt; &amp;deriv)</td></tr>
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+<div class="title">to_fvar.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="to__fvar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__FWD__MATRIX__TO_FVAR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__FWD__MATRIX__TO_FVAR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fvar_8hpp.html">stan/agrad/fwd/fvar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2fwd_2matrix_2typedefs_8hpp.html">stan/agrad/fwd/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__matching__dims_8hpp.html">stan/math/matrix/validate_matching_dims.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    fvar&lt;T&gt; </div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">   17</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> T&amp; x) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>(x);</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt; </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    fvar&lt;T&gt; </div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a88f3f805d72a977a680135249341f0e6">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="structstan_1_1agrad_1_1fvar.html">fvar&lt;T&gt;</a>&amp; x) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    }</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">matrix_fd</a></div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a6a028d6aadad12e84b3a7a587458313d">   30</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">stan::math::matrix_d</a>&amp; m) {</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">matrix_fd</a> m_v(m.rows(), m.cols());</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; m.cols(); ++j)</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; m.rows(); ++i)</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;          m_v(i,j) = m(i,j);</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">return</span> m_v;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    }</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">matrix_fd</a></div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab901750d171a340d359d4366ce18e920">   40</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a9568a3aa8bbf0ba6c2e96ab703e83184">matrix_fd</a>&amp; m) {</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">return</span> m;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aac5f57e2caa5ea24203633335cfe3fc6">matrix_fv</a></div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a8bf93f28ef32c8a01acee60bf3a86953">   46</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#aac5f57e2caa5ea24203633335cfe3fc6">matrix_fv</a>&amp; m) {</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">return</span> m;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;    }</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#aff56af7392587b36f7071967f87ad7d1">matrix_ffd</a></div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ac33cf85a99591eab48c23e6243935827">   52</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#aff56af7392587b36f7071967f87ad7d1">matrix_ffd</a>&amp; m) {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">return</span> m;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a3e6bc2f7c13dfbbb0c30dce6dcb62951">matrix_ffv</a> </div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#aa5f13b4aac2e833fbc550adf15bbb89c">   58</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a3e6bc2f7c13dfbbb0c30dce6dcb62951">matrix_ffv</a>&amp; m) {</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keywordflow">return</span> m;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;    }</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">vector_fd</a></div>
+<div class="line"><a name="l00064"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#acb1b51857662ff7aceb7bf33e977fda2">   64</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86" title="Type for (column) vector of double values.">stan::math::vector_d</a>&amp; v) {</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">vector_fd</a> v_v(v.size());</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; v.size(); ++i)</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        v_v[i] = v[i];</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">return</span> v_v;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;    }</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">vector_fd</a></div>
+<div class="line"><a name="l00073"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ac5b829ba1d8c567a4ddc153e8e8deb28">   73</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a50e8b3ee954a699c1467801ab52be810">vector_fd</a>&amp; v) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">return</span> v;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;    }</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a4ee7f0ffda84be0aec51dfd293951daf">vector_fv</a></div>
+<div class="line"><a name="l00079"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af5034319341d60121260723636478ac1">   79</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a4ee7f0ffda84be0aec51dfd293951daf">vector_fv</a>&amp; v) {</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordflow">return</span> v;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    }</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a97cd52b23aca617183eb7deadb1c6d9d">vector_ffd</a></div>
+<div class="line"><a name="l00085"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#af5fbf0e0b0386b87379bb330e9a97a3e">   85</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a97cd52b23aca617183eb7deadb1c6d9d">vector_ffd</a>&amp; v) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">return</span> v;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a96902ae4f8847b57803a5ac7e5d9754d">vector_ffv</a> </div>
+<div class="line"><a name="l00091"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#ab7ee85577850baf2a033d4bcfb1bf630">   91</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a96902ae4f8847b57803a5ac7e5d9754d">vector_ffv</a>&amp; v) {</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <span class="keywordflow">return</span> v;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    }</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a034dc4f78e984e287123599a3b87ac97">row_vector_fd</a> </div>
+<div class="line"><a name="l00097"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a795793505477543f5c1138585049d597">   97</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697" title="Type for (row) vector of double values.">stan::math::row_vector_d</a>&amp; rv) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a034dc4f78e984e287123599a3b87ac97">row_vector_fd</a> rv_v(rv.size());</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; rv.size(); ++i)</div>
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+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">return</span> rv_v;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    <span class="keyword">inline</span> </div>
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+<div class="line"><a name="l00106"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a2f32b3cb37dc324f9dc3566aaf516a28">  106</a></span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#afd6883af022a54c60dd207c733917425">to_fvar</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a034dc4f78e984e287123599a3b87ac97">row_vector_fd</a>&amp; rv) {</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      <span class="keywordflow">return</span> rv;</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    }</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    <a class="code" href="namespacestan_1_1agrad.html#a031f0408fe91a974e1cc09d61cea8807">row_vector_fv</a></div>
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+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2typedefs_8hpp_source.html">stan/math/matrix/typedefs.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_2typedefs_8hpp_source.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="to__var_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
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+<tr class="separator:a3f723b593d96af7f204e0f138ee49ec3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="to__var_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__MATRIX__TO_VAR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__MATRIX__TO_VAR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2typedefs_8hpp.html">stan/math/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_2typedefs_8hpp.html">stan/agrad/rev/matrix/typedefs.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e">   21</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <span class="keywordtype">double</span>&amp; x) {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>(x);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a7d1c1c2fdd2ac909cde84c4cf3ae0b97">   32</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; x) {</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;    }</div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3a13a3857bc425dab978636de428a7cf">   43</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac1a24821b475ee296830ebac12f70460" title="Type for matrix of double values.">stan::math::matrix_d</a>&amp; m) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a> m_v(m.rows(), m.cols());</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; m.cols(); ++j)</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keywordflow">return</span> m_v;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;    }</div>
+<div class="line"><a name="l00058"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#affc9f72e4afab7464103565795be6b5a">   58</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#a31a0e0ac129c0a7d965b1fb17301c942" title="The type of a matrix holding stan::agrad::var values.">matrix_v</a>&amp; m) {</div>
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+<div class="line"><a name="l00070"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a87949ec636f056e2ed3956675ab2cfd1">   70</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f" title="The type of a (column) vector holding stan::agrad::var values.">vector_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#a0c7ab54df86be3a3d61e58623c210d86" title="Type for (column) vector of double values.">stan::math::vector_d</a>&amp; v) {</div>
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+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      <span class="keywordflow">return</span> v_v;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;    }</div>
+<div class="line"><a name="l00085"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a5ccc4666fffc6f06b1fcae217ea7b9a5">   85</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f" title="The type of a (column) vector holding stan::agrad::var values.">vector_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#acf0241b312ef1f17733c24766df1f49f" title="The type of a (column) vector holding stan::agrad::var values.">vector_v</a>&amp; v) {</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="keywordflow">return</span> v;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    }</div>
+<div class="line"><a name="l00097"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a27974665dae3441df744285776390314">   97</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091" title="The type of a row vector holding stan::agrad::var values.">row_vector_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1math.html#ac105e584e4ed2d24a5c3a40df4d94697" title="Type for (row) vector of double values.">stan::math::row_vector_d</a>&amp; rv) {</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;      <a class="code" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091" title="The type of a row vector holding stan::agrad::var values.">row_vector_v</a> rv_v(rv.size());</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; rv.size(); ++i)</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;        rv_v[i] = rv[i];</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">return</span> rv_v;</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    }</div>
+<div class="line"><a name="l00112"></a><span class="lineno"><a class="code" href="namespacestan_1_1agrad.html#a3f723b593d96af7f204e0f138ee49ec3">  112</a></span>&#160;    <span class="keyword">inline</span> <a class="code" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091" title="The type of a row vector holding stan::agrad::var values.">row_vector_v</a> <a class="code" href="namespacestan_1_1agrad.html#a29fd7db9833fa17e3ff54709c13bba7e" title="Converts argument to an automatic differentiation variable.">to_var</a>(<span class="keyword">const</span> <a class="code" href="namespacestan_1_1agrad.html#ac3832e2dace4d1299a812cdcc53ab091" title="The type of a row vector holding stan::agrad::var values.">row_vector_v</a>&amp; rv) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      <span class="keywordflow">return</span> rv;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;  }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;}</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="preprocessor">#endif</span></div>
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+<tr class="memitem:a2576c9799bbb676b1b2d930be8032b8c"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a7001fd7e0296d5dae6ab0a88e1a28547"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a7001fd7e0296d5dae6ab0a88e1a28547"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547">stan::math::trace</a> (const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;m)</td></tr>
+<tr class="memdesc:a7001fd7e0296d5dae6ab0a88e1a28547"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the trace of the specified matrix.  <a href="#a7001fd7e0296d5dae6ab0a88e1a28547"></a><br/></td></tr>
+<tr class="separator:a7001fd7e0296d5dae6ab0a88e1a28547"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="trace_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TRACE_HPP__</span></div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;cmath&gt;</code><br/>
+<code>#include &lt;cstddef&gt;</code><br/>
+<code>#include &lt;limits&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/multi_array.hpp&gt;</code><br/>
+<code>#include &lt;boost/throw_exception.hpp&gt;</code><br/>
+<code>#include &lt;boost/math/tools/promotion.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_8hpp_source.html">stan/math/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2sum_8hpp_source.html">stan/math/matrix/sum.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__less_8hpp_source.html">stan/math/matrix/validate_less.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">stan/math/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="transform_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a12303c67d7416a48497afe8b59913d13"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a12303c67d7416a48497afe8b59913d13"><td class="memTemplItemLeft" align="right" valign="top">bool&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13">stan::prob::factor_cov_matrix</a> (Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;CPCs, Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;sds, const Eigen::Matrix&lt; T, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;Sigma)</td></tr>
+<tr class="memdesc:a12303c67d7416a48497afe8b59913d13"><td class="mdescLeft">&#160;</td><td class="mdescRight">This function is intended to make starting values, given a covariance matrix Sigma.  <a href="#a12303c67d7416a48497afe8b59913d13"></a><br/></td></tr>
+<tr class="separator:a12303c67d7416a48497afe8b59913d13"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:a12361bac5c2810d6245cf97465f1f09d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
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+<tr class="memdesc:a12361bac5c2810d6245cf97465f1f09d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations.  <a href="#a12361bac5c2810d6245cf97465f1f09d"></a><br/></td></tr>
+<tr class="separator:a12361bac5c2810d6245cf97465f1f09d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a049065737ff2e957c65db870c99d509d"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:a049065737ff2e957c65db870c99d509d"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d">stan::prob::read_corr_matrix</a> (const Eigen::Array&lt; T, Eigen::Dynamic, 1 &gt; &amp;CPCs, const size_t K)</td></tr>
+<tr class="memdesc:a049065737ff2e957c65db870c99d509d"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the correlation matrix of the specified dimensionality corresponding to the specified canonical partial correlations.  <a href="#a049065737ff2e957c65db870c99d509d"></a><br/></td></tr>
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+<tr class="separator:a26ee45f1dd50ceaca0eea65cab7e85b3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:a7f6a575490d3de6839a6f544781bf464"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the vector of unconstrained partial correlations and deviations that transform to the specified covariance matrix.  <a href="#a7f6a575490d3de6839a6f544781bf464"></a><br/></td></tr>
+<tr class="separator:a7f6a575490d3de6839a6f544781bf464"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="var-members"></a>
+Variables</h2></td></tr>
+<tr class="memitem:a42d98044ad33e2fe147c7edcf09282f6"><td class="memItemLeft" align="right" valign="top">const double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a42d98044ad33e2fe147c7edcf09282f6">stan::prob::CONSTRAINT_TOLERANCE</a> = 1E-8</td></tr>
+<tr class="separator:a42d98044ad33e2fe147c7edcf09282f6"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="transform_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__TRANSFORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__TRANSFORM_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;cstddef&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      sds = Sigma.diagonal().array();</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="keywordflow">if</span>( (sds &lt;= 0.0).any() ) <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      sds = sds.sqrt();</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;      Eigen::DiagonalMatrix&lt;T,Eigen::Dynamic&gt; D(K);</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      D.diagonal() = sds.inverse();</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      sds = sds.log(); <span class="comment">// now unbounded</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; R = D * Sigma * D;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="comment">// to hopefully prevent pivoting due to floating point error</span></div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      R.diagonal().setOnes(); </div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      Eigen::LDLT&lt;Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; &gt; ldlt;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      ldlt = R.ldlt();</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keywordflow">if</span> (!ldlt.isPositive()) </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; U = ldlt.matrixU();</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordtype">size_t</span> position = 0;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordtype">size_t</span> pull = K - 1;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      Eigen::Array&lt;T,1,Eigen::Dynamic&gt; temp = U.row(0).tail(pull);</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      CPCs.head(pull) = temp;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,1&gt; acc(K);</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      acc(0) = -0.0;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      acc.tail(pull) = 1.0 - temp.square();</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 1; i &lt; (K - 1); i++) {</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;        position += pull;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        pull--;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        temp = U.row(i).tail(pull);</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        temp /= <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(acc.tail(pull) / acc(i));</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        CPCs.segment(position, pull) = temp;</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        acc.tail(pull) *= 1.0 - temp.square();</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      }</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      CPCs = 0.5 * ( (1.0 + CPCs) / (1.0 - CPCs) ).<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(); <span class="comment">// now unbounded</span></div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    }</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    <span class="comment">// MATRIX TRANSFORMS +/- JACOBIANS</span></div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00115"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d">  115</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs, <span class="comment">// on (-1,1)</span></div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;                <span class="keyword">const</span> <span class="keywordtype">size_t</span> K) {</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,1&gt; temp;         </div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,1&gt; acc(K-1);  </div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      acc.setOnes();</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="comment">// Cholesky factor of correlation matrix</span></div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L(K,K); </div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      L.setZero();</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      <span class="keywordtype">size_t</span> position = 0;</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      <span class="keywordtype">size_t</span> pull = K - 1;</div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      L(0,0) = 1.0;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      L.col(0).tail(pull) = temp = CPCs.head(pull);</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      acc.tail(pull) = 1.0 - temp.square();</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">size_t</span> i = 1; i &lt; (K - 1); i++) {</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;        position += pull;</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;        pull--;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        temp = CPCs.segment(position, pull);</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        L(i,i) = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(acc(i-1));</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;        L.col(i).tail(pull) = temp * acc.tail(pull).sqrt();</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;        acc.tail(pull) *= 1.0 - temp.square();</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      L(K-1,K-1) = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(acc(K-2));</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keywordflow">return</span> L.matrix();</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    }</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00157"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d">  157</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d" title="Return the correlation matrix of the specified dimensionality corresponding to the specified canonica...">read_corr_matrix</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs, </div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                     <span class="keyword">const</span> <span class="keywordtype">size_t</span> K) {</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L </div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        = <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(CPCs, K);</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>;</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(L);</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    }</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;    </div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00193"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a18ea63e587986f4c53909c26b718cc17">  193</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs,</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;                <span class="keyword">const</span> <span class="keywordtype">size_t</span> K,</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;                T&amp; log_prob) {</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      <span class="keywordtype">size_t</span> k = 0; </div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keywordtype">size_t</span> i = 0;</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;      T log_1cpc2;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;      <span class="keywordtype">double</span> lead = K - 2.0; </div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      <span class="comment">// no need to abs() because this Jacobian determinant </span></div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      <span class="comment">// is strictly positive (and triangular)</span></div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;      <span class="comment">// skip last row (odd indexing) because it adds nothing by design</span></div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;      <span class="keywordflow">for</span> (size_type j = 0; </div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;           j &lt; (CPCs.rows() - 1);</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;           ++j) {</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;        <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a056b82f11f784f321bce2c5677089e24" title="Return the square of the specified argument.">stan::math::square</a>;</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        log_1cpc2 = <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(<a class="code" href="namespacestan_1_1agrad.html#a5de00b0d86ae64136a4952a28f9bd84f">square</a>(CPCs[j]));</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="comment">// derivative of correlation wrt CPC</span></div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        log_prob += lead / 2.0 * log_1cpc2; </div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        i++;</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keywordflow">if</span> (i &gt; K) {</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;          k++;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;          i = k + 1;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;          lead = K - k - 1.0;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;        }</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      }</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(CPCs, K);</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;    }</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00243"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a21dcd8cff30b002e3483120f231dde9e">  243</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d" title="Return the correlation matrix of the specified dimensionality corresponding to the specified canonica...">read_corr_matrix</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs,</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;                     <span class="keyword">const</span> <span class="keywordtype">size_t</span> K,</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;                     T&amp; log_prob) {</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L </div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;        = <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(CPCs, K, log_prob);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>;</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(L);</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;    }</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;    </div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00265"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a1545e79c24324fc626f4422b45d4c2b8">  265</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a1545e79c24324fc626f4422b45d4c2b8" title="This is the function that should be called prior to evaluating the density of any elliptical distribu...">read_cov_L</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs,</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;               <span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; sds, </div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;               T&amp; log_prob) {</div>
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+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;      <span class="keywordflow">return</span> sds.matrix().asDiagonal() * <a class="code" href="namespacestan_1_1prob.html#a12361bac5c2810d6245cf97465f1f09d" title="Return the Cholesky factor of the correlation matrix of the specified dimensionality corresponding to...">read_corr_L</a>(CPCs, K, log_prob);</div>
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+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;                    <span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; sds, </div>
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+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L </div>
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+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(L);</div>
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+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00304"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a39d24789bf8d8528e6d308c57ec8d309">  304</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad5a94ee9ba8f88bc5f06a1bc0973cd64" title="A generally worse alternative to call prior to evaluating the density of an elliptical distribution...">read_cov_matrix</a>(<span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;&amp; CPCs, </div>
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+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keywordtype">size_t</span> K = sds.rows();</div>
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+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L </div>
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+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a6635a0f0dfb1767a1930f1ff1984098a">multiply_lower_tri_self_transpose</a>(L);</div>
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+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;    <span class="keyword">const</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l00328"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4aae2e874c72677ddb53ec9bdec1c29d">  328</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4aae2e874c72677ddb53ec9bdec1c29d" title="This function calculates the degrees of freedom for the t distribution that corresponds to the shape ...">make_nu</a>(<span class="keyword">const</span> T eta, <span class="keyword">const</span> <span class="keywordtype">size_t</span> K) {</div>
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+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,1&gt; nu(K * (K - 1) / 2);</div>
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+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      T alpha = eta + (K - 2.0) / 2.0; <span class="comment">// from Lewandowski et. al.</span></div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      <span class="comment">// Best (1978) implies nu = 2 * alpha for the dof in a t </span></div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="comment">// distribution that generates a beta variate on (-1,1)</span></div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      T alpha2 = 2.0 * alpha; </div>
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+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      <span class="keywordflow">for</span> (size_type j = 0; j &lt; (K - 1); j++) {</div>
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+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keywordflow">for</span> (size_type i = 1; i &lt; (K - 1); i++) {</div>
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+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;          counter++;</div>
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+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;      <span class="keywordflow">return</span> nu;</div>
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+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;</div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;</div>
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+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;</div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keywordflow">return</span> x;</div>
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+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;    <span class="keyword">inline</span> </div>
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+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      <span class="keywordflow">return</span> y;</div>
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+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;</div>
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+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00526"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a76b59a59ddaad0ad5a82226192ffd843">  526</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a680c6f47862a16f0b45c85ce534e8211" title="Return the lower-bounded value for the specified unconstrained input and specified lower bound...">lb_constrain</a>(<span class="keyword">const</span> T x, <span class="keyword">const</span> TL lb, T&amp; lp) {</div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;      <span class="keywordflow">if</span> (lb == -std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ad85151d68bb1f8edbdc64960cf14a86e" title="Returns the result of applying the identity constraint transform to the input.">identity_constrain</a>(x,lp);</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;      lp += x;</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x) + lb;</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;    }</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;</div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TL&gt;</div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TL&gt;::type</div>
+<div class="line"><a name="l00551"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5f8562f1f72bf02ac21b36ef8dcfe3d7">  551</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5f8562f1f72bf02ac21b36ef8dcfe3d7" title="Return the unconstrained value that produces the specified lower-bound constrained value...">lb_free</a>(<span class="keyword">const</span> T y, <span class="keyword">const</span> TL lb) {</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;      <span class="keywordflow">if</span> (lb == -std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ae9e2475641a356dc2b0b103f5152eb84" title="Returns the result of applying the inverse of the identity constraint transform to the input...">identity_free</a>(y);</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;      <a class="code" href="namespacestan_1_1math.html#adbb58d3f6d9657f8488bc74a6db0a056">stan::math::check_greater_or_equal</a>(<span class="stringliteral">&quot;stan::prob::lb_free(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;                                         y, lb, <span class="stringliteral">&quot;Lower bounded variable&quot;</span>);</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y - lb);</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;    }</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;    </div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;    <span class="comment">// UPPER BOUND</span></div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TU&gt;::type</div>
+<div class="line"><a name="l00584"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c">  584</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c" title="Return the upper-bounded value for the specified unconstrained scalar and upper bound.">ub_constrain</a>(<span class="keyword">const</span> T x, <span class="keyword">const</span> TU ub) {</div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ad85151d68bb1f8edbdc64960cf14a86e" title="Returns the result of applying the identity constraint transform to the input.">identity_constrain</a>(x);</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;      <span class="keywordflow">return</span> ub - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x);</div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;    }</div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;</div>
+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TU&gt;::type</div>
+<div class="line"><a name="l00616"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac41afc3f7ad3b927d352383d4a8dea7f">  616</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c" title="Return the upper-bounded value for the specified unconstrained scalar and upper bound.">ub_constrain</a>(<span class="keyword">const</span> T x, <span class="keyword">const</span> TU ub, T&amp; lp) {</div>
+<div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ad85151d68bb1f8edbdc64960cf14a86e" title="Returns the result of applying the identity constraint transform to the input.">identity_constrain</a>(x,lp);</div>
+<div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;      lp += x;</div>
+<div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;      <span class="keywordflow">return</span> ub - <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x);</div>
+<div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;    }</div>
+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;</div>
+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TU&gt;::type</div>
+<div class="line"><a name="l00648"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa0fbf5448b5fdc2510256bbc73cc9b49">  648</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa0fbf5448b5fdc2510256bbc73cc9b49" title="Return the free scalar that corresponds to the specified upper-bounded value with respect to the spec...">ub_free</a>(<span class="keyword">const</span> T y, <span class="keyword">const</span> TU ub) {</div>
+<div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ae9e2475641a356dc2b0b103f5152eb84" title="Returns the result of applying the inverse of the identity constraint transform to the input...">identity_free</a>(y);</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a1c5a1e6a543017c50d64bcdd9d53bd83">stan::math::check_less_or_equal</a>(<span class="stringliteral">&quot;stan::prob::ub_free(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;                                      y, ub, <span class="stringliteral">&quot;Upper bounded variable&quot;</span>);</div>
+<div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ub - y);</div>
+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;    }</div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;    <span class="comment">// LOWER &amp; UPPER BOUNDS</span></div>
+<div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;</div>
+<div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TL, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TL,TU&gt;::type</div>
+<div class="line"><a name="l00689"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7333ecac8eb1a974e758a134f30fbf7b">  689</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7333ecac8eb1a974e758a134f30fbf7b" title="Return the lower- and upper-bounded scalar derived by transforming the specified free scalar given th...">lub_constrain</a>(<span class="keyword">const</span> T x, TL lb, TU ub) {</div>
+<div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a849c8dde0b08965817c862676d5b8aa3">stan::math::validate_less</a>(lb,ub,<span class="stringliteral">&quot;lb&quot;</span>,<span class="stringliteral">&quot;ub&quot;</span>,<span class="stringliteral">&quot;lub_constrain/3&quot;</span>);</div>
+<div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;</div>
+<div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;      <span class="keywordflow">if</span> (lb == -std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c" title="Return the upper-bounded value for the specified unconstrained scalar and upper bound.">ub_constrain</a>(x,ub);</div>
+<div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a680c6f47862a16f0b45c85ce534e8211" title="Return the lower-bounded value for the specified unconstrained input and specified lower bound...">lb_constrain</a>(x,lb);</div>
+<div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;</div>
+<div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;      T inv_logit_x;</div>
+<div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;      <span class="keywordflow">if</span> (x &gt; 0) {</div>
+<div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;        T exp_minus_x = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-x);</div>
+<div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;        inv_logit_x = 1.0 / (1.0 + exp_minus_x);</div>
+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;        <span class="comment">// Prevent x from reaching one unless it really really should.</span></div>
+<div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;        <span class="keywordflow">if</span> ((x &lt; std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;            &amp;&amp; (inv_logit_x == 1))</div>
+<div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;            inv_logit_x = 1 - 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-15;</div>
+<div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;        T exp_x = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x);</div>
+<div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;        inv_logit_x = 1.0 - 1.0 / (1.0 + exp_x);</div>
+<div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;        <span class="comment">// Prevent x from reaching zero unless it really really should.</span></div>
+<div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;        <span class="keywordflow">if</span> ((x &gt; -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;            &amp;&amp; (inv_logit_x== 0))</div>
+<div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;            inv_logit_x = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-15;</div>
+<div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;      }</div>
+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;      <span class="keywordflow">return</span> lb + (ub - lb) * inv_logit_x;</div>
+<div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;    }</div>
+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;</div>
+<div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TL, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TL,TU&gt;::type</div>
+<div class="line"><a name="l00759"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#af8825917ff4f4875b7820edc760e4440">  759</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7333ecac8eb1a974e758a134f30fbf7b" title="Return the lower- and upper-bounded scalar derived by transforming the specified free scalar given th...">lub_constrain</a>(<span class="keyword">const</span> T x, <span class="keyword">const</span> TL lb, <span class="keyword">const</span> TU ub, T&amp; lp) {</div>
+<div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;      <span class="keywordflow">if</span> (!(lb &lt; ub)) {</div>
+<div class="line"><a name="l00761"></a><span class="lineno">  761</span>&#160;        std::stringstream s;</div>
+<div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160;        s &lt;&lt; <span class="stringliteral">&quot;domain error in lub_constrain;  lower bound = &quot;</span> &lt;&lt; lb</div>
+<div class="line"><a name="l00763"></a><span class="lineno">  763</span>&#160;          &lt;&lt; <span class="stringliteral">&quot; must be strictly less than upper bound = &quot;</span> &lt;&lt; ub;</div>
+<div class="line"><a name="l00764"></a><span class="lineno">  764</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(s.str());</div>
+<div class="line"><a name="l00765"></a><span class="lineno">  765</span>&#160;      }</div>
+<div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;      <span class="keywordflow">if</span> (lb == -std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a3cc62d5f301ccbb23e1e97231d736c4c" title="Return the upper-bounded value for the specified unconstrained scalar and upper bound.">ub_constrain</a>(x,ub,lp);</div>
+<div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a680c6f47862a16f0b45c85ce534e8211" title="Return the lower-bounded value for the specified unconstrained input and specified lower bound...">lb_constrain</a>(x,lb,lp);</div>
+<div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;      T inv_logit_x;</div>
+<div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;      <span class="keywordflow">if</span> (x &gt; 0) {</div>
+<div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;        T exp_minus_x = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-x);</div>
+<div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;        inv_logit_x = 1.0 / (1.0 + exp_minus_x);</div>
+<div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ub - lb) - x - 2 * <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(exp_minus_x);</div>
+<div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;        <span class="comment">// Prevent x from reaching one unless it really really should.</span></div>
+<div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;        <span class="keywordflow">if</span> ((x &lt; std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;            &amp;&amp; (inv_logit_x == 1))</div>
+<div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;            inv_logit_x = 1 - 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-15;</div>
+<div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;      } <span class="keywordflow">else</span> {</div>
+<div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;        T exp_x = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(x);</div>
+<div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;        inv_logit_x = 1.0 - 1.0 / (1.0 + exp_x);</div>
+<div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ub - lb) + x - 2 * <a class="code" href="namespacestan_1_1agrad.html#a3e8efd5110369daca4516294e61113cc">log1p</a>(exp_x);</div>
+<div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;        <span class="comment">// Prevent x from reaching zero unless it really really should.</span></div>
+<div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;        <span class="keywordflow">if</span> ((x &gt; -std::numeric_limits&lt;double&gt;::infinity()) </div>
+<div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;            &amp;&amp; (inv_logit_x== 0))</div>
+<div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;            inv_logit_x = 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-15;</div>
+<div class="line"><a name="l00787"></a><span class="lineno">  787</span>&#160;      }</div>
+<div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;      <span class="keywordflow">return</span> lb + (ub - lb) * inv_logit_x;</div>
+<div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;    }</div>
+<div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;</div>
+<div class="line"><a name="l00821"></a><span class="lineno">  821</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keyword">typename</span> TL, <span class="keyword">typename</span> TU&gt;</div>
+<div class="line"><a name="l00822"></a><span class="lineno">  822</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00823"></a><span class="lineno">  823</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T,TL,TU&gt;::type</div>
+<div class="line"><a name="l00824"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a4e48912671137a74815f5194163279c9">  824</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a4e48912671137a74815f5194163279c9" title="Return the unconstrained scalar that transforms to the specified lower- and upper-bounded scalar give...">lub_free</a>(<span class="keyword">const</span> T y, TL lb, TU ub) {</div>
+<div class="line"><a name="l00825"></a><span class="lineno">  825</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a>;</div>
+<div class="line"><a name="l00826"></a><span class="lineno">  826</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>(<span class="stringliteral">&quot;stan::prob::lub_free(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00827"></a><span class="lineno">  827</span>&#160;                                y, lb, ub, <span class="stringliteral">&quot;Bounded variable&quot;</span>);</div>
+<div class="line"><a name="l00828"></a><span class="lineno">  828</span>&#160;      <span class="keywordflow">if</span> (lb == -std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00829"></a><span class="lineno">  829</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#aa0fbf5448b5fdc2510256bbc73cc9b49" title="Return the free scalar that corresponds to the specified upper-bounded value with respect to the spec...">ub_free</a>(y,ub);</div>
+<div class="line"><a name="l00830"></a><span class="lineno">  830</span>&#160;      <span class="keywordflow">if</span> (ub == std::numeric_limits&lt;double&gt;::infinity())</div>
+<div class="line"><a name="l00831"></a><span class="lineno">  831</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a5f8562f1f72bf02ac21b36ef8dcfe3d7" title="Return the unconstrained value that produces the specified lower-bound constrained value...">lb_free</a>(y,lb);</div>
+<div class="line"><a name="l00832"></a><span class="lineno">  832</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">logit</a>((y - lb) / (ub - lb));</div>
+<div class="line"><a name="l00833"></a><span class="lineno">  833</span>&#160;    }</div>
+<div class="line"><a name="l00834"></a><span class="lineno">  834</span>&#160;</div>
+<div class="line"><a name="l00835"></a><span class="lineno">  835</span>&#160;    </div>
+<div class="line"><a name="l00836"></a><span class="lineno">  836</span>&#160;    <span class="comment">// PROBABILITY</span></div>
+<div class="line"><a name="l00837"></a><span class="lineno">  837</span>&#160;</div>
+<div class="line"><a name="l00851"></a><span class="lineno">  851</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00852"></a><span class="lineno">  852</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00853"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517">  853</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">prob_constrain</a>(<span class="keyword">const</span> T x) {</div>
+<div class="line"><a name="l00854"></a><span class="lineno">  854</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l00855"></a><span class="lineno">  855</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(x);</div>
+<div class="line"><a name="l00856"></a><span class="lineno">  856</span>&#160;    }</div>
+<div class="line"><a name="l00857"></a><span class="lineno">  857</span>&#160;</div>
+<div class="line"><a name="l00879"></a><span class="lineno">  879</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00880"></a><span class="lineno">  880</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00881"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5c2e4977a32258e859e18c3d93ff7fb2">  881</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#a675a89a2298e205693a1291bff9e8517" title="Return a probability value constrained to fall between 0 and 1 (inclusive) for the specified free sca...">prob_constrain</a>(<span class="keyword">const</span> T x, T&amp; lp) {</div>
+<div class="line"><a name="l00882"></a><span class="lineno">  882</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l00883"></a><span class="lineno">  883</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00884"></a><span class="lineno">  884</span>&#160;      T inv_logit_x = <a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(x);</div>
+<div class="line"><a name="l00885"></a><span class="lineno">  885</span>&#160;      lp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(inv_logit_x) + <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(inv_logit_x);</div>
+<div class="line"><a name="l00886"></a><span class="lineno">  886</span>&#160;      <span class="keywordflow">return</span> inv_logit_x;</div>
+<div class="line"><a name="l00887"></a><span class="lineno">  887</span>&#160;    }</div>
+<div class="line"><a name="l00888"></a><span class="lineno">  888</span>&#160;</div>
+<div class="line"><a name="l00903"></a><span class="lineno">  903</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00904"></a><span class="lineno">  904</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00905"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6df28f004649a2e2453b2dc068dce763">  905</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#a6df28f004649a2e2453b2dc068dce763" title="Return the free scalar that when transformed to a probability produces the specified scalar...">prob_free</a>(<span class="keyword">const</span> T y) {</div>
+<div class="line"><a name="l00906"></a><span class="lineno">  906</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a>;</div>
+<div class="line"><a name="l00907"></a><span class="lineno">  907</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>(<span class="stringliteral">&quot;stan::prob::prob_free(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00908"></a><span class="lineno">  908</span>&#160;                                y, 0, 1, <span class="stringliteral">&quot;Probability variable&quot;</span>);</div>
+<div class="line"><a name="l00909"></a><span class="lineno">  909</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">logit</a>(y);</div>
+<div class="line"><a name="l00910"></a><span class="lineno">  910</span>&#160;    }</div>
+<div class="line"><a name="l00911"></a><span class="lineno">  911</span>&#160;    </div>
+<div class="line"><a name="l00912"></a><span class="lineno">  912</span>&#160;    </div>
+<div class="line"><a name="l00913"></a><span class="lineno">  913</span>&#160;    <span class="comment">// CORRELATION</span></div>
+<div class="line"><a name="l00914"></a><span class="lineno">  914</span>&#160;</div>
+<div class="line"><a name="l00927"></a><span class="lineno">  927</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00928"></a><span class="lineno">  928</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00929"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99">  929</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain</a>(<span class="keyword">const</span> T x) {</div>
+<div class="line"><a name="l00930"></a><span class="lineno">  930</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d" title="Return the hyperbolic tangent of the specified variable (cmath).">tanh</a>(x);</div>
+<div class="line"><a name="l00931"></a><span class="lineno">  931</span>&#160;    }</div>
+<div class="line"><a name="l00932"></a><span class="lineno">  932</span>&#160;</div>
+<div class="line"><a name="l00945"></a><span class="lineno">  945</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00946"></a><span class="lineno">  946</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00947"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a845c7b8687f4e6b588820b815e464729">  947</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#a1a965b7e5c7fc2ef6bbd3a436ae17b99" title="Return the result of transforming the specified scalar to have a valid correlation value between -1 a...">corr_constrain</a>(<span class="keyword">const</span> T x, T&amp; lp) {</div>
+<div class="line"><a name="l00948"></a><span class="lineno">  948</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l00949"></a><span class="lineno">  949</span>&#160;      T tanh_x = <a class="code" href="namespacestan_1_1agrad.html#a9e4ae39cc622b5388d16b971616da01d" title="Return the hyperbolic tangent of the specified variable (cmath).">tanh</a>(x);</div>
+<div class="line"><a name="l00950"></a><span class="lineno">  950</span>&#160;      lp += <a class="code" href="namespacestan_1_1agrad.html#af4be9cece7a9094512941604d195fafc">log1m</a>(tanh_x * tanh_x);</div>
+<div class="line"><a name="l00951"></a><span class="lineno">  951</span>&#160;      <span class="keywordflow">return</span> tanh_x;</div>
+<div class="line"><a name="l00952"></a><span class="lineno">  952</span>&#160;    }</div>
+<div class="line"><a name="l00953"></a><span class="lineno">  953</span>&#160;</div>
+<div class="line"><a name="l00970"></a><span class="lineno">  970</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00971"></a><span class="lineno">  971</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00972"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ade592c3579e0e7a685b7e2ec5bb0218b">  972</a></span>&#160;    T <a class="code" href="namespacestan_1_1prob.html#ade592c3579e0e7a685b7e2ec5bb0218b" title="Return the unconstrained scalar that when transformed to a valid correlation produces the specified v...">corr_free</a>(<span class="keyword">const</span> T y) {</div>
+<div class="line"><a name="l00973"></a><span class="lineno">  973</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a244fb67601cb568b79137450f934047b">stan::math::check_bounded</a>(<span class="stringliteral">&quot;stan::prob::lub_free(%1%)&quot;</span>,</div>
+<div class="line"><a name="l00974"></a><span class="lineno">  974</span>&#160;                                y, -1, 1, <span class="stringliteral">&quot;Correlation variable&quot;</span>);</div>
+<div class="line"><a name="l00975"></a><span class="lineno">  975</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1agrad.html#a5063c907c581ab5a2e735f8cccd7aad3">atanh</a>(y);</div>
+<div class="line"><a name="l00976"></a><span class="lineno">  976</span>&#160;    }</div>
+<div class="line"><a name="l00977"></a><span class="lineno">  977</span>&#160;</div>
+<div class="line"><a name="l00978"></a><span class="lineno">  978</span>&#160;</div>
+<div class="line"><a name="l00979"></a><span class="lineno">  979</span>&#160;    <span class="comment">// Unit vector   </span></div>
+<div class="line"><a name="l00980"></a><span class="lineno">  980</span>&#160;</div>
+<div class="line"><a name="l00989"></a><span class="lineno">  989</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00990"></a><span class="lineno">  990</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l00991"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#afd9044ce24ca929e0d1fcf49fdfcb7cc">  991</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#afd9044ce24ca929e0d1fcf49fdfcb7cc" title="Return the unit length vector corresponding to the free vector y.">unit_vector_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; y) {</div>
+<div class="line"><a name="l00992"></a><span class="lineno">  992</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l00993"></a><span class="lineno">  993</span>&#160;      <span class="keywordtype">int</span> Km1 = y.size();</div>
+<div class="line"><a name="l00994"></a><span class="lineno">  994</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; x(Km1 + 1);</div>
+<div class="line"><a name="l00995"></a><span class="lineno">  995</span>&#160;      x(0) = 1.0;</div>
+<div class="line"><a name="l00996"></a><span class="lineno">  996</span>&#160;      <span class="keyword">const</span> T half_pi = T(M_PI/2.0);</div>
+<div class="line"><a name="l00997"></a><span class="lineno">  997</span>&#160;      <span class="keywordflow">for</span> (size_type k = 1; k &lt;= Km1; ++k) {</div>
+<div class="line"><a name="l00998"></a><span class="lineno">  998</span>&#160;        T yk_1 = y(k-1) + half_pi;</div>
+<div class="line"><a name="l00999"></a><span class="lineno">  999</span>&#160;        T sin_yk_1 = <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">sin</a>(yk_1);</div>
+<div class="line"><a name="l01000"></a><span class="lineno"> 1000</span>&#160;        x(k) = x(k-1)*sin_yk_1; </div>
+<div class="line"><a name="l01001"></a><span class="lineno"> 1001</span>&#160;        x(k-1) *= <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">cos</a>(yk_1);</div>
+<div class="line"><a name="l01002"></a><span class="lineno"> 1002</span>&#160;      }</div>
+<div class="line"><a name="l01003"></a><span class="lineno"> 1003</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l01004"></a><span class="lineno"> 1004</span>&#160;    }</div>
+<div class="line"><a name="l01005"></a><span class="lineno"> 1005</span>&#160;</div>
+<div class="line"><a name="l01015"></a><span class="lineno"> 1015</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01016"></a><span class="lineno"> 1016</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01017"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac361cea0021ad5cbd7d9daa32935bf9b"> 1017</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#afd9044ce24ca929e0d1fcf49fdfcb7cc" title="Return the unit length vector corresponding to the free vector y.">unit_vector_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; y, T &amp;lp) {</div>
+<div class="line"><a name="l01018"></a><span class="lineno"> 1018</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01019"></a><span class="lineno"> 1019</span>&#160;      <span class="keywordtype">int</span> Km1 = y.size();</div>
+<div class="line"><a name="l01020"></a><span class="lineno"> 1020</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; x(Km1 + 1);</div>
+<div class="line"><a name="l01021"></a><span class="lineno"> 1021</span>&#160;      x(0) = 1.0;</div>
+<div class="line"><a name="l01022"></a><span class="lineno"> 1022</span>&#160;      <span class="keyword">const</span> T half_pi = T(M_PI/2.0);</div>
+<div class="line"><a name="l01023"></a><span class="lineno"> 1023</span>&#160;      <span class="keywordflow">for</span> (size_type k = 1; k &lt;= Km1; ++k) {</div>
+<div class="line"><a name="l01024"></a><span class="lineno"> 1024</span>&#160;        T yk_1 = y(k-1) + half_pi;</div>
+<div class="line"><a name="l01025"></a><span class="lineno"> 1025</span>&#160;        T sin_yk_1 = <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">sin</a>(yk_1);</div>
+<div class="line"><a name="l01026"></a><span class="lineno"> 1026</span>&#160;        x(k) = x(k-1)*sin_yk_1; </div>
+<div class="line"><a name="l01027"></a><span class="lineno"> 1027</span>&#160;        x(k-1) *= <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">cos</a>(yk_1);</div>
+<div class="line"><a name="l01028"></a><span class="lineno"> 1028</span>&#160;        <span class="keywordflow">if</span> (k &lt; Km1)</div>
+<div class="line"><a name="l01029"></a><span class="lineno"> 1029</span>&#160;          lp += (Km1 - k)*<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(sin_yk_1));</div>
+<div class="line"><a name="l01030"></a><span class="lineno"> 1030</span>&#160;      }</div>
+<div class="line"><a name="l01031"></a><span class="lineno"> 1031</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l01032"></a><span class="lineno"> 1032</span>&#160;    }</div>
+<div class="line"><a name="l01033"></a><span class="lineno"> 1033</span>&#160;</div>
+<div class="line"><a name="l01034"></a><span class="lineno"> 1034</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01036"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aa72cd0f07fe68884774feea5e5c0056c"> 1036</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aa72cd0f07fe68884774feea5e5c0056c">unit_vector_free</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x) {</div>
+<div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01038"></a><span class="lineno"> 1038</span>&#160;      <a class="code" href="namespacestan_1_1math.html#ab722ab154aebf9a162df8e9bd4e3e42f" title="Return true if the specified vector is unit vector.">stan::math::check_unit_vector</a>(<span class="stringliteral">&quot;stan::prob::unit_vector_free(%1%)&quot;</span>, x, <span class="stringliteral">&quot;Unit vector variable&quot;</span>);</div>
+<div class="line"><a name="l01039"></a><span class="lineno"> 1039</span>&#160;      <span class="keywordtype">int</span> Km1 = x.size() - 1;</div>
+<div class="line"><a name="l01040"></a><span class="lineno"> 1040</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; y(Km1);</div>
+<div class="line"><a name="l01041"></a><span class="lineno"> 1041</span>&#160;      T sumSq = x(Km1)*x(Km1);</div>
+<div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>&#160;      <span class="keyword">const</span> T half_pi = T(M_PI/2.0);</div>
+<div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>&#160;      <span class="keywordflow">for</span> (size_type k = Km1; --k &gt;= 0; ) {</div>
+<div class="line"><a name="l01044"></a><span class="lineno"> 1044</span>&#160;        y(k) = <a class="code" href="namespacestan_1_1agrad.html#ae76a1cfac43312edacb47fd87fc2393a" title="Return the principal value of the arc tangent, in radians, of the first variable divided by the secon...">atan2</a>(<a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">sqrt</a>(sumSq),x(k)) - half_pi;</div>
+<div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>&#160;        sumSq += x(k)*x(k);</div>
+<div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>&#160;      }</div>
+<div class="line"><a name="l01047"></a><span class="lineno"> 1047</span>&#160;      <span class="keywordflow">return</span> y;</div>
+<div class="line"><a name="l01048"></a><span class="lineno"> 1048</span>&#160;    }</div>
+<div class="line"><a name="l01049"></a><span class="lineno"> 1049</span>&#160;</div>
+<div class="line"><a name="l01050"></a><span class="lineno"> 1050</span>&#160;    <span class="comment">// SIMPLEX</span></div>
+<div class="line"><a name="l01051"></a><span class="lineno"> 1051</span>&#160;</div>
+<div class="line"><a name="l01052"></a><span class="lineno"> 1052</span>&#160;</div>
+<div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01067"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a34fe9ae8e8dcc7b4f619ffcdf2ac5387"> 1067</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a34fe9ae8e8dcc7b4f619ffcdf2ac5387" title="Return the simplex corresponding to the specified free vector.">simplex_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; y) {</div>
+<div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>&#160;      <span class="comment">// cut &amp; paste simplex_constrain(Eigen::Matrix,T) w/o Jacobian</span></div>
+<div class="line"><a name="l01069"></a><span class="lineno"> 1069</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01070"></a><span class="lineno"> 1070</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a>;</div>
+<div class="line"><a name="l01071"></a><span class="lineno"> 1071</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l01072"></a><span class="lineno"> 1072</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l01073"></a><span class="lineno"> 1073</span>&#160;      <span class="keywordtype">int</span> Km1 = y.size();</div>
+<div class="line"><a name="l01074"></a><span class="lineno"> 1074</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; x(Km1 + 1);</div>
+<div class="line"><a name="l01075"></a><span class="lineno"> 1075</span>&#160;      T stick_len(1.0);</div>
+<div class="line"><a name="l01076"></a><span class="lineno"> 1076</span>&#160;      <span class="keywordflow">for</span> (size_type k = 0; k &lt; Km1; ++k) {</div>
+<div class="line"><a name="l01077"></a><span class="lineno"> 1077</span>&#160;        T z_k(<a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(y(k) - <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Km1 - k))); </div>
+<div class="line"><a name="l01078"></a><span class="lineno"> 1078</span>&#160;        x(k) = stick_len * z_k;</div>
+<div class="line"><a name="l01079"></a><span class="lineno"> 1079</span>&#160;        stick_len -= x(k); </div>
+<div class="line"><a name="l01080"></a><span class="lineno"> 1080</span>&#160;      }</div>
+<div class="line"><a name="l01081"></a><span class="lineno"> 1081</span>&#160;      x(Km1) = stick_len;</div>
+<div class="line"><a name="l01082"></a><span class="lineno"> 1082</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l01083"></a><span class="lineno"> 1083</span>&#160;    }</div>
+<div class="line"><a name="l01084"></a><span class="lineno"> 1084</span>&#160;</div>
+<div class="line"><a name="l01098"></a><span class="lineno"> 1098</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01099"></a><span class="lineno"> 1099</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01100"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a373ba2418f71147953238312e5bd6954"> 1100</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a34fe9ae8e8dcc7b4f619ffcdf2ac5387" title="Return the simplex corresponding to the specified free vector.">simplex_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; y, </div>
+<div class="line"><a name="l01101"></a><span class="lineno"> 1101</span>&#160;                      T&amp; lp) {</div>
+<div class="line"><a name="l01102"></a><span class="lineno"> 1102</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a>;</div>
+<div class="line"><a name="l01103"></a><span class="lineno"> 1103</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ad2c4834fc581f55acf8491ec3f80ecb7" title="Returns the inverse logit function applied to the argument.">stan::math::inv_logit</a>;</div>
+<div class="line"><a name="l01104"></a><span class="lineno"> 1104</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a88151def26813dec3e04c4a8b9674091" title="Calculates the log of 1 plus the exponential of the specified value without overflow.">stan::math::log1p_exp</a>;</div>
+<div class="line"><a name="l01105"></a><span class="lineno"> 1105</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a4f92092fb8a70b31d00898bbbe769612" title="Return the natural logarithm of one minus the specified value.">stan::math::log1m</a>;</div>
+<div class="line"><a name="l01106"></a><span class="lineno"> 1106</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01107"></a><span class="lineno"> 1107</span>&#160;      <span class="keywordtype">int</span> Km1 = y.size(); <span class="comment">// K = Km1 + 1</span></div>
+<div class="line"><a name="l01108"></a><span class="lineno"> 1108</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; x(Km1 + 1);</div>
+<div class="line"><a name="l01109"></a><span class="lineno"> 1109</span>&#160;      T stick_len(1.0);</div>
+<div class="line"><a name="l01110"></a><span class="lineno"> 1110</span>&#160;      <span class="keywordflow">for</span> (size_type k = 0; k &lt; Km1; ++k) {</div>
+<div class="line"><a name="l01111"></a><span class="lineno"> 1111</span>&#160;        <span class="keywordtype">double</span> eq_share = -<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Km1 - k); <span class="comment">// = logit(1.0/(Km1 + 1 - k));</span></div>
+<div class="line"><a name="l01112"></a><span class="lineno"> 1112</span>&#160;        T adj_y_k(y(k) + eq_share);</div>
+<div class="line"><a name="l01113"></a><span class="lineno"> 1113</span>&#160;        T z_k(<a class="code" href="namespacestan_1_1agrad.html#ab812d33218848139b280e30cd8863ac2">inv_logit</a>(adj_y_k));</div>
+<div class="line"><a name="l01114"></a><span class="lineno"> 1114</span>&#160;        x(k) = stick_len * z_k;</div>
+<div class="line"><a name="l01115"></a><span class="lineno"> 1115</span>&#160;        lp += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(stick_len);</div>
+<div class="line"><a name="l01116"></a><span class="lineno"> 1116</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(-adj_y_k);</div>
+<div class="line"><a name="l01117"></a><span class="lineno"> 1117</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#a1ff177e7dc2559a9f0e11b60aa024aac">log1p_exp</a>(adj_y_k);</div>
+<div class="line"><a name="l01118"></a><span class="lineno"> 1118</span>&#160;        stick_len -= x(k); <span class="comment">// equivalently *= (1 - z_k);</span></div>
+<div class="line"><a name="l01119"></a><span class="lineno"> 1119</span>&#160;      }</div>
+<div class="line"><a name="l01120"></a><span class="lineno"> 1120</span>&#160;      x(Km1) = stick_len; <span class="comment">// no Jacobian contrib for last dim</span></div>
+<div class="line"><a name="l01121"></a><span class="lineno"> 1121</span>&#160;      <span class="keywordflow">return</span> x;</div>
+<div class="line"><a name="l01122"></a><span class="lineno"> 1122</span>&#160;    }</div>
+<div class="line"><a name="l01123"></a><span class="lineno"> 1123</span>&#160;</div>
+<div class="line"><a name="l01138"></a><span class="lineno"> 1138</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01139"></a><span class="lineno"> 1139</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01140"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a6703d995557396cc5fd013c6cd882327"> 1140</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a6703d995557396cc5fd013c6cd882327" title="Return an unconstrained vector that when transformed produces the specified simplex.">simplex_free</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x) {</div>
+<div class="line"><a name="l01141"></a><span class="lineno"> 1141</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a53342d0c2cd3a6e440c533070054aca3" title="Returns the logit function applied to the argument.">stan::math::logit</a>;</div>
+<div class="line"><a name="l01142"></a><span class="lineno"> 1142</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01143"></a><span class="lineno"> 1143</span>&#160;      <a class="code" href="namespacestan_1_1math.html#a4cbbf2c5799c876b8b5a40a6be59fad4" title="Return true if the specified vector is simplex.">stan::math::check_simplex</a>(<span class="stringliteral">&quot;stan::prob::simplex_free(%1%)&quot;</span>, x, <span class="stringliteral">&quot;Simplex variable&quot;</span>);</div>
+<div class="line"><a name="l01144"></a><span class="lineno"> 1144</span>&#160;      <span class="keywordtype">int</span> Km1 = x.size() - 1;</div>
+<div class="line"><a name="l01145"></a><span class="lineno"> 1145</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; y(Km1);</div>
+<div class="line"><a name="l01146"></a><span class="lineno"> 1146</span>&#160;      T stick_len(x(Km1));</div>
+<div class="line"><a name="l01147"></a><span class="lineno"> 1147</span>&#160;      <span class="keywordflow">for</span> (size_type k = Km1; --k &gt;= 0; ) {</div>
+<div class="line"><a name="l01148"></a><span class="lineno"> 1148</span>&#160;        stick_len += x(k);</div>
+<div class="line"><a name="l01149"></a><span class="lineno"> 1149</span>&#160;        T z_k(x(k) / stick_len);</div>
+<div class="line"><a name="l01150"></a><span class="lineno"> 1150</span>&#160;        y(k) = <a class="code" href="namespacestan_1_1agrad.html#ab43cf2fb570203a8492c272da3d2922f">logit</a>(z_k) + <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(Km1 - k); </div>
+<div class="line"><a name="l01151"></a><span class="lineno"> 1151</span>&#160;        <span class="comment">// log(Km-k) = logit(1.0 / (Km1 + 1 - k));</span></div>
+<div class="line"><a name="l01152"></a><span class="lineno"> 1152</span>&#160;      }</div>
+<div class="line"><a name="l01153"></a><span class="lineno"> 1153</span>&#160;      <span class="keywordflow">return</span> y;</div>
+<div class="line"><a name="l01154"></a><span class="lineno"> 1154</span>&#160;    }</div>
+<div class="line"><a name="l01155"></a><span class="lineno"> 1155</span>&#160;</div>
+<div class="line"><a name="l01156"></a><span class="lineno"> 1156</span>&#160;</div>
+<div class="line"><a name="l01157"></a><span class="lineno"> 1157</span>&#160;    <span class="comment">// ORDERED </span></div>
+<div class="line"><a name="l01158"></a><span class="lineno"> 1158</span>&#160;    </div>
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+<div class="line"><a name="l01277"></a><span class="lineno"> 1277</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01374"></a><span class="lineno"> 1374</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01376"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aaac795244dbcd9bb3fa44d2275ddc3c1"> 1376</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a1fed06bde5073fb875496b5a680c39ca" title="Return the Cholesky factor of the specified size read from the specified vector.">cholesky_factor_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l01377"></a><span class="lineno"> 1377</span>&#160;                              <span class="keywordtype">int</span> M,</div>
+<div class="line"><a name="l01378"></a><span class="lineno"> 1378</span>&#160;                              <span class="keywordtype">int</span> N,</div>
+<div class="line"><a name="l01379"></a><span class="lineno"> 1379</span>&#160;                              T&amp; lp) {</div>
+<div class="line"><a name="l01380"></a><span class="lineno"> 1380</span>&#160;      <span class="comment">// cut-and-paste from above, so checks twice</span></div>
+<div class="line"><a name="l01381"></a><span class="lineno"> 1381</span>&#160;</div>
+<div class="line"><a name="l01382"></a><span class="lineno"> 1382</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#adde1fe0f002efa49cf9f7c129fe1a1d0">stan::math::sum</a>;</div>
+<div class="line"><a name="l01383"></a><span class="lineno"> 1383</span>&#160;      <span class="keywordflow">if</span> (x.size() != ((N * (N + 1)) / 2 + (M - N) * N))</div>
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+<div class="line"><a name="l01385"></a><span class="lineno"> 1385</span>&#160;      <span class="keywordtype">int</span> pos = 0;</div>
+<div class="line"><a name="l01386"></a><span class="lineno"> 1386</span>&#160;      std::vector&lt;T&gt; log_jacobians(N);</div>
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+<div class="line"><a name="l01389"></a><span class="lineno"> 1389</span>&#160;        log_jacobians[n] = x(pos++);</div>
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+<div class="line"><a name="l01391"></a><span class="lineno"> 1391</span>&#160;      lp += <a class="code" href="namespacestan_1_1agrad.html#a8baa11534c7cfb1b5e6f96bd958dfd03">sum</a>(log_jacobians);  <span class="comment">// optimized for autodiff vs. direct lp += </span></div>
+<div class="line"><a name="l01392"></a><span class="lineno"> 1392</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a1fed06bde5073fb875496b5a680c39ca" title="Return the Cholesky factor of the specified size read from the specified vector.">cholesky_factor_constrain</a>(x,M,N);</div>
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+<div class="line"><a name="l01394"></a><span class="lineno"> 1394</span>&#160;</div>
+<div class="line"><a name="l01404"></a><span class="lineno"> 1404</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01405"></a><span class="lineno"> 1405</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;</div>
+<div class="line"><a name="l01406"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a74157f1d9c708df760d602d6adb53712"> 1406</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a74157f1d9c708df760d602d6adb53712" title="Return the unconstrained vector of parameters correspdonding to the specified Cholesky factor...">cholesky_factor_free</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y) {</div>
+<div class="line"><a name="l01407"></a><span class="lineno"> 1407</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">std::log</a>;</div>
+<div class="line"><a name="l01408"></a><span class="lineno"> 1408</span>&#160;      <span class="keywordtype">double</span> result;</div>
+<div class="line"><a name="l01409"></a><span class="lineno"> 1409</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a6ea62b7ae38dc4b6a84bfe90f72b1fc9" title="Return true if the specified matrix is a valid Cholesky factor.">stan::math::check_cholesky_factor</a>(<span class="stringliteral">&quot;cholesky_factor_free(%1%)&quot;</span>,y,<span class="stringliteral">&quot;y&quot;</span>,&amp;result))</div>
+<div class="line"><a name="l01410"></a><span class="lineno"> 1410</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;cholesky_factor_free: y is not a Cholesky factor&quot;</span>);</div>
+<div class="line"><a name="l01411"></a><span class="lineno"> 1411</span>&#160;      <span class="keywordtype">int</span> M = y.rows();</div>
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+<div class="line"><a name="l01413"></a><span class="lineno"> 1413</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; x((N * (N + 1)) / 2 + (M - N) * N);</div>
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+<div class="line"><a name="l01415"></a><span class="lineno"> 1415</span>&#160;      <span class="comment">// lower triangle of upper square</span></div>
+<div class="line"><a name="l01416"></a><span class="lineno"> 1416</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; N; ++m) {</div>
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+<div class="line"><a name="l01419"></a><span class="lineno"> 1419</span>&#160;        <span class="comment">// diagonal of upper square</span></div>
+<div class="line"><a name="l01420"></a><span class="lineno"> 1420</span>&#160;        x(pos++) = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y(m,m));</div>
+<div class="line"><a name="l01421"></a><span class="lineno"> 1421</span>&#160;      }</div>
+<div class="line"><a name="l01422"></a><span class="lineno"> 1422</span>&#160;      <span class="comment">// lower rectangle</span></div>
+<div class="line"><a name="l01423"></a><span class="lineno"> 1423</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = N; m &lt; M; ++m)</div>
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+<div class="line"><a name="l01454"></a><span class="lineno"> 1454</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01456"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ad9af41714d33fbe0e5e29aab85553ccc"> 1456</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad9af41714d33fbe0e5e29aab85553ccc" title="Return the correlation matrix of the specified dimensionality derived from the specified vector of un...">corr_matrix_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x,</div>
+<div class="line"><a name="l01457"></a><span class="lineno"> 1457</span>&#160;                 <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> k) {</div>
+<div class="line"><a name="l01458"></a><span class="lineno"> 1458</span>&#160;      <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;::size_type</a> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">size_type</a>;</div>
+<div class="line"><a name="l01459"></a><span class="lineno"> 1459</span>&#160;      size_type k_choose_2 = (k * (k - 1)) / 2;</div>
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+<div class="line"><a name="l01462"></a><span class="lineno"> 1462</span>&#160;      Eigen::Array&lt;T,Eigen::Dynamic,1&gt; cpcs(k_choose_2);</div>
+<div class="line"><a name="l01463"></a><span class="lineno"> 1463</span>&#160;      <span class="keywordflow">for</span> (size_type i = 0; i &lt; k_choose_2; ++i)</div>
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+<div class="line"><a name="l01465"></a><span class="lineno"> 1465</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#a049065737ff2e957c65db870c99d509d" title="Return the correlation matrix of the specified dimensionality corresponding to the specified canonica...">read_corr_matrix</a>(cpcs,k); </div>
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+<div class="line"><a name="l01467"></a><span class="lineno"> 1467</span>&#160;</div>
+<div class="line"><a name="l01487"></a><span class="lineno"> 1487</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01488"></a><span class="lineno"> 1488</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; </div>
+<div class="line"><a name="l01489"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2767379e92ce98f2f7016b47e7aeec47"> 1489</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ad9af41714d33fbe0e5e29aab85553ccc" title="Return the correlation matrix of the specified dimensionality derived from the specified vector of un...">corr_matrix_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x, </div>
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+<div class="line"><a name="l01550"></a><span class="lineno"> 1550</span>&#160;</div>
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+<div class="line"><a name="l01567"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#afe73ba3027bcb8e30424b81a5460828b"> 1567</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#afe73ba3027bcb8e30424b81a5460828b" title="Return the symmetric, positive-definite matrix of dimensions K by K resulting from transforming the s...">cov_matrix_constrain</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt;&amp; x, </div>
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+<div class="line"><a name="l01608"></a><span class="lineno"> 1608</span>&#160;      Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; L(K,K);</div>
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+<div class="line"><a name="l01610"></a><span class="lineno"> 1610</span>&#160;      <span class="keywordflow">for</span> (size_type m = 0; m &lt; K; ++m) {</div>
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+<div class="line"><a name="l01614"></a><span class="lineno"> 1614</span>&#160;        <span class="keywordflow">for</span> (size_type n = m + 1; n &lt; K; ++n) </div>
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+<div class="line"><a name="l01647"></a><span class="lineno"> 1647</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l01648"></a><span class="lineno"> 1648</span>&#160;    Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; </div>
+<div class="line"><a name="l01649"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678"> 1649</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a402fcdcfe19b2a5c25f4729d1cf31678" title="The covariance matrix derived from the symmetric view of the lower-triangular view of the K by K spec...">cov_matrix_free</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; y) {</div>
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+<div class="line"><a name="l01655"></a><span class="lineno"> 1655</span>&#160;        <span class="keywordflow">throw</span> std::domain_error(<span class="stringliteral">&quot;y has no elements&quot;</span>);</div>
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+<div class="line"><a name="l01694"></a><span class="lineno"> 1694</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01706"></a><span class="lineno"> 1706</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ad5a94ee9ba8f88bc5f06a1bc0973cd64" title="A generally worse alternative to call prior to evaluating the density of an elliptical distribution...">read_cov_matrix</a>(cpcs, sds);</div>
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+<div class="line"><a name="l01733"></a><span class="lineno"> 1733</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
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+<div class="line"><a name="l01797"></a><span class="lineno"> 1797</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+<div class="title">transpose.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="transpose_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a9db6bf273b69e20dc12e0c348b928296"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a9db6bf273b69e20dc12e0c348b928296"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; T, C, R &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">stan::math::transpose</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m)</td></tr>
+<tr class="separator:a9db6bf273b69e20dc12e0c348b928296"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<a href="transpose_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__TRANSPOSE_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    Eigen::Matrix&lt;T,C,R&gt;</div>
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+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">   12</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a9db6bf273b69e20dc12e0c348b928296">transpose</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m) {</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="trigamma_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
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+<tr class="memitem:ab18c21bad37c9af26424d0922936355e"><td class="memTemplItemLeft" align="right" valign="top">T&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">stan::math::trigamma</a> (T x)</td></tr>
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+</table>
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+<div class="title">trigamma.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="trigamma_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__FUNCTIONS__TRIGAMMA_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__FUNCTIONS__TRIGAMMA_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;  <span class="comment">// Reference:</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="comment">//   BE Schneider,</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;  <span class="comment">//   Algorithm AS 121:</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="comment">//   Trigamma Function,</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="comment">//   Applied Statistics, </span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="comment">//   Volume 27, Number 1, pages 97-99, 1978.</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    T</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">   20</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#ab18c21bad37c9af26424d0922936355e">trigamma</a>(T x) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keywordtype">double</span> small = 0.0001;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordtype">double</span> large = 5.0;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      T value;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      T y;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      T z;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="comment">//bernoulli numbers</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keywordtype">double</span> b2 =  1.0 / 6.0;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keywordtype">double</span> b4 = -1.0 / 30.0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="keywordtype">double</span> b6 =  1.0 / 42.0;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordtype">double</span> b8 = -1.0 / 30.0;</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">//negative integers and zero return postiive infinity</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">//see http://mathworld.wolfram.com/PolygammaFunction.html</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">if</span> ((x &lt;= 0.0) &amp;&amp; (<a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">floor</a>(x) == x)) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        value = <a class="code" href="namespacestan_1_1math.html#a34675a70d3df614d88d33ddbdd49b49a" title="Return positive infinity.">positive_infinity</a>();</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keywordflow">return</span> value;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="comment">//negative non-integers: use the reflection formula </span></div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="comment">//see http://mathworld.wolfram.com/PolygammaFunction.html</span></div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      <span class="keywordflow">if</span>((x &lt;= 0) &amp;&amp; (<a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">floor</a>(x) != x)) {</div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;          * (<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() / <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">sin</a>(-<a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">pi</a>() * x));</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> value;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      }</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="comment">//small value approximation if x &lt;= small.</span></div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (x &lt;= small)</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> 1.0 / (x * x);</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="comment">//use recurrence relation until x &gt;= large</span></div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="comment">//see http://mathworld.wolfram.com/PolygammaFunction.html</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      z = x;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      value = 0.0;  </div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordflow">while</span> (z &lt; large) {</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;        value += 1.0 / (z * z);</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        z += 1.0;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="comment">//asymptotic expansion as a Laurent series if x &gt;= large</span></div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="comment">//see http://en.wikipedia.org/wiki/Trigamma_function</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      y = 1.0 / (z * z);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      value += 0.5 * y + (1.0 + y * (b2  + y * (b4 + y * (b6 + y * b8)))) / z;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">return</span> value;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;  }</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;}</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">uniform.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/random/uniform_real_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2constants_8hpp_source.html">stan/math/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="uniform_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a20f9e437a772626e4e6aac94f58f60fa"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:a20f9e437a772626e4e6aac94f58f60fa"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_low, <br class="typebreak"/>
+T_high &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a20f9e437a772626e4e6aac94f58f60fa">stan::prob::uniform_log</a> (const T_y &amp;y, const T_low &amp;alpha, const T_high &amp;beta)</td></tr>
+<tr class="memdesc:a20f9e437a772626e4e6aac94f58f60fa"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of a uniform density for the given y, lower, and upper bound.  <a href="#a20f9e437a772626e4e6aac94f58f60fa"></a><br/></td></tr>
+<tr class="separator:a20f9e437a772626e4e6aac94f58f60fa"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a520f558845310e1de1e8692a8ac5ab23"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:a520f558845310e1de1e8692a8ac5ab23"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_low, <br class="typebreak"/>
+T_high &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a520f558845310e1de1e8692a8ac5ab23">stan::prob::uniform_log</a> (const T_y &amp;y, const T_low &amp;alpha, const T_high &amp;beta)</td></tr>
+<tr class="separator:a520f558845310e1de1e8692a8ac5ab23"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a2540292f80682fd8971fcf9b5c0b35b1"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:a2540292f80682fd8971fcf9b5c0b35b1"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_low, <br class="typebreak"/>
+T_high &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a2540292f80682fd8971fcf9b5c0b35b1">stan::prob::uniform_cdf</a> (const T_y &amp;y, const T_low &amp;alpha, const T_high &amp;beta)</td></tr>
+<tr class="separator:a2540292f80682fd8971fcf9b5c0b35b1"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a05dfe81e20c266f06cc111b1571edb4d"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:a05dfe81e20c266f06cc111b1571edb4d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_low, <br class="typebreak"/>
+T_high &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a05dfe81e20c266f06cc111b1571edb4d">stan::prob::uniform_cdf_log</a> (const T_y &amp;y, const T_low &amp;alpha, const T_high &amp;beta)</td></tr>
+<tr class="separator:a05dfe81e20c266f06cc111b1571edb4d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab524f79f1c0a3d5f97b1e481b21f1736"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_low , typename T_high &gt; </td></tr>
+<tr class="memitem:ab524f79f1c0a3d5f97b1e481b21f1736"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_low, <br class="typebreak"/>
+T_high &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab524f79f1c0a3d5f97b1e481b21f1736">stan::prob::uniform_ccdf_log</a> (const T_y &amp;y, const T_low &amp;alpha, const T_high &amp;beta)</td></tr>
+<tr class="separator:ab524f79f1c0a3d5f97b1e481b21f1736"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ab9c29e62027123e900b55f29170e2426"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:ab9c29e62027123e900b55f29170e2426"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">stan::prob::uniform_rng</a> (const double alpha, const double beta, RNG &amp;rng)</td></tr>
+<tr class="separator:ab9c29e62027123e900b55f29170e2426"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_2fa10d765296c30bb35aa6c0b0bc0528.html">univariate</a></li><li class="navelem"><a class="el" href="dir_adda0d2b1be4bc1eb47d3b2cf56797af.html">continuous</a></li>  </ul>
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+<div class="title">uniform.hpp</div>  </div>
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+<div class="contents">
+<a href="uniform_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__UNIFORM_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__UNIFORM_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/uniform_real_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2constants_8hpp.html">stan/math/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">// CONTINUOUS, UNIVARIATE DENSITIES</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_high&gt;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_low,T_high&gt;::type</div>
+<div class="line"><a name="l00044"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a20f9e437a772626e4e6aac94f58f60fa">   44</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a20f9e437a772626e4e6aac94f58f60fa" title="The log of a uniform density for the given y, lower, and upper bound.">uniform_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_low&amp; alpha, <span class="keyword">const</span> T_high&amp; beta) {</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::uniform_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;      </div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Lower bound parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, beta, alpha, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Lower bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                                   <span class="stringliteral">&quot;Upper bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      </div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_low,T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_low&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_high&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]) </div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;            || y_dbl &gt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      }</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_low,T_high&gt;::value</a>,</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_low&gt;::value</a> | <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_high&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        inv_beta_minus_alpha(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta); i++) </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_low,T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          inv_beta_minus_alpha[i] </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;            = 1.0 / (<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]) - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_low,T_high&gt;::value</a>,</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_low&gt;::value</a> | <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_high&gt;::value</a>&gt; </div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        log_beta_minus_alpha(<a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta));</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(alpha,beta); i++)</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_low,T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          log_beta_minus_alpha[i] </div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;            = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[i]) - <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_low,T_high&gt;</a> </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        operands_and_partials(y,alpha,beta);</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_low,T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;          logp -= log_beta_minus_alpha[n];</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_low&gt;::value</a>)</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += inv_beta_minus_alpha[n];</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= inv_beta_minus_alpha[n];</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    }</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_high&gt;</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_low,T_high&gt;::type</a></div>
+<div class="line"><a name="l00126"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a520f558845310e1de1e8692a8ac5ab23">  126</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a20f9e437a772626e4e6aac94f58f60fa" title="The log of a uniform density for the given y, lower, and upper bound.">uniform_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_low&amp; alpha, <span class="keyword">const</span> T_high&amp; beta) {</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      <span class="keywordflow">return</span> uniform_log&lt;false&gt;(y,alpha,beta);</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    }</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_high&gt;</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_low,T_high&gt;::type</a></div>
+<div class="line"><a name="l00132"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a2540292f80682fd8971fcf9b5c0b35b1">  132</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a2540292f80682fd8971fcf9b5c0b35b1">uniform_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_low&amp; alpha, <span class="keyword">const</span> T_high&amp; beta) {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::uniform_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Lower bound parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, beta, alpha, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Lower bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                                   <span class="stringliteral">&quot;Upper bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                                   &amp;cdf)))</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_low&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_high&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]) </div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;            || y_dbl &gt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;          <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      }</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;   </div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_low,T_high&gt;</a> </div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        operands_and_partials(y,alpha,beta);</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
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+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> b_min_a = beta_dbl - alpha_dbl;</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = (y_dbl - alpha_dbl) / b_min_a;</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        <span class="comment">//cdf</span></div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        cdf *= cdf_;</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 1.0 / b_min_a / cdf_;</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_low&gt;::value</a>)</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += (y_dbl - beta_dbl) / b_min_a </div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;            / b_min_a / cdf_;</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= 1.0 / b_min_a;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      }</div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_low&gt;::value</a>)</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta); ++n) </div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;</div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;    }</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;   </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_high&gt;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_low,T_high&gt;::type</a></div>
+<div class="line"><a name="l00213"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a05dfe81e20c266f06cc111b1571edb4d">  213</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a05dfe81e20c266f06cc111b1571edb4d">uniform_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_low&amp; alpha, <span class="keyword">const</span> T_high&amp; beta) {</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::uniform_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;      </div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Lower bound parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, beta, alpha, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, </div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;                         &amp;cdf_log))</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Lower bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;                                   <span class="stringliteral">&quot;Upper bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;                                   &amp;cdf_log)))</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_low&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_high&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_low,T_high&gt;</a> </div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        operands_and_partials(y,alpha,beta);</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]) </div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;            || y_dbl &gt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;          <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a34bffe91b7a24cb29bd69cb60814c39e" title="Return negative infinity.">stan::math::negative_infinity</a>();</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keywordflow">if</span> (y_dbl == <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;          <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(0.0);</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;      }</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;</div>
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+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> b_min_a = beta_dbl - alpha_dbl;</div>
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+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        <span class="comment">//cdf_log</span></div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(cdf_log_);</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += 1.0 / b_min_a / cdf_log_;</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_low&gt;::value</a>)</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += (y_dbl - beta_dbl) / b_min_a</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;            / b_min_a / cdf_log_;</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= 1.0 / b_min_a;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      }</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;    }</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;  <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_low, <span class="keyword">typename</span> T_high&gt;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_low,T_high&gt;::type</a></div>
+<div class="line"><a name="l00288"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab524f79f1c0a3d5f97b1e481b21f1736">  288</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab524f79f1c0a3d5f97b1e481b21f1736">uniform_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_low&amp; alpha, <span class="keyword">const</span> T_high&amp; beta) {</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::uniform_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      </div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(beta)))</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Lower bound parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, beta, alpha, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>, </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;                         &amp;ccdf_log))</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;                                   y,alpha,beta,</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Lower bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;                                   <span class="stringliteral">&quot;Upper bound parameter&quot;</span>,</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;                                   &amp;ccdf_log)))</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_low&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_high&gt;</a> beta_vec(beta);</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, beta);</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]) </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;            || y_dbl &gt; <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keywordflow">if</span> (y_dbl == <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]))</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      }</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;   </div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_low,T_high&gt;</a> </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        operands_and_partials(y,alpha,beta);</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> beta_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(beta_vec[n]);</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> b_min_a = beta_dbl - alpha_dbl;</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> ccdf_log_ = 1.0 - (y_dbl - alpha_dbl) / b_min_a;</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        <span class="comment">//ccdf_log</span></div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        ccdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(ccdf_log_);</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= 1.0 / b_min_a / ccdf_log_;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_low&gt;::value</a>)</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= (y_dbl - beta_dbl) / b_min_a </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;            / b_min_a / ccdf_log_;</div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_high&gt;::value</a>)</div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += (y_dbl - alpha_dbl) / b_min_a </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;            / b_min_a / ccdf_log_;</div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      }</div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;</div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);</div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;    }</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;</div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00363"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">  363</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;                <span class="keyword">const</span> <span class="keywordtype">double</span> beta,</div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;                RNG&amp; rng) {</div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="keyword">using</span> boost::random::uniform_real_distribution;</div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;</div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::uniform_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;      </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;</div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Lower bound parameter&quot;</span>))</div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, beta, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>))</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, beta, alpha, <span class="stringliteral">&quot;Upper bound parameter&quot;</span>))</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        <span class="keywordflow">return</span> 0;</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      variate_generator&lt;RNG&amp;, uniform_real_distribution&lt;&gt; &gt;</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>(rng, uniform_real_distribution&lt;&gt;(alpha, beta));</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1prob.html#ab9c29e62027123e900b55f29170e2426">uniform_rng</a>();</div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;    }</div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;  }</div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;}</div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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@@ -0,0 +1,131 @@
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+<meta http-equiv="X-UA-Compatible" content="IE=9"/>
+<title>Stan: src/stan/mcmc/hmc/hamiltonians/unit_e_metric.hpp File Reference</title>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
+   <div id="projectname">Stan
+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
+</table>
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+<div class="textblock"><code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/normal_distribution.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__hamiltonian_8hpp_source.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</code><br/>
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+<a href="unit__e__metric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__UNIT__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__UNIT__E__METRIC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/normal_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__hamiltonian_8hpp.html">stan/mcmc/hmc/hamiltonians/base_hamiltonian.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with unit metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">typename</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html">   16</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, unit_e_point, BaseRNG&gt; {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      </div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__hamiltonian.html">base_hamiltonian</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>, BaseRNG&gt;(m, e) {};</div>
+<div class="line"><a name="l00022"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa895987fa4375871ea9c523455bcf090">   22</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa895987fa4375871ea9c523455bcf090">~unit_e_metric</a>() {};</div>
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+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">   24</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#ae924e01d719ba1ccbaca6daff56f762a">T</a>(<a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>&amp; z) {</div>
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+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">   31</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#a87728dc744116e7e7b90ca0ffbc3c186">dtau_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>&amp; z) {</div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
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+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">   39</a></span>&#160;      <span class="keyword">const</span> Eigen::VectorXd <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#aa309e8c017d1d65eb4c1996ec52375a1">dphi_dq</a>(<a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>&amp; z) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a651cacb5446e2c6c9931ec23ffe547d3">g</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      }</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      </div>
+<div class="line"><a name="l00043"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">   43</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html#a97f537f349ad486cb8ca40bbfdc8135b">sample_p</a>(<a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>&amp; z, BaseRNG&amp; rng) {</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        boost::variate_generator&lt;BaseRNG&amp;, boost::normal_distribution&lt;&gt; &gt; </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;          _rand_unit_gaus(rng, boost::normal_distribution&lt;&gt;());</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        </div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.size(); ++i) </div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;          z.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>(i) = _rand_unit_gaus();</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;      }</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    };</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  </div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="base__nuts_8hpp_source.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/unit_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="unit__e__nuts_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+</div>
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+++ b/doc/api/html/unit__e__nuts_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="contents">
+<a href="unit__e__nuts_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__UNIT__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__UNIT__E__NUTS__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__nuts_8hpp.html">stan/mcmc/hmc/nuts/base_nuts.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/unit_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// The No-U-Turn Sampler (NUTS) on a</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with unit metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html">   17</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html">unit_e_nuts</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M,</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;                                        unit_e_point,</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                        unit_e_metric,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                        expl_leapfrog,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                        BaseRNG&gt; {</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">   25</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html#a0e74025d0c07dee2edc39b43d6fa85be">unit_e_nuts</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__nuts.html">base_nuts</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;NUTS with a unit Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      </div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html#ab61a9ee4db3845a88adc78249e35c170">   29</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1unit__e__nuts.html#ab61a9ee4db3845a88adc78249e35c170">compute_criterion</a>(<a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>&amp; start,</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;                             <a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>&amp; finish,</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;                             Eigen::VectorXd&amp; rho) {</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="keywordflow">return</span> finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.dot(rho - finish.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) &gt; 0</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;               &amp;&amp; start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>.dot(rho - start.<a class="code" href="classstan_1_1mcmc_1_1ps__point.html#a1bb62217e59e573da4cc5ff391c1b2ce">p</a>) &gt; 0;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      }</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;                                          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;    };</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;    </div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    </div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="ps__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</code><br/>
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+<p><a href="unit__e__point_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<a href="unit__e__point_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__UNIT__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__UNIT__E__POINT__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ps__point_8hpp.html">stan/mcmc/hmc/hamiltonians/ps_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  </div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// Point in a phase space with a base</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// Euclidean manifold with unit metric</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html#a8ab0ffea3990bf0b8cdb289e1f7327ef">   16</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html#a8ab0ffea3990bf0b8cdb289e1f7327ef">unit_e_point</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1ps__point.html">ps_point</a>(n) {};</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    };</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="base__static__hmc_8hpp_source.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__point_8hpp_source.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="unit__e__metric_8hpp_source.html">stan/mcmc/hmc/hamiltonians/unit_e_metric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expl__leapfrog_8hpp_source.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="unit__e__static__hmc_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">stan::mcmc::unit_e_static_hmc&lt; M, BaseRNG &gt;</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+</div><!--header-->
+<div class="contents">
+<a href="unit__e__static__hmc_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__UNIT__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__UNIT__E__STATIC__HMC__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="base__static__hmc_8hpp.html">stan/mcmc/hmc/static/base_static_hmc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__point_8hpp.html">stan/mcmc/hmc/hamiltonians/unit_e_point.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="unit__e__metric_8hpp.html">stan/mcmc/hmc/hamiltonians/unit_e_metric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expl__leapfrog_8hpp.html">stan/mcmc/hmc/integrators/expl_leapfrog.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="comment">// Hamiltonian Monte Carlo on a </span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// Euclidean manifold with unit metric</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="comment">// and static integration time</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    </div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> M, <span class="keyword">class</span> BaseRNG&gt;</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">   18</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html">unit_e_static_hmc</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;                                                    unit_e_point,</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;                                                    unit_e_metric, </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                                    expl_leapfrog, </div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                                    BaseRNG&gt; {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      </div>
+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">   26</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1unit__e__static__hmc.html#aa3f18e181e9b27bc487ec48af5ddd9c1">unit_e_static_hmc</a>(M &amp;m, BaseRNG&amp; rng, std::ostream* o = &amp;std::cout, std::ostream* <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> = 0):</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1base__static__hmc.html">base_static_hmc</a>&lt;M, <a class="code" href="classstan_1_1mcmc_1_1unit__e__point.html">unit_e_point</a>, <a class="code" href="classstan_1_1mcmc_1_1unit__e__metric.html">unit_e_metric</a>, <a class="code" href="classstan_1_1mcmc_1_1expl__leapfrog.html">expl_leapfrog</a>, BaseRNG&gt;(m, rng, o, <a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>)</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      { this-&gt;<a class="code" href="classstan_1_1mcmc_1_1base__mcmc.html#ad2c7124c9b80002735c5db2b7aecf482">_name</a> = <span class="stringliteral">&quot;Static HMC with a unit Euclidean metric&quot;</span>; }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;                        </div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    };</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="beta_8hpp_source.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="cauchy_8hpp_source.html">stan/prob/distributions/univariate/continuous/cauchy.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="chi__square_8hpp_source.html">stan/prob/distributions/univariate/continuous/chi_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="double__exponential_8hpp_source.html">stan/prob/distributions/univariate/continuous/double_exponential.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="exponential_8hpp_source.html">stan/prob/distributions/univariate/continuous/exponential.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="exp__mod__normal_8hpp_source.html">stan/prob/distributions/univariate/continuous/exp_mod_normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="gamma_8hpp_source.html">stan/prob/distributions/univariate/continuous/gamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="gumbel_8hpp_source.html">stan/prob/distributions/univariate/continuous/gumbel.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inv__chi__square_8hpp_source.html">stan/prob/distributions/univariate/continuous/inv_chi_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="inv__gamma_8hpp_source.html">stan/prob/distributions/univariate/continuous/inv_gamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="logistic_8hpp_source.html">stan/prob/distributions/univariate/continuous/logistic.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="lognormal_8hpp_source.html">stan/prob/distributions/univariate/continuous/lognormal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">stan/prob/distributions/univariate/continuous/normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="pareto_8hpp_source.html">stan/prob/distributions/univariate/continuous/pareto.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="rayleigh_8hpp_source.html">stan/prob/distributions/univariate/continuous/rayleigh.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="scaled__inv__chi__square_8hpp_source.html">stan/prob/distributions/univariate/continuous/scaled_inv_chi_square.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="skew__normal_8hpp_source.html">stan/prob/distributions/univariate/continuous/skew_normal.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="student__t_8hpp_source.html">stan/prob/distributions/univariate/continuous/student_t.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="uniform_8hpp_source.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="von__mises_8hpp_source.html">stan/prob/distributions/univariate/continuous/von_mises.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="weibull_8hpp_source.html">stan/prob/distributions/univariate/continuous/weibull.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="univariate_2continuous_8hpp_source.html">Go to the source code of this file.</a></p>
+</div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
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+<a href="univariate_2continuous_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="beta_8hpp.html">stan/prob/distributions/univariate/continuous/beta.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="cauchy_8hpp.html">stan/prob/distributions/univariate/continuous/cauchy.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="chi__square_8hpp.html">stan/prob/distributions/univariate/continuous/chi_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="double__exponential_8hpp.html">stan/prob/distributions/univariate/continuous/double_exponential.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="exponential_8hpp.html">stan/prob/distributions/univariate/continuous/exponential.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="exp__mod__normal_8hpp.html">stan/prob/distributions/univariate/continuous/exp_mod_normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="gamma_8hpp.html">stan/prob/distributions/univariate/continuous/gamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="gumbel_8hpp.html">stan/prob/distributions/univariate/continuous/gumbel.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inv__chi__square_8hpp.html">stan/prob/distributions/univariate/continuous/inv_chi_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="inv__gamma_8hpp.html">stan/prob/distributions/univariate/continuous/inv_gamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="logistic_8hpp.html">stan/prob/distributions/univariate/continuous/logistic.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="lognormal_8hpp.html">stan/prob/distributions/univariate/continuous/lognormal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2distributions_2univariate_2continuous_2normal_8hpp.html">stan/prob/distributions/univariate/continuous/normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="pareto_8hpp.html">stan/prob/distributions/univariate/continuous/pareto.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="rayleigh_8hpp.html">stan/prob/distributions/univariate/continuous/rayleigh.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="scaled__inv__chi__square_8hpp.html">stan/prob/distributions/univariate/continuous/scaled_inv_chi_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="skew__normal_8hpp.html">stan/prob/distributions/univariate/continuous/skew_normal.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="student__t_8hpp.html">stan/prob/distributions/univariate/continuous/student_t.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="uniform_8hpp.html">stan/prob/distributions/univariate/continuous/uniform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="von__mises_8hpp.html">stan/prob/distributions/univariate/continuous/von_mises.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="weibull_8hpp.html">stan/prob/distributions/univariate/continuous/weibull.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="bernoulli_8hpp_source.html">stan/prob/distributions/univariate/discrete/bernoulli.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="binomial_8hpp_source.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="poisson_8hpp_source.html">stan/prob/distributions/univariate/discrete/poisson.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="neg__binomial_8hpp_source.html">stan/prob/distributions/univariate/discrete/neg_binomial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="beta__binomial_8hpp_source.html">stan/prob/distributions/univariate/discrete/beta_binomial.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="hypergeometric_8hpp_source.html">stan/prob/distributions/univariate/discrete/hypergeometric.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ordered__logistic_8hpp_source.html">stan/prob/distributions/univariate/discrete/ordered_logistic.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="univariate_2discrete_8hpp_source.html">Go to the source code of this file.</a></p>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="univariate_2discrete_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__DISCRETE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="bernoulli_8hpp.html">stan/prob/distributions/univariate/discrete/bernoulli.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="binomial_8hpp.html">stan/prob/distributions/univariate/discrete/binomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="poisson_8hpp.html">stan/prob/distributions/univariate/discrete/poisson.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="neg__binomial_8hpp.html">stan/prob/distributions/univariate/discrete/neg_binomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="beta__binomial_8hpp.html">stan/prob/distributions/univariate/discrete/beta_binomial.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="hypergeometric_8hpp.html">stan/prob/distributions/univariate/discrete/hypergeometric.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ordered__logistic_8hpp.html">stan/prob/distributions/univariate/discrete/ordered_logistic.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#endif</span></div>
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_29b20cd43524c7f0fc77aef3c7e38f50.html">gm</a></li><li class="navelem"><a class="el" href="dir_1ff9d265245893e221d5111ecd1383dc.html">arguments</a></li>  </ul>
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+<div class="title">unvalued_argument.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="unvalued__argument_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__UNVALUED__ARGUMENT__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__ARGUMENTS__UNVALUED__ARGUMENT__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#include &lt;iostream&gt;</span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;</div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="argument_8hpp.html">stan/gm/arguments/argument.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">   12</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html">unvalued_argument</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1gm_1_1argument.html">argument</a> {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">   16</a></span>&#160;      <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#ad92f588ed35ed51647cac11f883a945a">unvalued_argument</a>()</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        : <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">_is_present</a>(false) {}</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#ad9feae771a79a8c5d8f96111b6bb08e5">print</a>(std::ostream* s, <span class="keyword">const</span> <span class="keywordtype">int</span> depth, <span class="keyword">const</span> <span class="keywordtype">char</span> prefix) {}</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      </div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">if</span> (!s)</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;          <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        std::string indent(<a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a> * depth, <span class="charliteral">&#39; &#39;</span>);</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        std::string subindent(<a class="code" href="classstan_1_1gm_1_1argument.html#a63234e5b668b59bda3c18c3ade793332">indent_width</a>, <span class="charliteral">&#39; &#39;</span>);</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        *s &lt;&lt; indent &lt;&lt; <a class="code" href="classstan_1_1gm_1_1argument.html#a23946e8de0291c9868b0e5430ff71cf0">_name</a> &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        *s &lt;&lt; indent &lt;&lt; subindent &lt;&lt; <a class="code" href="classstan_1_1gm_1_1argument.html#aa0d6c7ba1141afefb7e78b829bc556a7">_description</a> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        </div>
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+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      </div>
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+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        <span class="keywordflow">if</span> ((args.back() == <span class="stringliteral">&quot;help&quot;</span>) || (args.back() == <span class="stringliteral">&quot;help-all&quot;</span>)) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;          <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a97c066f9a95356069ff6923d483ea03b">print_help</a>(out, 0);</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          help_flag |= <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;          args.clear();</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">_is_present</a> = <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;      };</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      </div>
+<div class="line"><a name="l00050"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a87b246d97afb366e67ae99984dc4540e">   50</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a87b246d97afb366e67ae99984dc4540e">is_present</a>() { </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">_is_present</a>; </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      }</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00055"></a><span class="lineno"><a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">   55</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1gm_1_1unvalued__argument.html#a6b227464109b7ecf60f8a9093b92ee50">_is_present</a>;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    };</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;  } <span class="comment">// gm</span></div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  Stan Development Team.
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="v__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<a href="v__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__V_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__V_VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
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+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__v__vari.html#ae8e93664ac7970bf32c2289f6b8d23fd">   11</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__v__vari.html#ae8e93664ac7970bf32c2289f6b8d23fd">avi_</a>;</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    };</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
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new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">validate_column_index.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__column__index_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a0908a541f73f2d206d9bc0d41c487a4d"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a0908a541f73f2d206d9bc0d41c487a4d"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a0908a541f73f2d206d9bc0d41c487a4d">stan::math::validate_column_index</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m, size_t j, const char *msg)</td></tr>
+<tr class="separator:a0908a541f73f2d206d9bc0d41c487a4d"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__column__index_8hpp_source.html b/doc/api/html/validate__column__index_8hpp_source.html
new file mode 100644
index 00000000000..d7baf28bf81
--- /dev/null
+++ b/doc/api/html/validate__column__index_8hpp_source.html
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<div class="title">validate_column_index.hpp</div>  </div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                               <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
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+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require 0 &lt; column index &lt;= number of columns in &quot;</span> &lt;&lt; msg;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot; found cols()=&quot;</span> &lt;&lt; m.cols()</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; index j=&quot;</span> &lt;&lt; j;</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">validate_greater.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+</div>
+<p><a href="validate__greater_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a954f9705a277937f1a4e39f85c226304"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a954f9705a277937f1a4e39f85c226304"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a954f9705a277937f1a4e39f85c226304">stan::math::validate_greater</a> (const T1 &amp;x, const T2 &amp;y, const char *x_name, const char *y_name, const char *fun_name)</td></tr>
+<tr class="separator:a954f9705a277937f1a4e39f85c226304"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__greater_8hpp_source.html b/doc/api/html/validate__greater_8hpp_source.html
new file mode 100644
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+<div class="title">validate_greater.hpp</div>  </div>
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+<a href="validate__greater_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_GREATER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_GREATER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">inline</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                          <span class="keyword">const</span> <span class="keywordtype">char</span>* x_name, <span class="keyword">const</span> <span class="keywordtype">char</span>* y_name, </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                          <span class="keyword">const</span> <span class="keywordtype">char</span>* fun_name) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (x &gt; y) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require &quot;</span> &lt;&lt; x_name &lt;&lt; <span class="stringliteral">&quot; &gt; &quot;</span> &lt;&lt; y_name</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; in &quot;</span> &lt;&lt; fun_name</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; found &quot;</span> &lt;&lt; x_name &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; x</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; y_name &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; y;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  </span>
+</div>
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+<div class="title">validate_greater_or_equal.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+</div>
+<p><a href="validate__greater__or__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a153a2d6e5f828a2dc08ccba7dab2ba02"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a153a2d6e5f828a2dc08ccba7dab2ba02"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a153a2d6e5f828a2dc08ccba7dab2ba02">stan::math::validate_greater_or_equal</a> (const T1 &amp;x, const T2 &amp;y, const char *x_name, const char *y_name, const char *fun_name)</td></tr>
+<tr class="separator:a153a2d6e5f828a2dc08ccba7dab2ba02"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__greater__or__equal_8hpp_source.html b/doc/api/html/validate__greater__or__equal_8hpp_source.html
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+<a href="validate__greater__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_GREATER_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_GREATER_OR_EQUAL_HPP__</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                                   <span class="keyword">const</span> <span class="keywordtype">char</span>* x_name, <span class="keyword">const</span> <span class="keywordtype">char</span>* y_name, </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                   <span class="keyword">const</span> <span class="keywordtype">char</span>* fun_name) {</div>
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+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; y_name &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; y;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
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+<div class="title">validate_less.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+</div>
+<p><a href="validate__less_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a849c8dde0b08965817c862676d5b8aa3"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a849c8dde0b08965817c862676d5b8aa3"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a849c8dde0b08965817c862676d5b8aa3">stan::math::validate_less</a> (const T1 &amp;x, const T2 &amp;y, const char *x_name, const char *y_name, const char *fun_name)</td></tr>
+<tr class="separator:a849c8dde0b08965817c862676d5b8aa3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__less_8hpp_source.html b/doc/api/html/validate__less_8hpp_source.html
new file mode 100644
index 00000000000..1a6283405cf
--- /dev/null
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@@ -0,0 +1,133 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+  <td id="projectlogo"><img alt="Logo" src="stanlogo-main.png"/></td>
+  <td style="padding-left: 0.5em;">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
+ </tr>
+ </tbody>
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+<!-- end header part -->
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+<div class="title">validate_less.hpp</div>  </div>
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+<a href="validate__less_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_LESS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_LESS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a849c8dde0b08965817c862676d5b8aa3">   12</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a849c8dde0b08965817c862676d5b8aa3">validate_less</a>(<span class="keyword">const</span> T1&amp; x, <span class="keyword">const</span> T2&amp; y,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                       <span class="keyword">const</span> <span class="keywordtype">char</span>* x_name, <span class="keyword">const</span> <span class="keywordtype">char</span>* y_name, </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                       <span class="keyword">const</span> <span class="keywordtype">char</span>* fun_name) {</div>
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+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">validate_less_or_equal.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+</div>
+<p><a href="validate__less__or__equal_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3f5968c67a61a65e3fe2a434d9ffb7bf"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a3f5968c67a61a65e3fe2a434d9ffb7bf"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3f5968c67a61a65e3fe2a434d9ffb7bf">stan::math::validate_less_or_equal</a> (const T1 &amp;x, const T2 &amp;y, const char *x_name, const char *y_name, const char *fun_name)</td></tr>
+<tr class="separator:a3f5968c67a61a65e3fe2a434d9ffb7bf"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__less__or__equal_8hpp_source.html b/doc/api/html/validate__less__or__equal_8hpp_source.html
new file mode 100644
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+++ b/doc/api/html/validate__less__or__equal_8hpp_source.html
@@ -0,0 +1,133 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<!-- end header part -->
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+<div class="title">validate_less_or_equal.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="validate__less__or__equal_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_LESS_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_LESS_OR_EQUAL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3f5968c67a61a65e3fe2a434d9ffb7bf">   12</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a3f5968c67a61a65e3fe2a434d9ffb7bf">validate_less_or_equal</a>(<span class="keyword">const</span> T1&amp; x, <span class="keyword">const</span> T2&amp; y,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                                <span class="keyword">const</span> <span class="keywordtype">char</span>* x_name, <span class="keyword">const</span> <span class="keywordtype">char</span>* y_name, </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                <span class="keyword">const</span> <span class="keywordtype">char</span>* fun_name) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (x &lt;= y) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require &quot;</span> &lt;&lt; x_name &lt;&lt; <span class="stringliteral">&quot; &lt;= &quot;</span> &lt;&lt; y_name</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; in &quot;</span> &lt;&lt; fun_name</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; found &quot;</span> &lt;&lt; x_name &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; x</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt; y_name &lt;&lt; <span class="stringliteral">&quot;=&quot;</span> &lt;&lt; y;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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new file mode 100644
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__matching__dims_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a6c2cb320ad093bb28e503258b3681826"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a6c2cb320ad093bb28e503258b3681826"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">stan::math::validate_matching_dims</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;x1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;x2, const char *msg)</td></tr>
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+<a href="validate__matching__dims_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_MATCHING_DIMS_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_MATCHING_DIMS_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keywordtype">int</span> R1, <span class="keywordtype">int</span> C1, <span class="keyword">typename</span> T2, <span class="keywordtype">int</span> R2, <span class="keywordtype">int</span> C2&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">   12</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a6c2cb320ad093bb28e503258b3681826">validate_matching_dims</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt;&amp; x1,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                                       <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt;&amp; x2,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                       <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (x1.rows() == x2.rows()</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;          &amp;&amp; x1.cols() == x2.cols()) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;error in call to &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; require matching dimensions, but found&quot;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg1(rows=&quot;</span> &lt;&lt; x1.rows() &lt;&lt; <span class="stringliteral">&quot;,cols=&quot;</span> &lt;&lt; x1.cols() &lt;&lt; <span class="stringliteral">&quot;);&quot;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg2(rows=&quot;</span> &lt;&lt; x2.rows() &lt;&lt; <span class="stringliteral">&quot;,cols=&quot;</span> &lt;&lt; x2.cols() &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }   </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160; </div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;}</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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diff --git a/doc/api/html/validate__matching__sizes_8hpp.html b/doc/api/html/validate__matching__sizes_8hpp.html
new file mode 100644
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__matching__sizes_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
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+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:ad53597362a6c7c1158057959fcac292e"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:ad53597362a6c7c1158057959fcac292e"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">stan::math::validate_matching_sizes</a> (const std::vector&lt; T1 &gt; &amp;x1, const std::vector&lt; T2 &gt; &amp;x2, const char *msg)</td></tr>
+<tr class="separator:ad53597362a6c7c1158057959fcac292e"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a41ec7da4239a007943fc013e07cba3aa"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a41ec7da4239a007943fc013e07cba3aa"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a41ec7da4239a007943fc013e07cba3aa">stan::math::validate_matching_sizes</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;x1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;x2, const char *msg)</td></tr>
+<tr class="separator:a41ec7da4239a007943fc013e07cba3aa"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a263171956617573c8cd3c1d18fd6ceb3"><td class="memTemplParams" colspan="2">template&lt;typename Derived , typename T2 , int R2, int C2&gt; </td></tr>
+<tr class="memitem:a263171956617573c8cd3c1d18fd6ceb3"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a263171956617573c8cd3c1d18fd6ceb3">stan::math::validate_matching_sizes</a> (const Eigen::Block&lt; Derived &gt; &amp;x1, const Eigen::Matrix&lt; T2, R2, C2 &gt; &amp;x2, const char *msg)</td></tr>
+<tr class="separator:a263171956617573c8cd3c1d18fd6ceb3"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a8129ae89cd2dbb265cb12b92f8e04422"><td class="memTemplParams" colspan="2">template&lt;typename T1 , int R1, int C1, typename Derived &gt; </td></tr>
+<tr class="memitem:a8129ae89cd2dbb265cb12b92f8e04422"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a8129ae89cd2dbb265cb12b92f8e04422">stan::math::validate_matching_sizes</a> (const Eigen::Matrix&lt; T1, R1, C1 &gt; &amp;x1, const Eigen::Block&lt; Derived &gt; &amp;x2, const char *msg)</td></tr>
+<tr class="separator:a8129ae89cd2dbb265cb12b92f8e04422"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:affd4c08b7da0d68132fa34cb400ea42f"><td class="memTemplParams" colspan="2">template&lt;typename Derived1 , typename Derived2 &gt; </td></tr>
+<tr class="memitem:affd4c08b7da0d68132fa34cb400ea42f"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#affd4c08b7da0d68132fa34cb400ea42f">stan::math::validate_matching_sizes</a> (const Eigen::Block&lt; Derived1 &gt; &amp;x1, const Eigen::Block&lt; Derived2 &gt; &amp;x2, const char *msg)</td></tr>
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+<a href="validate__matching__sizes_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_MATCHING_SIZES_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_MATCHING_SIZES_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">   13</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">validate_matching_sizes</a>(<span class="keyword">const</span> std::vector&lt;T1&gt;&amp; x1,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                        <span class="keyword">const</span> std::vector&lt;T2&gt;&amp; x2,</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;                                        <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">if</span> (x1.size() == x2.size()) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;error in call to &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; require matching sizes, but found&quot;</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg1(size=&quot;</span> &lt;&lt; x1.size() &lt;&lt; <span class="stringliteral">&quot;);&quot;</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg2(size=&quot;</span> &lt;&lt; x2.size() &lt;&lt; <span class="stringliteral">&quot;);&quot;</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
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+<div class="line"><a name="l00026"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a41ec7da4239a007943fc013e07cba3aa">   26</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#ad53597362a6c7c1158057959fcac292e">validate_matching_sizes</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T1,R1,C1&gt;&amp; x1,</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;                                        <span class="keyword">const</span> Eigen::Matrix&lt;T2,R2,C2&gt;&amp; x2,</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;                                        <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keywordflow">if</span> (x1.size() == x2.size()) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;error in call to &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; require matching sizes, but found&quot;</span></div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg1(rows=&quot;</span> &lt;&lt; x1.rows() &lt;&lt; <span class="stringliteral">&quot;,cols=&quot;</span> &lt;&lt; x1.cols() </div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;,size=&quot;</span> &lt;&lt; (x1.rows() * x1.cols()) &lt;&lt; <span class="stringliteral">&quot;);&quot;</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;         &lt;&lt; <span class="stringliteral">&quot; arg2(rows=&quot;</span> &lt;&lt; x2.rows() &lt;&lt; <span class="stringliteral">&quot;,cols=&quot;</span> &lt;&lt; x2.cols() </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;,size=&quot;</span> &lt;&lt; (x2.rows() * x2.cols()) &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    }</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
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+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
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+<div class="title">validate_multiplicable.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__multiplicable_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2f8623dd71addc9eb308adbd79650173"><td class="memTemplParams" colspan="2">template&lt;typename T1 , typename T2 &gt; </td></tr>
+<tr class="memitem:a2f8623dd71addc9eb308adbd79650173"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a2f8623dd71addc9eb308adbd79650173">stan::math::validate_multiplicable</a> (const T1 &amp;x1, const T2 &amp;x2, const char *msg)</td></tr>
+<tr class="separator:a2f8623dd71addc9eb308adbd79650173"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__multiplicable_8hpp_source.html b/doc/api/html/validate__multiplicable_8hpp_source.html
new file mode 100644
index 00000000000..c4032fe5fb1
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+++ b/doc/api/html/validate__multiplicable_8hpp_source.html
@@ -0,0 +1,134 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
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+<p><a href="validate__non__negative__index_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+<tr class="memitem:a3abcd9b7deac4b6378eae04ee927f498"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3abcd9b7deac4b6378eae04ee927f498">stan::math::validate_non_negative_index</a> (const std::string &amp;var_name, const std::string &amp;expr, int val)</td></tr>
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+<a href="validate__non__negative__index_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__ERROR_HANDLING__MATRIX__VALIDATE_NON_NEGATIVE_INDEX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__ERROR_HANDLING__MATRIX__VALIDATE_NON_NEGATIVE_INDEX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">inline</span> </div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keywordtype">void</span> </div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a3abcd9b7deac4b6378eae04ee927f498">   12</a></span>&#160;    <a class="code" href="namespacestan_1_1math.html#a3abcd9b7deac4b6378eae04ee927f498">validate_non_negative_index</a>(<span class="keyword">const</span> std::string&amp; var_name,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                                <span class="keyword">const</span> std::string&amp; expr,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                <span class="keywordtype">int</span> val) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (val &lt; 0) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        std::stringstream msg;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        msg &lt;&lt; <span class="stringliteral">&quot;Found negative dimension size in variable declaration&quot;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;; variable=&quot;</span> &lt;&lt; var_name</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;; dimension size expression=&quot;</span> &lt;&lt; expr</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;            &lt;&lt; <span class="stringliteral">&quot;; expression value=&quot;</span> &lt;&lt; val;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <span class="keywordflow">throw</span> std::invalid_argument(msg.str());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;  }</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;}</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<a href="#namespaces">Namespaces</a> &#124;
+<a href="#func-members">Functions</a>  </div>
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+<div class="title">validate_non_negative_rep.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+</div>
+<p><a href="validate__non__negative__rep_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aa5fcab47a4a1c557ed22ce8c9dfa4690"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa5fcab47a4a1c557ed22ce8c9dfa4690">stan::math::validate_non_negative_rep</a> (int n, const std::string &amp;fun)</td></tr>
+<tr class="memdesc:aa5fcab47a4a1c557ed22ce8c9dfa4690"><td class="mdescLeft">&#160;</td><td class="mdescRight">If argument is negative, throw a domain error indicating the function with the specified name.  <a href="#aa5fcab47a4a1c557ed22ce8c9dfa4690"></a><br/></td></tr>
+<tr class="separator:aa5fcab47a4a1c557ed22ce8c9dfa4690"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__non__negative__rep_8hpp_source.html b/doc/api/html/validate__non__negative__rep_8hpp_source.html
new file mode 100644
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+++ b/doc/api/html/validate__non__negative__rep_8hpp_source.html
@@ -0,0 +1,131 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+</div><!--header-->
+<div class="contents">
+<a href="validate__non__negative__rep_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__VALIDATE_NON_NEGATIVE_REP_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__VALIDATE_NON_NEGATIVE_REP_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa5fcab47a4a1c557ed22ce8c9dfa4690">   20</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#aa5fcab47a4a1c557ed22ce8c9dfa4690" title="If argument is negative, throw a domain error indicating the function with the specified name...">validate_non_negative_rep</a>(<span class="keywordtype">int</span> n, <span class="keyword">const</span> std::string&amp; fun) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">if</span> (n &gt;= 0) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      std::stringstream msg;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      msg &lt;&lt; <span class="stringliteral">&quot;error in &quot;</span> &lt;&lt; fun</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; number of replications must be positive&quot;</span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;; found n=&quot;</span> &lt;&lt; n;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(msg.str());</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+</div>
+<p><a href="validate__nonzero__size_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+Functions</h2></td></tr>
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+<tr class="memitem:ab4ad50f7ce663f08887cc98f00325102"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">stan::math::validate_nonzero_size</a> (const T &amp;x, const char *msg)</td></tr>
+<tr class="separator:ab4ad50f7ce663f08887cc98f00325102"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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diff --git a/doc/api/html/validate__nonzero__size_8hpp_source.html b/doc/api/html/validate__nonzero__size_8hpp_source.html
new file mode 100644
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+<a href="validate__nonzero__size_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_NONZERO_SIZE_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_NONZERO_SIZE_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;    </div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">   11</a></span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#ab4ad50f7ce663f08887cc98f00325102">validate_nonzero_size</a>(<span class="keyword">const</span> T&amp; x, <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      <span class="keywordflow">if</span> (x.size() &gt; 0) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require non-zero size for &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;found size=&quot;</span> &lt;&lt; x.size();</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;  }</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;}</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/validate__row__index_8hpp.html b/doc/api/html/validate__row__index_8hpp.html
new file mode 100644
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__row__index_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a89eabaf81a12e1ba52dc95991f3c7cec"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a89eabaf81a12e1ba52dc95991f3c7cec"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a89eabaf81a12e1ba52dc95991f3c7cec">stan::math::validate_row_index</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;m, size_t i, const char *msg)</td></tr>
+<tr class="separator:a89eabaf81a12e1ba52dc95991f3c7cec"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="validate__row__index_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_ROW_INDEX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_ROW_INDEX_HPP__</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="validate__square_8hpp.html">stan/math/matrix/validate_square.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>math {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#a89eabaf81a12e1ba52dc95991f3c7cec">   13</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#a89eabaf81a12e1ba52dc95991f3c7cec">validate_row_index</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T,R,C&gt;&amp; m,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                            <span class="keywordtype">size_t</span> i,</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;                            <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keywordflow">if</span> (i &gt; 0 &amp;&amp; i &lt;=  static_cast&lt;size_t&gt;(m.rows())) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require 0 &lt; row index &lt;= number of rows in &quot;</span> &lt;&lt; msg;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot; found rows()=&quot;</span> &lt;&lt; m.rows()</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; index i=&quot;</span> &lt;&lt; i;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    }</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;  }</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;}</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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diff --git a/doc/api/html/validate__square_8hpp.html b/doc/api/html/validate__square_8hpp.html
new file mode 100644
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__square_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a80e2967cc986a918329c7e226aa97d35"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a80e2967cc986a918329c7e226aa97d35"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a80e2967cc986a918329c7e226aa97d35">stan::math::validate_square</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x, const char *msg)</td></tr>
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+  <i>&copy; 2011&ndash;2013,
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+<a href="validate__square_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_SQUARE_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
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+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                         <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;error in call to &quot;</span> &lt;&lt; msg</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+</div>
diff --git a/doc/api/html/validate__std__vector__index_8hpp.html b/doc/api/html/validate__std__vector__index_8hpp.html
new file mode 100644
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+</div>
+<p><a href="validate__std__vector__index_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:aa8bef2aad224049eb13f5de732d60805"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
+<tr class="memitem:aa8bef2aad224049eb13f5de732d60805"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#aa8bef2aad224049eb13f5de732d60805">stan::math::validate_std_vector_index</a> (const std::vector&lt; T &gt; &amp;sv, size_t j, const char *msg)</td></tr>
+<tr class="separator:aa8bef2aad224049eb13f5de732d60805"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
diff --git a/doc/api/html/validate__std__vector__index_8hpp_source.html b/doc/api/html/validate__std__vector__index_8hpp_source.html
new file mode 100644
index 00000000000..576c6fb9f22
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+<a href="validate__std__vector__index_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_STD_VECTOR_INDEX_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_STD_VECTOR_INDEX_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>math {</div>
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+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="namespacestan_1_1math.html#aa8bef2aad224049eb13f5de732d60805">   12</a></span>&#160;    <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1math.html#aa8bef2aad224049eb13f5de732d60805">validate_std_vector_index</a>(<span class="keyword">const</span> std::vector&lt;T&gt;&amp; sv,</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;                                    <span class="keywordtype">size_t</span> j,</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                                    <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="keywordflow">if</span> (j &gt; 0 &amp;&amp; j &lt;=  sv.size()) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      std::stringstream ss;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;require 0 &lt; index &lt;= vector size&quot;</span> &lt;&lt; msg;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      ss &lt;&lt; <span class="stringliteral">&quot;; found vector size=&quot;</span> &lt;&lt; sv.size()</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;         &lt;&lt; <span class="stringliteral">&quot;; index j=&quot;</span> &lt;&lt; j;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      <span class="keywordflow">throw</span> std::domain_error(ss.str());</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;    </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">validate_symmetric.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="validate__square_8hpp_source.html">stan/math/matrix/validate_square.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__symmetric_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3e7c964f96b6454223b9204f463ad674"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a3e7c964f96b6454223b9204f463ad674"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a3e7c964f96b6454223b9204f463ad674">stan::math::validate_symmetric</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x, const char *msg)</td></tr>
+<tr class="separator:a3e7c964f96b6454223b9204f463ad674"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  </span>
+</div>
diff --git a/doc/api/html/validate__symmetric_8hpp_source.html b/doc/api/html/validate__symmetric_8hpp_source.html
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+<div class="title">validate_symmetric.hpp</div>  </div>
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+<a href="validate__symmetric_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MATH__MATRIX__VALIDATE_SYMMETRIC_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MATH__MATRIX__VALIDATE_SYMMETRIC_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
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+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T, <span class="keywordtype">int</span> R, <span class="keywordtype">int</span> C&gt;</div>
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+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;                            <span class="keyword">const</span> <span class="keywordtype">char</span>* msg) {</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;            ss &lt;&lt; <span class="stringliteral">&quot;error in call to &quot;</span> &lt;&lt; msg</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;; require symmetric matrix, but found&quot;</span></div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;; x[&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; j &lt;&lt; <span class="stringliteral">&quot;]=&quot;</span> &lt;&lt; x(i,j)</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;; x[&quot;</span> &lt;&lt; j &lt;&lt; <span class="stringliteral">&quot;,&quot;</span> &lt;&lt; i &lt;&lt; <span class="stringliteral">&quot;]=&quot;</span> &lt;&lt; x(j,i);</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }    </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    </div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="contents">
+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="validate__vector_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1math"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html">stan::math</a></td></tr>
+<tr class="memdesc:namespacestan_1_1math"><td class="mdescLeft">&#160;</td><td class="mdescRight">Matrices and templated mathematical functions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Functions</h2></td></tr>
+<tr class="memitem:a883b9b83e5ca3d865f9dcf26d57a69fe"><td class="memTemplParams" colspan="2">template&lt;typename T , int R, int C&gt; </td></tr>
+<tr class="memitem:a883b9b83e5ca3d865f9dcf26d57a69fe"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1math.html#a883b9b83e5ca3d865f9dcf26d57a69fe">stan::math::validate_vector</a> (const Eigen::Matrix&lt; T, R, C &gt; &amp;x, const char *msg)</td></tr>
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+<div class="textblock"><code>#include &lt;<a class="el" href="argument_8hpp_source.html">stan/gm/arguments/argument.hpp</a>&gt;</code><br/>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
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+<div class="title">valued_argument.hpp</div>  </div>
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+<a href="valued__argument_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__ARGUMENTS__VALUED__ARGUMENT__BETA__</span></div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
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+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    </div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="var_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1var.html">stan::agrad::var</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">Independent (input) and dependent (output) variables for gradients.  <a href="classstan_1_1agrad_1_1var.html#details">More...</a><br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a352bfc3b18e738626b7cbbbbcd23ef06"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a> ()</td></tr>
+<tr class="separator:a352bfc3b18e738626b7cbbbbcd23ef06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a1fb22c831a12e8fea76ef7ee0bd32cb3"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3">stan::agrad::grad</a> (chainable *vi)</td></tr>
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+  Stan Development Team.
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+</div>
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+<div class="title">var.hpp</div>  </div>
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+<a href="var_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__VAR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__VAR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="comment">// forward declare</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">recover_memory</a>();</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">grad</a>(chainable* vi);</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">class </span>var {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="comment">// FIXME: doc what this is for</span></div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">   32</a></span>&#160;      <span class="keyword">typedef</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a9ddcf3d9523473d4c99eb4dc81c6938f">Scalar</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> * <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
+<div class="line"><a name="l00052"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#ab7764c9ed32774d35c18d512d5c96f96">   52</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1agrad_1_1var.html#ab7764c9ed32774d35c18d512d5c96f96" title="Return true if this variable has been declared, but not been defined.">is_uninitialized</a>() {</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;        <span class="keywordflow">return</span> (<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a> == static_cast&lt;vari*&gt;(0U));</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      }</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#adfb9d02c364f36d433ebbe551ed5cf6d">   61</a></span>&#160;      <span class="keyword">explicit</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* vi)</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;        : <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(vi) </div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      {  }</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;</div>
+<div class="line"><a name="l00072"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146">   72</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>() </div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        : <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(static_cast&lt;<a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>*&gt;(0U))</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      { }</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#af45c7283eb94f118473d6590387ae2bb">   82</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<span class="keywordtype">bool</span> b) :</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(b))) {</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;      }</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
+<div class="line"><a name="l00092"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a36df08fb95336e5c4475768447cc17dc">   92</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<span class="keywordtype">char</span> c) :</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(c))) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      }</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div>
+<div class="line"><a name="l00102"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#add6c4253ae479385de58f2dd02e5e82e">  102</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<span class="keywordtype">short</span> n) :</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(n))) {</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      }</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
+<div class="line"><a name="l00112"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#ac4651f0c746a0f08974866f3052b7137">  112</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">short</span> n) :</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(n))) {</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      }</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;</div>
+<div class="line"><a name="l00122"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a8a75e2e91a261d9919cc05ca0e2535c3">  122</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1var.html#a338e1033dc034d6333060ec779200146" title="Construct a variable for later assignment.">var</a>(<span class="keywordtype">int</span> n) :</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(n))) {</div>
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+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div>
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+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>(new <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(static_cast&lt;double&gt;(x))) {</div>
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+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div>
+<div class="line"><a name="l00210"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3">  210</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a3c15579ed3018cae0a0bf556bed164e3" title="Return the value of this variable.">val</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      }</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;</div>
+<div class="line"><a name="l00222"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a44db5cfbac5b6858bc26cbb2518a6826">  222</a></span>&#160;      <span class="keyword">inline</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a44db5cfbac5b6858bc26cbb2518a6826" title="Return the derivative of the root expression with respect to this expression.">adj</a>()<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0" title="The adjoint of this variable, which is the partial derivative of this variable with respect to the ro...">adj_</a>;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;      }</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;</div>
+<div class="line"><a name="l00238"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#adafe2731ffff76ed74a84299633d70ac">  238</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94" title="Compute gradients of this dependent variable with respect to all variables on which it depends...">grad</a>(std::vector&lt;var&gt;&amp; x,</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;                std::vector&lt;double&gt;&amp; g) {</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>);</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        g.resize(x.size());</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; x.size(); ++i) </div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;          g[i] = x[i].<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>-&gt;<a class="code" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0" title="The adjoint of this variable, which is the partial derivative of this variable with respect to the ro...">adj_</a>;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">recover_memory</a>();</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      }</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      </div>
+<div class="line"><a name="l00263"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94">  263</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1agrad_1_1var.html#a14d0349fa31df6ae544165b40cd01d94" title="Compute gradients of this dependent variable with respect to all variables on which it depends...">grad</a>() {</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a1fb22c831a12e8fea76ef7ee0bd32cb3" title="Compute the gradient for all variables starting from the specified root variable implementation.">stan::agrad::grad</a>(<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>);</div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        <a class="code" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">recover_memory</a>();</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      }</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      <span class="comment">// POINTER OVERRIDES</span></div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      </div>
+<div class="line"><a name="l00282"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#ab9b31165b391c7db9e1b47f0573bc747">  282</a></span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#ab9b31165b391c7db9e1b47f0573bc747" title="Return a reference to underlying implementation of this variable.">operator*</a>() {</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;        <span class="keywordflow">return</span> *<a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      }</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00296"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#af706ab2096ce340463d8794edb603a22">  296</a></span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1var.html#af706ab2096ce340463d8794edb603a22" title="Return a pointer to the underlying implementation of this variable.">operator-&gt;</a>() {</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1var.html#af62c13dcd2bfab818579f6715fbda6af" title="Pointer to the implementation of this variable.">vi_</a>;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      }</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;      <span class="comment">// COMPOUND ASSIGNMENT OPERATORS</span></div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;    </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a7aed84a14a5c7f34bddc0d5a17a2c77f" title="The compound add/assignment operator for variables (C++).">operator+=</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b); </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;</div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a7aed84a14a5c7f34bddc0d5a17a2c77f" title="The compound add/assignment operator for variables (C++).">operator+=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b);</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#adc63a21e809772e4e1943dcde7d81501" title="The compound subtract/assignment operator for variables (C++).">operator-=</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b);</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#adc63a21e809772e4e1943dcde7d81501" title="The compound subtract/assignment operator for variables (C++).">operator-=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b);</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a9a9aedf7da287c55b7ef482c452b5be7" title="The compound multiply/assignment operator for variables (C++).">operator*=</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b);</div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a9a9aedf7da287c55b7ef482c452b5be7" title="The compound multiply/assignment operator for variables (C++).">operator*=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b);</div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;</div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9" title="The compound divide/assignment operator for variables (C++).">operator/=</a>(<span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; b);</div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;      <span class="keyword">inline</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#aa006b46d2909a3924efd0275a57f85a9" title="The compound divide/assignment operator for variables (C++).">operator/=</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> b);</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;</div>
+<div class="line"><a name="l00411"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1var.html#a3545860122fa159c57e23dd0fbfbf5cd">  411</a></span>&#160;      <span class="keyword">friend</span> std::ostream&amp; <a class="code" href="classstan_1_1agrad_1_1var.html#a3545860122fa159c57e23dd0fbfbf5cd" title="Write the value of this auto-dif variable and its adjoint to the specified output stream...">operator&lt;&lt;</a>(std::ostream&amp; os, <span class="keyword">const</span> <a class="code" href="classstan_1_1agrad_1_1var.html" title="Independent (input) and dependent (output) variables for gradients.">var</a>&amp; v) {</div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        <span class="keywordflow">if</span> (v.vi_ == 0)</div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;          <span class="keywordflow">return</span> os &lt;&lt; <span class="stringliteral">&quot;uninitialized&quot;</span>;</div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        <span class="keywordflow">return</span> os &lt;&lt; v.val() &lt;&lt; <span class="charliteral">&#39;:&#39;</span> &lt;&lt; v.adj();</div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;      }</div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;    };</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;  }</div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;}</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
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+  Stan Development Team.
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="welford__var__estimator_8hpp_source.html">stan/prob/welford_var_estimator.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="windowed__adaptation_8hpp_source.html">stan/mcmc/windowed_adaptation.hpp</a>&gt;</code><br/>
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+<a href="var__adaptation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__VAR__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__MCMC__VAR__ADAPTATION__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="welford__var__estimator_8hpp.html">stan/prob/welford_var_estimator.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="windowed__adaptation_8hpp.html">stan/mcmc/windowed_adaptation.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;  </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  <span class="keyword">namespace </span>mcmc {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;        </div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html">   14</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html">var_adaptation</a>: <span class="keyword">public</span> <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html">windowed_adaptation</a> {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      </div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a6a890bf02c8dba36880f8e273b2f9549">   18</a></span>&#160;      <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a6a890bf02c8dba36880f8e273b2f9549">var_adaptation</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html">windowed_adaptation</a>(<span class="stringliteral">&quot;variance&quot;</span>), <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">_estimator</a>(n) {}</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a52f68d10bf0c8628b395bf18a00ba34e">   20</a></span>&#160;      <span class="keywordtype">bool</span> <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#a52f68d10bf0c8628b395bf18a00ba34e">learn_variance</a>(Eigen::VectorXd&amp; var, <span class="keyword">const</span> Eigen::VectorXd&amp; q) {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a8e82facfbdd25e23a6dc04dfb47f6f55">adaptation_window</a>()) <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">add_sample</a>(q);</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ae4b5c1e4712c89086d7f7e2c0463e245">end_adaptation_window</a>()) {</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;          </div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;          <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">_estimator</a>.<a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">sample_variance</a>(var);</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;          </div>
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+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;                + 1<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a>-3 * (5.0 / (n + 5.0)) * Eigen::VectorXd::Ones(var.size());</div>
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+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;          </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;          ++<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ab589266e966065c3088e6b02c73ad1e3">_adapt_window_counter</a>;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;          </div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        }</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        </div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        ++<a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#ab589266e966065c3088e6b02c73ad1e3">_adapt_window_counter</a>;</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      }</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">   48</a></span>&#160;      <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html">prob::welford_var_estimator</a> <a class="code" href="classstan_1_1mcmc_1_1var__adaptation.html#ac7cca0e0ab1286b812f2d890049a09e4">_estimator</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    };</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;stdexcept&gt;</code><br/>
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+<a href="var__context_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__VAR_CONTEXT_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__VAR_CONTEXT_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;sstream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1var__context.html">   29</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1var__context.html" title="A var_reader reads array variables of integer and floating point type by name and dimension...">var_context</a> {</div>
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+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
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+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;</div>
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+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;sstream&gt;</code><br/>
+<code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="expression__grammar_8hpp_source.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</code><br/>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">struct &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structstan_1_1gm_1_1var__decls__grammar.html">stan::gm::var_decls_grammar&lt; Iterator &gt;</a></td></tr>
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+<a href="var__decls__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__VAR_DECLS_GRAMMAR__HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
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+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="ast_8hpp.html">stan/gm/ast.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="expression__grammar_8hpp.html">stan/gm/grammars/expression_grammar.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1var__decls__grammar.html">   19</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1var__decls__grammar.html">var_decls_grammar</a> </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      : boost::spirit::qi::grammar&lt;Iterator,</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;                                   boost::spirit::qi::locals&lt;bool&gt;,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;                                   std::vector&lt;var_decl&gt;(bool,var_origin),</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;                                   whitespace_grammar&lt;Iterator&gt; &gt; {</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <a class="code" href="structstan_1_1gm_1_1var__decls__grammar.html#ae9971b3fb03092c02d4f4d12a9d05277">var_decls_grammar</a>(<a class="code" href="structstan_1_1gm_1_1variable__map.html">variable_map</a>&amp; var_map,</div>
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+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="comment">// global info for parses</span></div>
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+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1var__decls__grammar.html#a873990473ac21516e6aef9eeb17516b7">   35</a></span>&#160;      <a class="code" href="structstan_1_1gm_1_1expression__grammar.html">expression_grammar&lt;Iterator&gt;</a> <a class="code" href="structstan_1_1gm_1_1var__decls__grammar.html#a873990473ac21516e6aef9eeb17516b7">expression07_g</a>;      </div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="comment">// rules</span></div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1corr__matrix__var__decl.html">corr_matrix_var_decl</a>(<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), </div>
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+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                              <a class="code" href="structstan_1_1gm_1_1cov__matrix__var__decl.html">cov_matrix_var_decl</a>(<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), </div>
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+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;      boost::spirit::qi::rule&lt;Iterator,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                              std::vector&lt;expression&gt;(<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>), </div>
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+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
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+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;                              std::string(), </div>
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+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;                              std::string(), </div>
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+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
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+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      boost::spirit::qi::rule&lt;Iterator,</div>
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+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;                              std::vector&lt;expression&gt;(<a class="code" href="namespacestan_1_1gm.html#a37c3937aa5961352d95274c274bf0b17">var_origin</a>),</div>
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+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
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+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;      boost::spirit::qi::rule&lt;Iterator, </div>
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+<div class="title">var_decls_grammar_def.hpp File Reference</div>  </div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</code><br/>
+<code>#include &lt;boost/lexical_cast.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/adapt_struct.hpp&gt;</code><br/>
+<code>#include &lt;boost/fusion/include/std_pair.hpp&gt;</code><br/>
+<code>#include &lt;boost/config/warning_disable.hpp&gt;</code><br/>
+<code>#include &lt;boost/spirit/include/qi_numeric.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="ast_8hpp_source.html">stan/gm/ast.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__decls__grammar_8hpp_source.html">stan/gm/grammars/var_decls_grammar.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="common__adaptors__def_8hpp_source.html">stan/gm/grammars/common_adaptors_def.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="var__decls__grammar__def_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a1bf1e318d7e36dbd7a26eb65a05fcd13"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="var__decls__grammar__def_8hpp.html#a1bf1e318d7e36dbd7a26eb65a05fcd13">BOOST_FUSION_ADAPT_STRUCT</a> (<a class="el" href="structstan_1_1gm_1_1int__var__decl.html">stan::gm::int_var_decl</a>,(<a class="el" href="structstan_1_1gm_1_1range.html">stan::gm::range</a>, range_)(std::string, name_)(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &gt;, dims_)) BOOST_FUSION_ADAPT_STRUCT(stan</td></tr>
+<tr class="separator:a1bf1e318d7e36dbd7a26eb65a05fcd13"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a class="anchor" id="a1bf1e318d7e36dbd7a26eb65a05fcd13"></a>
+<div class="memitem">
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+      <table class="memname">
+        <tr>
+          <td class="memname">BOOST_FUSION_ADAPT_STRUCT </td>
+          <td>(</td>
+          <td class="paramtype"><a class="el" href="structstan_1_1gm_1_1int__var__decl.html">stan::gm::int_var_decl</a>&#160;</td>
+          <td class="paramname">, </td>
+        </tr>
+        <tr>
+          <td class="paramkey"></td>
+          <td></td>
+          <td class="paramtype">(<a class="el" href="structstan_1_1gm_1_1range.html">stan::gm::range</a>, range_)(std::string, name_)(std::vector&lt; <a class="el" href="structstan_1_1gm_1_1expression.html">stan::gm::expression</a> &gt;, dims_)&#160;</td>
+          <td class="paramname">&#160;</td>
+        </tr>
+        <tr>
+          <td></td>
+          <td>)</td>
+          <td></td><td></td>
+        </tr>
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+</div><div class="memdoc">
+
+<p>Definition at line <a class="el" href="var__decls__grammar__def_8hpp_source.html#l00022">22</a> of file <a class="el" href="var__decls__grammar__def_8hpp_source.html">var_decls_grammar_def.hpp</a>.</p>
+
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+<a href="var__decls__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__VAR_DECLS_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__VAR_DECLS_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment">// FIXME: get rid of unused include</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_core.hpp&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_function.hpp&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_fusion.hpp&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_object.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_operator.hpp&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/phoenix_stl.hpp&gt;</span></div>
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+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;boost/lexical_cast.hpp&gt;</span></div>
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+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;          error_msgs_ &lt;&lt; <span class="stringliteral">&quot;non-data variables not allowed in dimension declarations.&quot;</span></div>
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+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        }</div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;        <span class="keywordflow">if</span> (allow_constraints)</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;        validate_no_constraints_vis vis(error_msgs);</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;        <span class="keywordtype">bool</span> constraints_ok = boost::apply_visitor(vis,var_decl.decl_);</div>
+<div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;        <span class="keywordflow">return</span> constraints_ok;</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      }</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;    };</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;    boost::phoenix::function&lt;validate_decl_constraints&gt; </div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;    validate_decl_constraints_f;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;    <span class="keyword">struct </span>validate_identifier {</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      std::set&lt;std::string&gt; reserved_word_set_;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;</div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="keywordtype">void</span> reserve(<span class="keyword">const</span> std::string&amp; w) {</div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        reserved_word_set_.insert(w);</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;      }</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      validate_identifier() {</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;        reserve(<span class="stringliteral">&quot;for&quot;</span>);  </div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        reserve(<span class="stringliteral">&quot;in&quot;</span>);  </div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;        reserve(<span class="stringliteral">&quot;while&quot;</span>);</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;        reserve(<span class="stringliteral">&quot;repeat&quot;</span>);  </div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;        reserve(<span class="stringliteral">&quot;until&quot;</span>);  </div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        reserve(<span class="stringliteral">&quot;if&quot;</span>);</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        reserve(<span class="stringliteral">&quot;then&quot;</span>); </div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        reserve(<span class="stringliteral">&quot;else&quot;</span>); </div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        reserve(<span class="stringliteral">&quot;true&quot;</span>);  </div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        reserve(<span class="stringliteral">&quot;false&quot;</span>);</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;</div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        reserve(<span class="stringliteral">&quot;int&quot;</span>);</div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        reserve(<span class="stringliteral">&quot;real&quot;</span>); </div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        reserve(<span class="stringliteral">&quot;vector&quot;</span>); </div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        reserve(<span class="stringliteral">&quot;unit_vector&quot;</span>);</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        reserve(<span class="stringliteral">&quot;simplex&quot;</span>); </div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        reserve(<span class="stringliteral">&quot;ordered&quot;</span>); </div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;        reserve(<span class="stringliteral">&quot;positive_ordered&quot;</span>); </div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        reserve(<span class="stringliteral">&quot;row_vector&quot;</span>); </div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        reserve(<span class="stringliteral">&quot;matrix&quot;</span>); </div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        reserve(<span class="stringliteral">&quot;cholesky_factor_cov&quot;</span>);</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        reserve(<span class="stringliteral">&quot;cov_matrix&quot;</span>);</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        reserve(<span class="stringliteral">&quot;corr_matrix&quot;</span>); </div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        </div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        reserve(<span class="stringliteral">&quot;model&quot;</span>); </div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        reserve(<span class="stringliteral">&quot;data&quot;</span>); </div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        reserve(<span class="stringliteral">&quot;parameters&quot;</span>); </div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        reserve(<span class="stringliteral">&quot;quantities&quot;</span>); </div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        reserve(<span class="stringliteral">&quot;transformed&quot;</span>); </div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        reserve(<span class="stringliteral">&quot;generated&quot;</span>);</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;        </div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        reserve(<span class="stringliteral">&quot;var&quot;</span>);</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;        </div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        reserve(<span class="stringliteral">&quot;alignas&quot;</span>); </div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;        reserve(<span class="stringliteral">&quot;alignof&quot;</span>); </div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        reserve(<span class="stringliteral">&quot;and&quot;</span>); </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        reserve(<span class="stringliteral">&quot;and_eq&quot;</span>); </div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;        reserve(<span class="stringliteral">&quot;asm&quot;</span>); </div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;        reserve(<span class="stringliteral">&quot;auto&quot;</span>); </div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;        reserve(<span class="stringliteral">&quot;bitand&quot;</span>); </div>
+<div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;        reserve(<span class="stringliteral">&quot;bitor&quot;</span>); </div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;        reserve(<span class="stringliteral">&quot;bool&quot;</span>); </div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;        reserve(<span class="stringliteral">&quot;break&quot;</span>); </div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;        reserve(<span class="stringliteral">&quot;case&quot;</span>); </div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        reserve(<span class="stringliteral">&quot;catch&quot;</span>); </div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;        reserve(<span class="stringliteral">&quot;char&quot;</span>); </div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;        reserve(<span class="stringliteral">&quot;char16_t&quot;</span>); </div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;        reserve(<span class="stringliteral">&quot;char32_t&quot;</span>); </div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;        reserve(<span class="stringliteral">&quot;class&quot;</span>); </div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;        reserve(<span class="stringliteral">&quot;compl&quot;</span>); </div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;        reserve(<span class="stringliteral">&quot;const&quot;</span>); </div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;        reserve(<span class="stringliteral">&quot;constexpr&quot;</span>); </div>
+<div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;        reserve(<span class="stringliteral">&quot;const_cast&quot;</span>); </div>
+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        reserve(<span class="stringliteral">&quot;continue&quot;</span>); </div>
+<div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;        reserve(<span class="stringliteral">&quot;decltype&quot;</span>); </div>
+<div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        reserve(<span class="stringliteral">&quot;default&quot;</span>); </div>
+<div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;        reserve(<span class="stringliteral">&quot;delete&quot;</span>); </div>
+<div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;        reserve(<span class="stringliteral">&quot;do&quot;</span>); </div>
+<div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;        reserve(<span class="stringliteral">&quot;double&quot;</span>); </div>
+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        reserve(<span class="stringliteral">&quot;dynamic_cast&quot;</span>); </div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        reserve(<span class="stringliteral">&quot;else&quot;</span>); </div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;        reserve(<span class="stringliteral">&quot;enum&quot;</span>); </div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;        reserve(<span class="stringliteral">&quot;explicit&quot;</span>); </div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;        reserve(<span class="stringliteral">&quot;export&quot;</span>); </div>
+<div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;        reserve(<span class="stringliteral">&quot;extern&quot;</span>); </div>
+<div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;        reserve(<span class="stringliteral">&quot;false&quot;</span>); </div>
+<div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;        reserve(<span class="stringliteral">&quot;float&quot;</span>); </div>
+<div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;        reserve(<span class="stringliteral">&quot;for&quot;</span>); </div>
+<div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;        reserve(<span class="stringliteral">&quot;friend&quot;</span>); </div>
+<div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        reserve(<span class="stringliteral">&quot;goto&quot;</span>); </div>
+<div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        reserve(<span class="stringliteral">&quot;if&quot;</span>); </div>
+<div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;        reserve(<span class="stringliteral">&quot;inline&quot;</span>); </div>
+<div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;        reserve(<span class="stringliteral">&quot;int&quot;</span>); </div>
+<div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;        reserve(<span class="stringliteral">&quot;long&quot;</span>); </div>
+<div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;        reserve(<span class="stringliteral">&quot;mutable&quot;</span>); </div>
+<div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;        reserve(<span class="stringliteral">&quot;namespace&quot;</span>); </div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;        reserve(<span class="stringliteral">&quot;new&quot;</span>); </div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        reserve(<span class="stringliteral">&quot;noexcept&quot;</span>); </div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;        reserve(<span class="stringliteral">&quot;not&quot;</span>); </div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        reserve(<span class="stringliteral">&quot;not_eq&quot;</span>); </div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;        reserve(<span class="stringliteral">&quot;nullptr&quot;</span>); </div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;        reserve(<span class="stringliteral">&quot;operator&quot;</span>); </div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;        reserve(<span class="stringliteral">&quot;or&quot;</span>); </div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;        reserve(<span class="stringliteral">&quot;or_eq&quot;</span>); </div>
+<div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;        reserve(<span class="stringliteral">&quot;private&quot;</span>); </div>
+<div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        reserve(<span class="stringliteral">&quot;protected&quot;</span>); </div>
+<div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        reserve(<span class="stringliteral">&quot;public&quot;</span>); </div>
+<div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        reserve(<span class="stringliteral">&quot;register&quot;</span>); </div>
+<div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;        reserve(<span class="stringliteral">&quot;reinterpret_cast&quot;</span>); </div>
+<div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;        reserve(<span class="stringliteral">&quot;return&quot;</span>); </div>
+<div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;        reserve(<span class="stringliteral">&quot;short&quot;</span>); </div>
+<div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;        reserve(<span class="stringliteral">&quot;signed&quot;</span>); </div>
+<div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;        reserve(<span class="stringliteral">&quot;sizeof&quot;</span>); </div>
+<div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        reserve(<span class="stringliteral">&quot;static&quot;</span>); </div>
+<div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;        reserve(<span class="stringliteral">&quot;static_assert&quot;</span>); </div>
+<div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;        reserve(<span class="stringliteral">&quot;static_cast&quot;</span>); </div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        reserve(<span class="stringliteral">&quot;struct&quot;</span>); </div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        reserve(<span class="stringliteral">&quot;switch&quot;</span>); </div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        reserve(<span class="stringliteral">&quot;template&quot;</span>); </div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;        reserve(<span class="stringliteral">&quot;this&quot;</span>); </div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        reserve(<span class="stringliteral">&quot;thread_local&quot;</span>); </div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        reserve(<span class="stringliteral">&quot;throw&quot;</span>); </div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        reserve(<span class="stringliteral">&quot;true&quot;</span>); </div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        reserve(<span class="stringliteral">&quot;try&quot;</span>); </div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        reserve(<span class="stringliteral">&quot;typedef&quot;</span>); </div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;        reserve(<span class="stringliteral">&quot;typeid&quot;</span>); </div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        reserve(<span class="stringliteral">&quot;typename&quot;</span>); </div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;        reserve(<span class="stringliteral">&quot;union&quot;</span>); </div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        reserve(<span class="stringliteral">&quot;unsigned&quot;</span>); </div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;        reserve(<span class="stringliteral">&quot;using&quot;</span>); </div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;        reserve(<span class="stringliteral">&quot;virtual&quot;</span>); </div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;        reserve(<span class="stringliteral">&quot;void&quot;</span>); </div>
+<div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;        reserve(<span class="stringliteral">&quot;volatile&quot;</span>); </div>
+<div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;        reserve(<span class="stringliteral">&quot;wchar_t&quot;</span>); </div>
+<div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        reserve(<span class="stringliteral">&quot;while&quot;</span>); </div>
+<div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;        reserve(<span class="stringliteral">&quot;xor&quot;</span>); </div>
+<div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;        reserve(<span class="stringliteral">&quot;xor_eq&quot;</span>);</div>
+<div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;</div>
+<div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;        <span class="comment">// function names declared in signatures</span></div>
+<div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;        <span class="keyword">using</span> <a class="code" href="classstan_1_1gm_1_1function__signatures.html">stan::gm::function_signatures</a>;</div>
+<div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;        <span class="keyword">using</span> std::set;</div>
+<div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;        <span class="keyword">using</span> std::string;</div>
+<div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;        <span class="keyword">const</span> function_signatures&amp; sigs = function_signatures::instance();</div>
+<div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;        set&lt;string&gt; fun_names = sigs.key_set();</div>
+<div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;pi&quot;</span>);</div>
+<div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;e&quot;</span>);</div>
+<div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;sqrt2&quot;</span>);</div>
+<div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;log2&quot;</span>);</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;log10&quot;</span>);</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;not_a_number&quot;</span>);</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;positive_infinity&quot;</span>);</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;negative_infinity&quot;</span>);</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;epsilon&quot;</span>);</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        fun_names.erase(<span class="stringliteral">&quot;negative_epsilon&quot;</span>);</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        <span class="keywordflow">for</span> (set&lt;string&gt;::iterator it = fun_names.begin();  </div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;             it != fun_names.end();  </div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;             ++it)</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;          reserve(*it);</div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;        </div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      }</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;      <span class="keywordtype">bool</span> operator()(<span class="keyword">const</span> std::string&amp; identifier,</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;        <span class="keywordtype">int</span> len = identifier.size();</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;        <span class="keywordflow">if</span> (len &gt;= 2</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;            &amp;&amp; identifier[len-1] == <span class="charliteral">&#39;_&#39;</span></div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;            &amp;&amp; identifier[len-2] == <span class="charliteral">&#39;_&#39;</span>) {</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;variable identifier (name) may not end in double underscore (__)&quot;</span></div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;    found identifer=&quot;</span> &lt;&lt; identifier &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;        }</div>
+<div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;        <span class="keywordtype">size_t</span> period_position = identifier.find(<span class="charliteral">&#39;.&#39;</span>);</div>
+<div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;        <span class="keywordflow">if</span> (period_position != std::string::npos) {</div>
+<div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;variable identifier may not contain a period (.)&quot;</span></div>
+<div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;    found period at position (indexed from 0)=&quot;</span> &lt;&lt; period_position</div>
+<div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;    found identifier=&quot;</span> &lt;&lt; identifier </div>
+<div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;        }</div>
+<div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        <span class="keywordflow">if</span> (reserved_word_set_.find(identifier) != reserved_word_set_.end()) {</div>
+<div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;variable identifier (name) may not be reserved word&quot;</span></div>
+<div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;                     &lt;&lt; std::endl</div>
+<div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot;    found identifier=&quot;</span> &lt;&lt; identifier </div>
+<div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        }</div>
+<div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;      }</div>
+<div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;    };</div>
+<div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;    boost::phoenix::function&lt;validate_identifier&gt; validate_identifier_f;</div>
+<div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;</div>
+<div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;    <span class="comment">// copies single dimension from M to N if only M declared</span></div>
+<div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;    <span class="keyword">struct </span>copy_square_cholesky_dimension_if_necessary {</div>
+<div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1&gt;</div>
+<div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">void</span> type; };</div>
+<div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;      <span class="keywordtype">void</span> operator()(cholesky_factor_var_decl&amp; var_decl)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1gm.html#a90e5f154350b02c39f381659672f9581">is_nil</a>(var_decl.N_))</div>
+<div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;          var_decl.N_ = var_decl.M_;</div>
+<div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;      }</div>
+<div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;    };</div>
+<div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;    boost::phoenix::function&lt;copy_square_cholesky_dimension_if_necessary&gt;</div>
+<div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;    copy_square_cholesky_dimension_if_necessary_f;</div>
+<div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;</div>
+<div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;    <span class="keyword">struct </span>empty_range {</div>
+<div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1&gt;</div>
+<div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> range type; };</div>
+<div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;      range operator()(std::stringstream&amp; <span class="comment">/*error_msgs*/</span>)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;        <span class="keywordflow">return</span> range();</div>
+<div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;      }</div>
+<div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;    };</div>
+<div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;    boost::phoenix::function&lt;empty_range&gt; empty_range_f;</div>
+<div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;</div>
+<div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;    <span class="keyword">struct </span>validate_int_expr {</div>
+<div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;</div>
+<div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;      <span class="keywordtype">bool</span> operator()(<span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        <span class="keywordflow">if</span> (!expr.expression_type().is_primitive_int()) {</div>
+<div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;expression denoting integer required; found type=&quot;</span> </div>
+<div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;                     &lt;&lt; expr.expression_type() &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;        }</div>
+<div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;      }</div>
+<div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;    };</div>
+<div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;    boost::phoenix::function&lt;validate_int_expr&gt; validate_int_expr_f;</div>
+<div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;</div>
+<div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;    <span class="keyword">struct </span>set_int_range_lower {</div>
+<div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;      <span class="keywordtype">bool</span> operator()(range&amp; range,</div>
+<div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;                      <span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;        range.low_ = expr;</div>
+<div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;        validate_int_expr validator;</div>
+<div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;        <span class="keywordflow">return</span> validator(expr,error_msgs);</div>
+<div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;      }</div>
+<div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;    };</div>
+<div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;    boost::phoenix::function&lt;set_int_range_lower&gt; set_int_range_lower_f;</div>
+<div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;</div>
+<div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;    <span class="keyword">struct </span>set_int_range_upper {</div>
+<div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;      <span class="keywordtype">bool</span> operator()(range&amp; range,</div>
+<div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;                      <span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;        range.high_ = expr;</div>
+<div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;        validate_int_expr validator;</div>
+<div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;        <span class="keywordflow">return</span> validator(expr,error_msgs);</div>
+<div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;      }</div>
+<div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;    };</div>
+<div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;    boost::phoenix::function&lt;set_int_range_upper&gt; set_int_range_upper_f;</div>
+<div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;</div>
+<div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;</div>
+<div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;</div>
+<div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;    <span class="keyword">struct </span>validate_int_data_expr {</div>
+<div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;</div>
+<div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;      <span class="keywordtype">bool</span> operator()(<span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;                      variable_map&amp; var_map,</div>
+<div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;        <span class="keywordflow">if</span> (!expr.expression_type().is_primitive_int()) {</div>
+<div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;dimension declaration requires expression denoting integer;&quot;</span></div>
+<div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;                     &lt;&lt; <span class="stringliteral">&quot; found type=&quot;</span> </div>
+<div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;                     &lt;&lt; expr.expression_type() </div>
+<div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;                     &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;        }</div>
+<div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;        data_only_expression vis(error_msgs,var_map);</div>
+<div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;        <span class="keywordtype">bool</span> only_data_dimensions = boost::apply_visitor(vis,expr.expr_);</div>
+<div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;        <span class="keywordflow">return</span> only_data_dimensions;</div>
+<div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;      }</div>
+<div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;    };</div>
+<div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;    boost::phoenix::function&lt;validate_int_data_expr&gt; validate_int_data_expr_f;</div>
+<div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;</div>
+<div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;    <span class="keyword">struct </span>validate_double_expr {</div>
+<div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2&gt;</div>
+<div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;</div>
+<div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;      <span class="keywordtype">bool</span> operator()(<span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;        <span class="keywordflow">if</span> (!expr.expression_type().is_primitive_double()</div>
+<div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;            &amp;&amp; !expr.expression_type().is_primitive_int()) {</div>
+<div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;          error_msgs &lt;&lt; <span class="stringliteral">&quot;expression denoting double required; found type=&quot;</span> </div>
+<div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;                     &lt;&lt; expr.expression_type() &lt;&lt; std::endl;</div>
+<div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;          <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
+<div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        }</div>
+<div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;        <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
+<div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;      }</div>
+<div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;    };</div>
+<div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;    boost::phoenix::function&lt;validate_double_expr&gt; validate_double_expr_f;</div>
+<div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;</div>
+<div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;</div>
+<div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;    <span class="keyword">struct </span>set_double_range_lower {</div>
+<div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;      <span class="keywordtype">bool</span> operator()(range&amp; range,</div>
+<div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;                      <span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;        range.low_ = expr;</div>
+<div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;        validate_double_expr validator;</div>
+<div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;        <span class="keywordflow">return</span> validator(expr,error_msgs);</div>
+<div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;      }</div>
+<div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;    };</div>
+<div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;    boost::phoenix::function&lt;set_double_range_lower&gt; set_double_range_lower_f;</div>
+<div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;</div>
+<div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;    <span class="keyword">struct </span>set_double_range_upper {</div>
+<div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;      <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T1, <span class="keyword">typename</span> T2, <span class="keyword">typename</span> T3&gt;</div>
+<div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;      <span class="keyword">struct </span>result { <span class="keyword">typedef</span> <span class="keywordtype">bool</span> type; };</div>
+<div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;      <span class="keywordtype">bool</span> operator()(range&amp; range,</div>
+<div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;                      <span class="keyword">const</span> expression&amp; expr,</div>
+<div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;                      std::stringstream&amp; error_msgs)<span class="keyword"> const </span>{</div>
+<div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;        range.high_ = expr;</div>
+<div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;        validate_double_expr validator;</div>
+<div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;        <span class="keywordflow">return</span> validator(expr,error_msgs);</div>
+<div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;      }</div>
+<div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;    };</div>
+<div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;    boost::phoenix::function&lt;set_double_range_upper&gt; set_double_range_upper_f;</div>
+<div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;</div>
+<div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;</div>
+<div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;    var_decls_grammar&lt;Iterator&gt;::var_decls_grammar(variable_map&amp; var_map,</div>
+<div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;                                                   std::stringstream&amp; error_msgs)</div>
+<div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;      : var_decls_grammar::base_type(var_decls_r),</div>
+<div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;        var_map_(var_map),</div>
+<div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;        error_msgs_(error_msgs),</div>
+<div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;        expression_g(var_map,error_msgs),</div>
+<div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;        expression07_g(var_map,error_msgs,<span class="keyword">false</span>)</div>
+<div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;    {</div>
+<div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;</div>
+<div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_1;</div>
+<div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_3;</div>
+<div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::char_;</div>
+<div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::eps;</div>
+<div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lexeme;</div>
+<div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::lit;</div>
+<div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::no_skip;</div>
+<div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_pass;</div>
+<div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::_val;</div>
+<div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_a;</div>
+<div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r1;</div>
+<div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::labels::_r2;</div>
+<div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;</div>
+<div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;      var_decls_r.name(<span class="stringliteral">&quot;variable declarations&quot;</span>);</div>
+<div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;      var_decls_r </div>
+<div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;        %= *var_decl_r(_r1,_r2);</div>
+<div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;</div>
+<div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;      <span class="comment">// _a = error state local, </span></div>
+<div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;      <span class="comment">// _r1 constraints allowed inherited,</span></div>
+<div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;      <span class="comment">// _r2 var_origin</span></div>
+<div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;      var_decl_r.name(<span class="stringliteral">&quot;variable declaration&quot;</span>);</div>
+<div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;      var_decl_r </div>
+<div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;        %= (int_decl_r(_r2)             </div>
+<div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;                              boost::phoenix::ref(error_msgs))]</div>
+<div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;            | double_decl_r(_r2)        </div>
+<div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;            | vector_decl_r(_r2)        </div>
+<div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;            | row_vector_decl_r(_r2)    </div>
+<div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;            | matrix_decl_r(_r2)</div>
+<div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;            | unit_vector_decl_r(_r2)       </div>
+<div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;            | simplex_decl_r(_r2)</div>
+<div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;            | ordered_decl_r(_r2)</div>
+<div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;            | positive_ordered_decl_r(_r2)   </div>
+<div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;            | cholesky_factor_decl_r(_r2)    </div>
+<div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;            | cov_matrix_decl_r(_r2)    </div>
+<div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;            | corr_matrix_decl_r(_r2)   </div>
+<div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;            [_val = add_var_f(_1,boost::phoenix::ref(var_map_),_a,_r2,</div>
+<div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;                              boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;            )</div>
+<div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;        &gt; eps</div>
+<div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;        [_pass </div>
+<div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;         = validate_decl_constraints_f(_r1,_a,_val,</div>
+<div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;                                       boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;        ;</div>
+<div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;</div>
+<div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;      int_decl_r.name(<span class="stringliteral">&quot;integer declaration&quot;</span>);</div>
+<div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;      int_decl_r </div>
+<div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;        %= ( lit(<span class="stringliteral">&quot;int&quot;</span>)</div>
+<div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;             &gt;&gt; no_skip[!char_(<span class="stringliteral">&quot;a-zA-Z0-9_&quot;</span>)] )</div>
+<div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;        &gt; -range_brackets_int_r(_r1)</div>
+<div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;        <span class="comment">// &gt;&gt; (lit(&#39; &#39;) | lit(&#39;\n&#39;) | lit(&#39;\t&#39;) | lit(&#39;\r&#39;))</span></div>
+<div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;</div>
+<div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;      double_decl_r.name(<span class="stringliteral">&quot;real declaration&quot;</span>);</div>
+<div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;      double_decl_r </div>
+<div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;        %= ( lit(<span class="stringliteral">&quot;real&quot;</span>)</div>
+<div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;             &gt;&gt; no_skip[!char_(<span class="stringliteral">&quot;a-zA-Z0-9_&quot;</span>)] )</div>
+<div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;        &gt; -range_brackets_double_r(_r1)</div>
+<div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;        &gt; identifier_r</div>
+<div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;</div>
+<div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;      vector_decl_r.name(<span class="stringliteral">&quot;vector declaration&quot;</span>);</div>
+<div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;      vector_decl_r </div>
+<div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;        %= lit(<span class="stringliteral">&quot;vector&quot;</span>)</div>
+<div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;        &gt; -range_brackets_double_r(_r1)</div>
+<div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;</div>
+<div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;      row_vector_decl_r.name(<span class="stringliteral">&quot;row vector declaration&quot;</span>);</div>
+<div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;      row_vector_decl_r </div>
+<div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;        %= lit(<span class="stringliteral">&quot;row_vector&quot;</span>)</div>
+<div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;        &gt; -range_brackets_double_r(_r1)</div>
+<div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;</div>
+<div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;      matrix_decl_r.name(<span class="stringliteral">&quot;matrix declaration&quot;</span>);</div>
+<div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;      matrix_decl_r </div>
+<div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;        %= lit(<span class="stringliteral">&quot;matrix&quot;</span>)</div>
+<div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;        &gt; -range_brackets_double_r(_r1)</div>
+<div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;          [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;        &gt; lit(<span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00731"></a><span class="lineno">  731</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;          [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00733"></a><span class="lineno">  733</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00734"></a><span class="lineno">  734</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00735"></a><span class="lineno">  735</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00736"></a><span class="lineno">  736</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;</div>
+<div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;      unit_vector_decl_r.name(<span class="stringliteral">&quot;unit_vector declaration&quot;</span>);</div>
+<div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;      unit_vector_decl_r </div>
+<div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;        %= lit(<span class="stringliteral">&quot;unit_vector&quot;</span>)</div>
+<div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00743"></a><span class="lineno">  743</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00744"></a><span class="lineno">  744</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00745"></a><span class="lineno">  745</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00746"></a><span class="lineno">  746</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00747"></a><span class="lineno">  747</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>); </div>
+<div class="line"><a name="l00748"></a><span class="lineno">  748</span>&#160;</div>
+<div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;      simplex_decl_r.name(<span class="stringliteral">&quot;simplex declaration&quot;</span>);</div>
+<div class="line"><a name="l00750"></a><span class="lineno">  750</span>&#160;      simplex_decl_r </div>
+<div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160;        %= lit(<span class="stringliteral">&quot;simplex&quot;</span>)</div>
+<div class="line"><a name="l00752"></a><span class="lineno">  752</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00754"></a><span class="lineno">  754</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00755"></a><span class="lineno">  755</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>); </div>
+<div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;</div>
+<div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;      ordered_decl_r.name(<span class="stringliteral">&quot;ordered declaration&quot;</span>);</div>
+<div class="line"><a name="l00761"></a><span class="lineno">  761</span>&#160;      ordered_decl_r </div>
+<div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160;        %= lit(<span class="stringliteral">&quot;ordered&quot;</span>)</div>
+<div class="line"><a name="l00763"></a><span class="lineno">  763</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00764"></a><span class="lineno">  764</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00765"></a><span class="lineno">  765</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;</div>
+<div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;      positive_ordered_decl_r.name(<span class="stringliteral">&quot;positive_ordered declaration&quot;</span>);</div>
+<div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;      positive_ordered_decl_r </div>
+<div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;        %= lit(<span class="stringliteral">&quot;positive_ordered&quot;</span>)</div>
+<div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;</div>
+<div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;      cholesky_factor_decl_r.name(<span class="stringliteral">&quot;cholesky factor declaration&quot;</span>);</div>
+<div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;      cholesky_factor_decl_r </div>
+<div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;        %= lit(<span class="stringliteral">&quot;cholesky_factor_cov&quot;</span>)</div>
+<div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00787"></a><span class="lineno">  787</span>&#160;          [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;        &gt; -( lit(<span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;             &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;             [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00791"></a><span class="lineno">  791</span>&#160;             ) </div>
+<div class="line"><a name="l00792"></a><span class="lineno">  792</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>) </div>
+<div class="line"><a name="l00793"></a><span class="lineno">  793</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00794"></a><span class="lineno">  794</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00795"></a><span class="lineno">  795</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>)</div>
+<div class="line"><a name="l00796"></a><span class="lineno">  796</span>&#160;        &gt; eps</div>
+<div class="line"><a name="l00797"></a><span class="lineno">  797</span>&#160;        [copy_square_cholesky_dimension_if_necessary_f(_val)];</div>
+<div class="line"><a name="l00798"></a><span class="lineno">  798</span>&#160;</div>
+<div class="line"><a name="l00799"></a><span class="lineno">  799</span>&#160;      cov_matrix_decl_r.name(<span class="stringliteral">&quot;covariance matrix declaration&quot;</span>);</div>
+<div class="line"><a name="l00800"></a><span class="lineno">  800</span>&#160;      cov_matrix_decl_r </div>
+<div class="line"><a name="l00801"></a><span class="lineno">  801</span>&#160;        %= lit(<span class="stringliteral">&quot;cov_matrix&quot;</span>)</div>
+<div class="line"><a name="l00802"></a><span class="lineno">  802</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00803"></a><span class="lineno">  803</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00804"></a><span class="lineno">  804</span>&#160;          [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00805"></a><span class="lineno">  805</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00806"></a><span class="lineno">  806</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00807"></a><span class="lineno">  807</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00808"></a><span class="lineno">  808</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00809"></a><span class="lineno">  809</span>&#160;</div>
+<div class="line"><a name="l00810"></a><span class="lineno">  810</span>&#160;      corr_matrix_decl_r.name(<span class="stringliteral">&quot;correlation matrix declaration&quot;</span>);</div>
+<div class="line"><a name="l00811"></a><span class="lineno">  811</span>&#160;      corr_matrix_decl_r </div>
+<div class="line"><a name="l00812"></a><span class="lineno">  812</span>&#160;        %= lit(<span class="stringliteral">&quot;corr_matrix&quot;</span>)</div>
+<div class="line"><a name="l00813"></a><span class="lineno">  813</span>&#160;        &gt; lit(<span class="charliteral">&#39;[&#39;</span>)</div>
+<div class="line"><a name="l00814"></a><span class="lineno">  814</span>&#160;        &gt; expression_g(_r1)</div>
+<div class="line"><a name="l00815"></a><span class="lineno">  815</span>&#160;        [_pass = validate_int_expr_f(_1,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00816"></a><span class="lineno">  816</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00817"></a><span class="lineno">  817</span>&#160;        &gt; identifier_r </div>
+<div class="line"><a name="l00818"></a><span class="lineno">  818</span>&#160;        &gt; opt_dims_r(_r1)</div>
+<div class="line"><a name="l00819"></a><span class="lineno">  819</span>&#160;        &gt; lit(<span class="charliteral">&#39;;&#39;</span>);</div>
+<div class="line"><a name="l00820"></a><span class="lineno">  820</span>&#160;</div>
+<div class="line"><a name="l00821"></a><span class="lineno">  821</span>&#160;      opt_dims_r.name(<span class="stringliteral">&quot;array dimensions (optional)&quot;</span>);</div>
+<div class="line"><a name="l00822"></a><span class="lineno">  822</span>&#160;      opt_dims_r </div>
+<div class="line"><a name="l00823"></a><span class="lineno">  823</span>&#160;        %=  - dims_r(_r1);</div>
+<div class="line"><a name="l00824"></a><span class="lineno">  824</span>&#160;</div>
+<div class="line"><a name="l00825"></a><span class="lineno">  825</span>&#160;      dims_r.name(<span class="stringliteral">&quot;array dimensions&quot;</span>);</div>
+<div class="line"><a name="l00826"></a><span class="lineno">  826</span>&#160;      dims_r </div>
+<div class="line"><a name="l00827"></a><span class="lineno">  827</span>&#160;        %= lit(<span class="charliteral">&#39;[&#39;</span>) </div>
+<div class="line"><a name="l00828"></a><span class="lineno">  828</span>&#160;        &gt; (expression_g(_r1)</div>
+<div class="line"><a name="l00829"></a><span class="lineno">  829</span>&#160;           [_pass = validate_int_data_expr_f(_1,</div>
+<div class="line"><a name="l00830"></a><span class="lineno">  830</span>&#160;                                             boost::phoenix::ref(var_map_),</div>
+<div class="line"><a name="l00831"></a><span class="lineno">  831</span>&#160;                                             boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00832"></a><span class="lineno">  832</span>&#160;           % <span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00833"></a><span class="lineno">  833</span>&#160;        &gt; lit(<span class="charliteral">&#39;]&#39;</span>)</div>
+<div class="line"><a name="l00834"></a><span class="lineno">  834</span>&#160;        ;</div>
+<div class="line"><a name="l00835"></a><span class="lineno">  835</span>&#160;</div>
+<div class="line"><a name="l00836"></a><span class="lineno">  836</span>&#160;      range_brackets_int_r.name(<span class="stringliteral">&quot;integer range expression pair, brackets&quot;</span>);</div>
+<div class="line"><a name="l00837"></a><span class="lineno">  837</span>&#160;      range_brackets_int_r </div>
+<div class="line"><a name="l00838"></a><span class="lineno">  838</span>&#160;        = lit(<span class="charliteral">&#39;&lt;&#39;</span>) [_val = empty_range_f(boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00839"></a><span class="lineno">  839</span>&#160;        &gt;&gt; ( </div>
+<div class="line"><a name="l00840"></a><span class="lineno">  840</span>&#160;           ( (lit(<span class="stringliteral">&quot;lower&quot;</span>)</div>
+<div class="line"><a name="l00841"></a><span class="lineno">  841</span>&#160;              &gt;&gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00842"></a><span class="lineno">  842</span>&#160;              &gt;&gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00843"></a><span class="lineno">  843</span>&#160;              [ _pass = set_int_range_lower_f(_val,_1,</div>
+<div class="line"><a name="l00844"></a><span class="lineno">  844</span>&#160;                                               boost::phoenix::ref(error_msgs_)) ])</div>
+<div class="line"><a name="l00845"></a><span class="lineno">  845</span>&#160;             &gt;&gt; -( lit(<span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00846"></a><span class="lineno">  846</span>&#160;                   &gt;&gt; lit(<span class="stringliteral">&quot;upper&quot;</span>)</div>
+<div class="line"><a name="l00847"></a><span class="lineno">  847</span>&#160;                   &gt;&gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00848"></a><span class="lineno">  848</span>&#160;                   &gt;&gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00849"></a><span class="lineno">  849</span>&#160;                    [ _pass = set_int_range_upper_f(_val,_1,</div>
+<div class="line"><a name="l00850"></a><span class="lineno">  850</span>&#160;                                                    boost::phoenix::ref(error_msgs_)) ] ) )</div>
+<div class="line"><a name="l00851"></a><span class="lineno">  851</span>&#160;           | </div>
+<div class="line"><a name="l00852"></a><span class="lineno">  852</span>&#160;           ( lit(<span class="stringliteral">&quot;upper&quot;</span>)</div>
+<div class="line"><a name="l00853"></a><span class="lineno">  853</span>&#160;             &gt;&gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00854"></a><span class="lineno">  854</span>&#160;             &gt;&gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00855"></a><span class="lineno">  855</span>&#160;             [ _pass = set_int_range_upper_f(_val,_1,</div>
+<div class="line"><a name="l00856"></a><span class="lineno">  856</span>&#160;                                             boost::phoenix::ref(error_msgs_)) ])</div>
+<div class="line"><a name="l00857"></a><span class="lineno">  857</span>&#160;            )</div>
+<div class="line"><a name="l00858"></a><span class="lineno">  858</span>&#160;        &gt;&gt; lit(<span class="charliteral">&#39;&gt;&#39;</span>);</div>
+<div class="line"><a name="l00859"></a><span class="lineno">  859</span>&#160;</div>
+<div class="line"><a name="l00860"></a><span class="lineno">  860</span>&#160;      range_brackets_double_r.name(<span class="stringliteral">&quot;real range expression pair, brackets&quot;</span>);</div>
+<div class="line"><a name="l00861"></a><span class="lineno">  861</span>&#160;      range_brackets_double_r </div>
+<div class="line"><a name="l00862"></a><span class="lineno">  862</span>&#160;        = lit(<span class="charliteral">&#39;&lt;&#39;</span>) [_val = empty_range_f(boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00863"></a><span class="lineno">  863</span>&#160;        &gt; ( </div>
+<div class="line"><a name="l00864"></a><span class="lineno">  864</span>&#160;           ( (lit(<span class="stringliteral">&quot;lower&quot;</span>)</div>
+<div class="line"><a name="l00865"></a><span class="lineno">  865</span>&#160;              &gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00866"></a><span class="lineno">  866</span>&#160;              &gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00867"></a><span class="lineno">  867</span>&#160;              [ _pass = set_double_range_lower_f(_val,_1,</div>
+<div class="line"><a name="l00868"></a><span class="lineno">  868</span>&#160;                                               boost::phoenix::ref(error_msgs_)) ])</div>
+<div class="line"><a name="l00869"></a><span class="lineno">  869</span>&#160;             &gt; -( lit(<span class="charliteral">&#39;,&#39;</span>)</div>
+<div class="line"><a name="l00870"></a><span class="lineno">  870</span>&#160;                  &gt; lit(<span class="stringliteral">&quot;upper&quot;</span>)</div>
+<div class="line"><a name="l00871"></a><span class="lineno">  871</span>&#160;                  &gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00872"></a><span class="lineno">  872</span>&#160;                  &gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00873"></a><span class="lineno">  873</span>&#160;                    [ _pass = set_double_range_upper_f(_val,_1,</div>
+<div class="line"><a name="l00874"></a><span class="lineno">  874</span>&#160;                                                    boost::phoenix::ref(error_msgs_)) ] ) )</div>
+<div class="line"><a name="l00875"></a><span class="lineno">  875</span>&#160;           | </div>
+<div class="line"><a name="l00876"></a><span class="lineno">  876</span>&#160;           ( lit(<span class="stringliteral">&quot;upper&quot;</span>)</div>
+<div class="line"><a name="l00877"></a><span class="lineno">  877</span>&#160;             &gt; lit(<span class="charliteral">&#39;=&#39;</span>)</div>
+<div class="line"><a name="l00878"></a><span class="lineno">  878</span>&#160;             &gt; expression07_g(_r1)</div>
+<div class="line"><a name="l00879"></a><span class="lineno">  879</span>&#160;               [ _pass = set_double_range_upper_f(_val,_1,</div>
+<div class="line"><a name="l00880"></a><span class="lineno">  880</span>&#160;                                                  boost::phoenix::ref(error_msgs_)) ])</div>
+<div class="line"><a name="l00881"></a><span class="lineno">  881</span>&#160;            )</div>
+<div class="line"><a name="l00882"></a><span class="lineno">  882</span>&#160;        &gt; lit(<span class="charliteral">&#39;&gt;&#39;</span>);</div>
+<div class="line"><a name="l00883"></a><span class="lineno">  883</span>&#160;</div>
+<div class="line"><a name="l00884"></a><span class="lineno">  884</span>&#160;      identifier_r.name(<span class="stringliteral">&quot;identifier&quot;</span>);</div>
+<div class="line"><a name="l00885"></a><span class="lineno">  885</span>&#160;      identifier_r</div>
+<div class="line"><a name="l00886"></a><span class="lineno">  886</span>&#160;        %= identifier_name_r</div>
+<div class="line"><a name="l00887"></a><span class="lineno">  887</span>&#160;           [_pass = validate_identifier_f(_val,boost::phoenix::ref(error_msgs_))]</div>
+<div class="line"><a name="l00888"></a><span class="lineno">  888</span>&#160;        ;</div>
+<div class="line"><a name="l00889"></a><span class="lineno">  889</span>&#160;</div>
+<div class="line"><a name="l00890"></a><span class="lineno">  890</span>&#160;      identifier_name_r.name(<span class="stringliteral">&quot;identifier subrule&quot;</span>);</div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="var__decls__grammar__def_8hpp_source.html">stan/gm/grammars/var_decls_grammar_def.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="iterator__typedefs_8hpp_source.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="var__decls__grammar__inst_8cpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+  <span style="float:right; margin=0 1em 0 1em;">
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="var__decls__grammar__inst_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__decls__grammar__def_8hpp.html">stan/gm/grammars/var_decls_grammar_def.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;    <span class="keyword">template</span> <span class="keyword">struct </span>var_decls_grammar&lt;pos_iterator_t&gt;;</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;}</div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<tr class="memitem:aab83e8df917b0f383dc6c2821fac522a"><td class="memItemLeft" align="right" valign="top">std::vector&lt; chainable_alloc * &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#aab83e8df917b0f383dc6c2821fac522a">stan::agrad::var_alloc_stack_</a></td></tr>
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+          <td class="memname">#define __STAN__AGRAD__REV__VAR_STACK_CPP__</td>
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+<p>Definition at line <a class="el" href="var__stack_8cpp_source.html#l00002">2</a> of file <a class="el" href="var__stack_8cpp_source.html">var_stack.cpp</a>.</p>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="stack__alloc_8hpp_source.html">stan/memory/stack_alloc.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html">stan::agrad::chainable_alloc</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A <a class="el" href="classstan_1_1agrad_1_1chainable__alloc.html" title="A chainable_alloc is an object which is constructed and destructed normally but the memory lifespan i...">chainable_alloc</a> is an object which is constructed and destructed normally but the memory lifespan is managed along with the arena allocator for the gradient calculation.  <a href="classstan_1_1agrad_1_1chainable__alloc.html#details">More...</a><br/></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+Functions</h2></td></tr>
+<tr class="memitem:a352bfc3b18e738626b7cbbbbcd23ef06"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a352bfc3b18e738626b7cbbbbcd23ef06">stan::agrad::recover_memory</a> ()</td></tr>
+<tr class="memdesc:a352bfc3b18e738626b7cbbbbcd23ef06"><td class="mdescLeft">&#160;</td><td class="mdescRight">Recover memory used for all variables for reuse.  <a href="#a352bfc3b18e738626b7cbbbbcd23ef06"></a><br/></td></tr>
+<tr class="separator:a352bfc3b18e738626b7cbbbbcd23ef06"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a97c8b13e0b24beeb9a67b880ac34b48c"><td class="memItemLeft" align="right" valign="top">static void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html#a97c8b13e0b24beeb9a67b880ac34b48c">stan::agrad::free_memory</a> ()</td></tr>
+<tr class="memdesc:a97c8b13e0b24beeb9a67b880ac34b48c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return all memory used for gradients back to the system.  <a href="#a97c8b13e0b24beeb9a67b880ac34b48c"></a><br/></td></tr>
+<tr class="separator:a97c8b13e0b24beeb9a67b880ac34b48c"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<a href="var__stack_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__VAR_STACK_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__VAR_STACK_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="stack__alloc_8hpp.html">stan/memory/stack_alloc.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="comment">// forward declaration of chainable</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    <span class="keyword">class </span>chainable;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">class </span>chainable_alloc;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="comment">// FIXME: manage all this as a single singleton (thread local)</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">extern</span> std::vector&lt;chainable*&gt; <a class="code" href="namespacestan_1_1agrad.html#a02d750bf3c4aca82309533ecb869237b">var_stack_</a>; </div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;    <span class="keyword">extern</span> std::vector&lt;chainable*&gt; <a class="code" href="namespacestan_1_1agrad.html#a1da2503303417b341d207feb1bfc9ef1">var_nochain_stack_</a>; </div>
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+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div>
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+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
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+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;<a class="el" href="var__stack_8hpp_source.html">stan/agrad/rev/var_stack.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="chainable_8hpp_source.html">stan/agrad/rev/chainable.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">The variable implementation base class.  <a href="classstan_1_1agrad_1_1vari.html#details">More...</a><br/></td></tr>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<a href="vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var__stack_8hpp.html">stan/agrad/rev/var_stack.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="chainable_8hpp.html">stan/agrad/rev/chainable.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;    </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="comment">// forward declaration of var</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">class </span>var;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">class </span>vari : <span class="keyword">public</span> chainable {</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">friend</span> <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1vari.html#a335628f2e9085305224b4f9cc6e95ed5">var</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;    <span class="keyword">public</span>: </div>
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+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1vari.html#a03ed9389d9c07f294820e406adfc865e" title="The value of this variable.">val_</a>;</div>
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+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1vari.html#a23c19b981f1a4f850e840884b76d08a0" title="The adjoint of this variable, which is the partial derivative of this variable with respect to the ro...">adj_</a>;</div>
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+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="vd__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vd__vari.html">stan::agrad::op_vd_vari</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+</div>
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+   <div id="projectbrief">probability, sampling &amp; optimization</div>
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+<a href="vd__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VD_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VD_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vd__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_vd_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vd__vari.html#a0bcd38664a8c961ccae91a7c4a5af468">   11</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vd__vari.html#a0bcd38664a8c961ccae91a7c4a5af468">avi_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vd__vari.html#aeb6e24f98c7ea9a0861d2651e78fba0f">   12</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__vd__vari.html#aeb6e24f98c7ea9a0861d2651e78fba0f">bd_</a>;</div>
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+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="vdd__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vdd__vari.html">stan::agrad::op_vdd_vari</a></td></tr>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+   &#160;<span id="projectnumber">1.3</span>
+   </div>
+   <div id="projectbrief">probability, sampling &amp; optimization</div>
+  </td>
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+<a href="vdd__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VDD_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VDD_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_vdd_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#ac48a55ac9e4fe37c975bc0da3795e5cc">   11</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#ac48a55ac9e4fe37c975bc0da3795e5cc">avi_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#a287e3ff89d946a2eb877abbc525ed132">   12</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#a287e3ff89d946a2eb877abbc525ed132">bd_</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#a07feae28b7d06e95a4c5221728eaeb59">   13</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__vdd__vari.html#a07feae28b7d06e95a4c5221728eaeb59">cd_</a>;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
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+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>(b), </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a1671afec9ddeea25855e744cb53988f4">cd_</a>(c) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
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+  <i>&copy; 2011&ndash;2013,
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
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+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<a href="vdv__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VDV_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VDV_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_vdv_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#aedb9c63989ef1592cdf387c3a655b772">   11</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#aedb9c63989ef1592cdf387c3a655b772">avi_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#ac7de165236d121d5ee5dea22c131aa7f">   12</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#ac7de165236d121d5ee5dea22c131aa7f">bd_</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#a35aaa74843a75c3e340eaa2be01428fb">   13</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#a35aaa74843a75c3e340eaa2be01428fb">cvi_</a>;</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">   15</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1op__vdv__vari.html#a887420e658b3a11db1a8087f4a86cff4">op_vdv_vari</a>(<span class="keywordtype">double</span> f, <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* avi, <span class="keywordtype">double</span> b, <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* cvi) :</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>(avi),</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a6bc687cb96fe2e6f4d9f4db190eb789f">bd_</a>(b), </div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a85cb3e45be84a247edd670178d7585b1">cvi_</a>(cvi) {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;      }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<code>#include &lt;<a class="el" href="var_8hpp_source.html">stan/agrad/rev/var.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
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+<a href="vector__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VECTOR_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VECTOR_VARI_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="var_8hpp.html">stan/agrad/rev/var.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vector__vari.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1agrad_1_1op__vector__vari.html">op_vector_vari</a> : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">protected</span>:</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      }</div>
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+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      }</div>
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+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        <span class="keywordflow">return</span> <a class="code" href="classstan_1_1agrad_1_1op__vector__vari.html#a71e9b994ff0ea34aa6ea109365e9ca27">size_</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      }</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;    };</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  }</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;}</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;string&gt;</code><br/>
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+<p><a href="version_8hpp_source.html">Go to the source code of this file.</a></p>
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+Variables</h2></td></tr>
+<tr class="memitem:a75c4bb3d494fafd9d1714d4db258975c"><td class="memItemLeft" align="right" valign="top">const std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html#a75c4bb3d494fafd9d1714d4db258975c">stan::MAJOR_VERSION</a> = &quot;2&quot;</td></tr>
+<tr class="memdesc:a75c4bb3d494fafd9d1714d4db258975c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Major version number for Stan package.  <a href="#a75c4bb3d494fafd9d1714d4db258975c"></a><br/></td></tr>
+<tr class="separator:a75c4bb3d494fafd9d1714d4db258975c"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ad48b562c737bb49645bd8117067858b9"><td class="memItemLeft" align="right" valign="top">const std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html#ad48b562c737bb49645bd8117067858b9">stan::MINOR_VERSION</a> = &quot;1&quot;</td></tr>
+<tr class="memdesc:ad48b562c737bb49645bd8117067858b9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Minor version number for Stan package.  <a href="#ad48b562c737bb49645bd8117067858b9"></a><br/></td></tr>
+<tr class="separator:ad48b562c737bb49645bd8117067858b9"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:ae9ae37a39676ea8ca7cbfeffce12f938"><td class="memItemLeft" align="right" valign="top">const std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html#ae9ae37a39676ea8ca7cbfeffce12f938">stan::PATCH_VERSION</a> = &quot;0&quot;</td></tr>
+<tr class="memdesc:ae9ae37a39676ea8ca7cbfeffce12f938"><td class="mdescLeft">&#160;</td><td class="mdescRight">Patch version for Stan package.  <a href="#ae9ae37a39676ea8ca7cbfeffce12f938"></a><br/></td></tr>
+<tr class="separator:ae9ae37a39676ea8ca7cbfeffce12f938"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<div class="textblock"><code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_8hpp_source.html">stan/math.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="von__mises_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a5f25537bc65fd6699824c9c5829c9e0a"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a5f25537bc65fd6699824c9c5829c9e0a"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a5f25537bc65fd6699824c9c5829c9e0a">stan::prob::von_mises_log</a> (T_y const &amp;y, T_loc const &amp;mu, T_scale const &amp;kappa)</td></tr>
+<tr class="separator:a5f25537bc65fd6699824c9c5829c9e0a"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a34be34d214b53bf3d2f158ebe9b4c93d"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_loc , typename T_scale &gt; </td></tr>
+<tr class="memitem:a34be34d214b53bf3d2f158ebe9b4c93d"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_loc, <br class="typebreak"/>
+T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a34be34d214b53bf3d2f158ebe9b4c93d">stan::prob::von_mises_log</a> (T_y const &amp;y, T_loc const &amp;mu, T_scale const &amp;kappa)</td></tr>
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+<div class="title">von_mises.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="von__mises_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__VON_MISES_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__UNIVARIATE__CONTINUOUS__VON_MISES_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_8hpp.html">stan/math.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="keyword">namespace </span>stan { </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;  </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    <span class="keyword">template</span>&lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;             <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_loc,T_scale&gt;::type</div>
+<div class="line"><a name="l00018"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a5f25537bc65fd6699824c9c5829c9e0a">   18</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5f25537bc65fd6699824c9c5829c9e0a">von_mises_log</a>(T_y <span class="keyword">const</span>&amp; y, T_loc <span class="keyword">const</span>&amp; mu, T_scale <span class="keyword">const</span>&amp; kappa) {</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <span class="keyword">static</span> <span class="keywordtype">char</span> <span class="keyword">const</span>* <span class="keyword">const</span> <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::von_mises_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(mu) </div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(kappa)))</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">stan::is_constant_struct</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="comment">// Result accumulator.</span></div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      <span class="keywordtype">double</span> logp = 0.0;</div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      <span class="comment">// Validate arguments.</span></div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, mu, <span class="stringliteral">&quot;Location paramter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, kappa, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, kappa, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>, y, mu, kappa, <span class="stringliteral">&quot;Random variable&quot;</span>,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                                  <span class="stringliteral">&quot;Location parameter&quot;</span>, <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                                  &amp;logp))</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160; </div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="comment">// Determine constants.</span></div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">bool</span> y_const = <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">bool</span> mu_const = <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_loc&gt;::value</a>;</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">bool</span> kappa_const = <a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>;</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      </div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;      <span class="comment">// Determine which expensive computations to perform.</span></div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">bool</span> compute_bessel0 = <a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">bool</span> compute_bessel1 = !kappa_const;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> TWO_PI = 2.0 * <a class="code" href="namespacestan_1_1math.html#aa2ffd66726e0532160e16e6b48d6f428" title="Return the value of pi.">stan::math::pi</a>();</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;      </div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="comment">// Wrap scalars into vector views.</span></div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_loc&gt;</a> mu_vec(mu);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> kappa_vec(kappa);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;true,is_vector&lt;T_scale&gt;::value</a>&gt; kappa_dbl(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(kappa));</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_scale&gt;::value</a>,<a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_bessel0(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(kappa));</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(kappa); i++) {</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;        kappa_dbl[i] = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(kappa_vec[i]);</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;          log_bessel0[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(boost::math::cyl_bessel_i(0, <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(kappa_vec[i])));</div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      }</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_loc, T_scale&gt;</a> oap(y, mu, kappa);</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, mu, kappa);</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;        <span class="comment">// Extract argument values.</span></div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_ = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl =  y_ - <a class="code" href="namespacestan_1_1agrad.html#aa9046719ea83cad7cf7dace32ede78ce" title="Return the floor of the specified variable (cmath).">std::floor</a>(y_ / TWO_PI) * TWO_PI;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> mu_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(mu_vec[n]);</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        </div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="comment">// Reusable values.</span></div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <span class="keywordtype">double</span> bessel0 = 0;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <span class="keywordflow">if</span> (compute_bessel0)</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;          bessel0 = boost::math::cyl_bessel_i(0, kappa_dbl[n]);</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordtype">double</span> bessel1 = 0;</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;        <span class="keywordflow">if</span> (compute_bessel1)</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;          bessel1 = boost::math::cyl_bessel_i(-1, kappa_dbl[n]);</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> kappa_sin = kappa_dbl[n] * <a class="code" href="namespacestan_1_1agrad.html#a7b48feb9c99466a3be1efb1abc686779" title="Return the sine of a radian-scaled variable (cmath).">std::sin</a>(mu_dbl - y_dbl);</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> kappa_cos = kappa_dbl[n] * <a class="code" href="namespacestan_1_1agrad.html#a6f03b0ce8e8e381865f09baa3036d48d" title="Return the cosine of a radian-scaled variable (cmath).">std::cos</a>(mu_dbl - y_dbl);</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        </div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="comment">// Log probability.</span></div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto&gt;::value</a>) </div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;          logp -= LOG_TWO_PI;</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;          logp -= log_bessel0[n];</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_loc,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;          logp += kappa_cos;</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        </div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="comment">// Gradient.</span></div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;        <span class="keywordflow">if</span> (!y_const) </div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          oap.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += kappa_sin;</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <span class="keywordflow">if</span> (!mu_const) </div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;          oap.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= kappa_sin;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        <span class="keywordflow">if</span> (!kappa_const) </div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;          oap.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += kappa_cos / kappa_dbl[n] - bessel1 / bessel0;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      }</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      </div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;      <span class="keywordflow">return</span> oap.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    }</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    <span class="keyword">template</span>&lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_loc, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    <span class="keyword">inline</span> <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_loc,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00120"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a34be34d214b53bf3d2f158ebe9b4c93d">  120</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a5f25537bc65fd6699824c9c5829c9e0a">von_mises_log</a>(T_y <span class="keyword">const</span>&amp; y, T_loc <span class="keyword">const</span>&amp; mu, T_scale <span class="keyword">const</span>&amp; kappa) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      <span class="keywordflow">return</span> von_mises_log&lt;false&gt;(y, mu, kappa);</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    }</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;  } </div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;}</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="title">vv_vari.hpp File Reference</div>  </div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="vv__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<a href="vv__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VV_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VV_VARI_HPP__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vari_8hpp.html">stan/agrad/rev/vari.hpp</a>&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;  <span class="keyword">namespace </span>agrad {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;    </div>
+<div class="line"><a name="l00009"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html">    9</a></span>&#160;    <span class="keyword">class </span>op_vv_vari : <span class="keyword">public</span> <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a> {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#acdd44b7d08e9f182c70ad91c782f8c79">   11</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#acdd44b7d08e9f182c70ad91c782f8c79">avi_</a>;</div>
+<div class="line"><a name="l00012"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#ad5479c2e11d97e789b12555069856f64">   12</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* <a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#ad5479c2e11d97e789b12555069856f64">bvi_</a>;</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno"><a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#a45481fc072e8b4792641ed211cb26431">   14</a></span>&#160;      <a class="code" href="classstan_1_1agrad_1_1op__vv__vari.html#a45481fc072e8b4792641ed211cb26431">op_vv_vari</a>(<span class="keywordtype">double</span> f, <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* avi, <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>* bvi):</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#a7ed9dc49639747c6e4466603cb99f37a">avi_</a>(avi),</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;        <a class="code" href="agrad__thread__safe_8hpp.html#adf2a9af952f9152b9565cce4349b3dbc">bvi_</a>(bvi) {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      }</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    };</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;  }</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+</div>
diff --git a/doc/api/html/vvd__vari_8hpp.html b/doc/api/html/vvd__vari_8hpp.html
new file mode 100644
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="vvd__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvd__vari.html">stan::agrad::op_vvd_vari</a></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1agrad"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1agrad.html">stan::agrad</a></td></tr>
+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+</div><!-- contents -->
+<hr/>
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+  <span style="float:left; margin=0 1em 0 1em;">
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+  <i>&copy; 2011&ndash;2013,
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+<a href="vvd__vari_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__AGRAD__REV__INTERNAL__VVD_VARI_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__AGRAD__REV__INTERNAL__VVD_VARI_HPP__</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
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+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;        <a class="code" href="classstan_1_1agrad_1_1vari.html" title="The variable implementation base class.">vari</a>(f),</div>
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+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    };</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;<a class="el" href="vari_8hpp_source.html">stan/agrad/rev/vari.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="vvv__vari_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1agrad_1_1op__vvv__vari.html">stan::agrad::op_vvv_vari</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
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+<tr class="memdesc:namespacestan_1_1agrad"><td class="mdescLeft">&#160;</td><td class="mdescRight">Function gradients via reverse-mode automatic differentiation. <br/></td></tr>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan {</div>
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+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;  }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;}</div>
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+<div class="textblock"><code>#include &lt;boost/random/weibull_distribution.hpp&gt;</code><br/>
+<code>#include &lt;boost/random/variate_generator.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="partials__vari_8hpp_source.html">stan/agrad/partials_vari.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2multiply__log_8hpp_source.html">stan/math/functions/multiply_log.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2value__of_8hpp_source.html">stan/math/functions/value_of.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="meta_2traits_8hpp_source.html">stan/meta/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
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+<p><a href="weibull_8hpp_source.html">Go to the source code of this file.</a></p>
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:ac9dd426180e500e8ce9ab2e401393c5a"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
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+<tr class="separator:ac9dd426180e500e8ce9ab2e401393c5a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="separator:aebe40f64269bb4cad34cbf93faa258a3"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memitem:adf406916a5b4faaa7ff6c09f38029418"><td class="memTemplItemLeft" align="right" valign="top">return_type&lt; T_y, T_shape, <br class="typebreak"/>
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+<tr class="separator:adf406916a5b4faaa7ff6c09f38029418"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a77b3086174c8c53f64a6040926e463c7"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_shape , typename T_scale &gt; </td></tr>
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+<tr class="separator:a77b3086174c8c53f64a6040926e463c7"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a446b0eda07246d07a2d539c9a511ea7e"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a446b0eda07246d07a2d539c9a511ea7e"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a446b0eda07246d07a2d539c9a511ea7e">stan::prob::weibull_rng</a> (const double alpha, const double sigma, RNG &amp;rng)</td></tr>
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+<div class="title">weibull.hpp</div>  </div>
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+<div class="contents">
+<a href="weibull_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__WEIBULL_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__WEIBULL_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/random/weibull_distribution.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;boost/random/variate_generator.hpp&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="partials__vari_8hpp.html">stan/agrad/partials_vari.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2multiply__log_8hpp.html">stan/math/functions/multiply_log.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2value__of_8hpp.html">stan/math/functions/value_of.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="meta_2traits_8hpp.html">stan/meta/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;    <span class="comment">// Weibull(y|sigma,alpha)     [y &gt;= 0;  sigma &gt; 0;  alpha &gt; 0]</span></div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;    <span class="comment">// FIXME: document</span></div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">typename</span> return_type&lt;T_y,T_shape,T_scale&gt;::type</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac9dd426180e500e8ce9ab2e401393c5a">   24</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac9dd426180e500e8ce9ab2e401393c5a">weibull_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::weibull_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">stan::math::check_consistent_sizes</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#ab530a1792bc901bb6ade34ef3d9ef8b3" title="Calculated the value of the first argument times log of the second argument while behaving properly w...">stan::math::multiply_log</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;      <span class="comment">// set up return value accumulator</span></div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;      <span class="keywordtype">double</span> logp(0.0);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;logp))</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, </div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;                       &amp;logp))</div>
+<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>,</div>
+<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">check_not_nan</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                        &amp;logp))</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;      <span class="keywordflow">if</span>(!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, </div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                         &amp;logp))</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan_1_1math.html#ac0e0ad1687b604c6f0667a12922a2545">check_consistent_sizes</a>(<span class="keyword">function</span>,</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;                                   y,alpha,sigma,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                                   <span class="stringliteral">&quot;Random variable&quot;</span>,<span class="stringliteral">&quot;Shape parameter&quot;</span>,<span class="stringliteral">&quot;Scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                                   &amp;logp)))</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;        <span class="keywordflow">return</span> logp;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="comment">// check if no variables are involved and prop-to</span></div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, alpha, sigma);</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;        <span class="keywordflow">if</span> (y_dbl &lt; 0)</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;          <span class="keywordflow">return</span> LOG_ZERO;</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;      }</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a>&gt; log_alpha(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha));</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(alpha); i++)</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;          log_alpha[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]));</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      </div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape&gt;::value</a>,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a>&gt; log_y(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y));</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(y); i++)</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;          log_y[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]));</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_shape,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; log_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++)</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;          log_sigma[i] = <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(<a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]));</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt; inv_sigma(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma));</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">length</a>(sigma); i++)</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;          inv_sigma[i] = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[i]);</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      </div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <a class="code" href="classstan_1_1_double_vector_view.html" title="DoubleVectorView allocates double values to be used as intermediate values.">DoubleVectorView&lt;include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>,</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_y&gt;::value</a> | <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_shape&gt;::value</a> | <a class="code" href="structstan_1_1is__vector.html">is_vector&lt;T_scale&gt;::value</a>&gt;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        y_div_sigma_pow_alpha(N);</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; N; i++)</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>) {</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[i]);</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[i]);</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;          y_div_sigma_pow_alpha[i] = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(y_dbl * inv_sigma[i], alpha_dbl);</div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        }</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y,T_shape,T_scale&gt;</a> operands_and_partials(y,alpha,sigma);</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;          logp += log_alpha[n];</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          logp += (alpha_dbl-1.0)*log_y[n];</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;          logp -= alpha_dbl*log_sigma[n];</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_shape,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;          logp -= y_div_sigma_pow_alpha[n];</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;          <span class="keyword">const</span> <span class="keywordtype">double</span> inv_y = 1.0 / <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] </div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;            += (alpha_dbl-1.0) * inv_y </div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;            - alpha_dbl * y_div_sigma_pow_alpha[n] * inv_y;</div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        }</div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>) </div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] </div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;            += 1.0/alpha_dbl </div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;            + (1.0 - y_div_sigma_pow_alpha[n]) * (log_y[n] - log_sigma[n]);</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>) </div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] </div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;            += -alpha_dbl * inv_sigma[n]</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;            + alpha_dbl * inv_sigma[n] * y_div_sigma_pow_alpha[n];</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      }</div>
+<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(logp);</div>
+<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    }</div>
+<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div>
+<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="keyword">inline</span></div>
+<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00144"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#ac782f55b0a8994488c5a02f7977799cf">  144</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#ac9dd426180e500e8ce9ab2e401393c5a">weibull_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;      <span class="keywordflow">return</span> weibull_log&lt;false&gt;(y,alpha,sigma);</div>
+<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    }</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00150"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#aebe40f64269bb4cad34cbf93faa258a3">  150</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#aebe40f64269bb4cad34cbf93faa258a3">weibull_cdf</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::weibull_cdf(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div>
+<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div>
+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        <span class="keywordflow">return</span> 1.0;</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordtype">double</span> cdf(1.0);</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf))</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        <span class="keywordflow">return</span> cdf;</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;      </div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        operands_and_partials(y, alpha, sigma);</div>
+<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;</div>
+<div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma, alpha);</div>
+<div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> pow_ = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(y_dbl / sigma_dbl, alpha_dbl);</div>
+<div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_ = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-pow_);</div>
+<div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_ = 1.0 - exp_;</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;        <span class="comment">//cdf</span></div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;        cdf *= cdf_;</div>
+<div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;</div>
+<div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = exp_ * pow_ / cdf_;</div>
+<div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv * alpha_dbl / y_dbl;</div>
+<div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl / sigma_dbl);</div>
+<div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * alpha_dbl / sigma_dbl;</div>
+<div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;      }</div>
+<div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;</div>
+<div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y); ++n) </div>
+<div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] *= cdf;</div>
+<div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha); ++n) </div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] *= cdf;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;      if (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma); ++n) </div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] *= cdf;</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf);    </div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;    }</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;   </div>
+<div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00221"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#adf406916a5b4faaa7ff6c09f38029418">  221</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#adf406916a5b4faaa7ff6c09f38029418">weibull_cdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;</div>
+<div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::weibull_cdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;</div>
+<div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;</div>
+<div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;</div>
+<div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      <span class="keywordtype">double</span> cdf_log(0.0);</div>
+<div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;cdf_log))</div>
+<div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        <span class="keywordflow">return</span> cdf_log;</div>
+<div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;      </div>
+<div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;        operands_and_partials(y, alpha, sigma);</div>
+<div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div>
+<div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma, alpha);</div>
+<div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> pow_ = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(y_dbl / sigma_dbl, alpha_dbl);</div>
+<div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> exp_ = <a class="code" href="namespacestan_1_1agrad.html#af8dbb5923cb5c5e94b80b21e1263e0e7" title="Return the exponentiation of the specified variable (cmath).">exp</a>(-pow_);</div>
+<div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> cdf_log_ = 1.0 - exp_;</div>
+<div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;</div>
+<div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;        <span class="comment">//cdf_log</span></div>
+<div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;        cdf_log += <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(cdf_log_);</div>
+<div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;</div>
+<div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> rep_deriv = pow_ / (1.0 / exp_ - 1.0);</div>
+<div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] += rep_deriv * alpha_dbl / y_dbl;</div>
+<div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] += rep_deriv * <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl / sigma_dbl);</div>
+<div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] -= rep_deriv * alpha_dbl / sigma_dbl;</div>
+<div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;      }</div>
+<div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;</div>
+<div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(cdf_log);    </div>
+<div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;    }</div>
+<div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;</div>
+<div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_shape, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;    <span class="keyword">typename</span> <a class="code" href="structstan_1_1return__type.html#af3130731cc471801ccef3bc753dd790b">return_type&lt;T_y,T_shape,T_scale&gt;::type</a></div>
+<div class="line"><a name="l00282"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a77b3086174c8c53f64a6040926e463c7">  282</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a77b3086174c8c53f64a6040926e463c7">weibull_ccdf_log</a>(<span class="keyword">const</span> T_y&amp; y, <span class="keyword">const</span> T_shape&amp; alpha, <span class="keyword">const</span> T_scale&amp; sigma) {</div>
+<div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;</div>
+<div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::weibull_ccdf_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;</div>
+<div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">stan::math::check_nonnegative</a>;</div>
+<div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a73087d72fd937f4be66684bd2613ae6e" title="Return the value of the specified scalar argument converted to a double value.">stan::math::value_of</a>;</div>
+<div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div>
+<div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      <span class="comment">// check if any vectors are zero length</span></div>
+<div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      <span class="keywordflow">if</span> (!(<a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(y) </div>
+<div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(alpha) </div>
+<div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;            &amp;&amp; <a class="code" href="namespacestan.html#a59c48c2ee48c5a6e8048fa2d6a035445">stan::length</a>(sigma)))</div>
+<div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        <span class="keywordflow">return</span> 0.0;</div>
+<div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div>
+<div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      <span class="keywordtype">double</span> ccdf_log(0.0);</div>
+<div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a68e2e1e4423183dabe9e5cdad6bee6c2">check_nonnegative</a>(<span class="keyword">function</span>, y, <span class="stringliteral">&quot;Random variable&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, alpha, <span class="stringliteral">&quot;Shape parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">check_finite</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">check_positive</a>(<span class="keyword">function</span>, sigma, <span class="stringliteral">&quot;Scale parameter&quot;</span>, &amp;ccdf_log))</div>
+<div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;        <span class="keywordflow">return</span> ccdf_log;</div>
+<div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;      </div>
+<div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      <a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html" title="A variable implementation that stores operands and derivatives with respect to the variable...">agrad::OperandsAndPartials&lt;T_y, T_shape, T_scale&gt;</a> </div>
+<div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        operands_and_partials(y, alpha, sigma);</div>
+<div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;</div>
+<div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_y&gt;</a> y_vec(y);</div>
+<div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_scale&gt;</a> sigma_vec(sigma);</div>
+<div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;      <a class="code" href="classstan_1_1_vector_view.html" title="VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...">VectorView&lt;const T_shape&gt;</a> alpha_vec(alpha);</div>
+<div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;      <span class="keywordtype">size_t</span> N = <a class="code" href="namespacestan.html#a8b2c79a3a686dcf90566be8492e1065d">max_size</a>(y, sigma, alpha);</div>
+<div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> n = 0; n &lt; N; n++) {</div>
+<div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> y_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(y_vec[n]);</div>
+<div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> sigma_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(sigma_vec[n]);</div>
+<div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> alpha_dbl = <a class="code" href="namespacestan_1_1agrad.html#a8ce52917ab0cd91c9db4d615f1988e11" title="Return the value of the specified variable.">value_of</a>(alpha_vec[n]);</div>
+<div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">double</span> pow_ = <a class="code" href="namespacestan_1_1agrad.html#ab1f104b0302a07417e72b4dbae3fc74c" title="Return the base raised to the power of the exponent (cmath).">pow</a>(y_dbl / sigma_dbl, alpha_dbl);</div>
+<div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;</div>
+<div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;        <span class="comment">//ccdf_log</span></div>
+<div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        ccdf_log -= pow_;</div>
+<div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div>
+<div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        <span class="comment">//gradients</span></div>
+<div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_y&gt;::value</a>)</div>
+<div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a3c0b97cb24df6cf073c7585a2ced93ea">d_x1</a>[n] -= alpha_dbl / y_dbl * pow_;</div>
+<div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_shape&gt;::value</a>)</div>
+<div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#ae36664450bb09392fe8e0dae036ebfa1">d_x2</a>[n] -= <a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y_dbl / sigma_dbl) * pow_;</div>
+<div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="structstan_1_1is__constant__struct.html" title="Metaprogram to determine if a type has a base scalar type that can be assigned to type double...">is_constant_struct&lt;T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;          operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a1858e4f3e9bc2dee0f3bd25b72ac7862">d_x3</a>[n] += alpha_dbl / sigma_dbl * pow_;</div>
+<div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      }</div>
+<div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;</div>
+<div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      <span class="keywordflow">return</span> operands_and_partials.<a class="code" href="structstan_1_1agrad_1_1_operands_and_partials.html#a8d193a68235f335ad3ee7dc9fd130094">to_var</a>(ccdf_log);    </div>
+<div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;    }</div>
+<div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;</div>
+<div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;    <span class="keyword">inline</span> <span class="keywordtype">double</span></div>
+<div class="line"><a name="l00340"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a446b0eda07246d07a2d539c9a511ea7e">  340</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a446b0eda07246d07a2d539c9a511ea7e">weibull_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> alpha,</div>
+<div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;                <span class="keyword">const</span> <span class="keywordtype">double</span> sigma,</div>
+<div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;                RNG&amp; rng) {</div>
+<div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keyword">using</span> boost::variate_generator;</div>
+<div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      <span class="keyword">using</span> boost::random::weibull_distribution;</div>
+<div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;</div>
+<div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::weibull_rng(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;</div>
+<div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#af6feab878b8ff447121df2e6a9461680" title="Checks if the variable y is finite.">stan::math::check_finite</a>;</div>
+<div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aee36bc9bba89bed1d1568d20046cd3da" title="Checks if the variable y is nan.">stan::math::check_not_nan</a>;</div>
+<div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;  </div>
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+<div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;        <span class="keywordflow">return</span> 0;</div>
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+<hr/>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="welford__covar__estimator_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
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+  </span>
+</div>
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+<div class="contents">
+<a href="welford__covar__estimator_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__WELFORD__COVAR__ESTIMATOR__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__WELFORD__COVAR__ESTIMATOR__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html">welford_covar_estimator</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a185e1767d0634b283c66f8d845bb42d7">   15</a></span>&#160;      <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a185e1767d0634b283c66f8d845bb42d7">welford_covar_estimator</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>(Eigen::VectorXd::Zero(n)),</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                                      <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">_m2</a>(Eigen::MatrixXd::Zero(n, n))</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      { <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">restart</a>(); }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac753e07b944404946cba323d0f33481d">restart</a>() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a> = 0;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>.setZero();</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">_m2</a>.setZero();</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">   25</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a3446b92b64b15d105b399c1723fcad57">add_sample</a>(<span class="keyword">const</span> Eigen::VectorXd&amp; q) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        ++<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        Eigen::VectorXd delta(q - <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>  += delta / <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">_m2</a> += (q - <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>) * delta.transpose();</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#aa76e24fffa5e0bf733aafbaab942166e">   35</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#aa76e24fffa5e0bf733aafbaab942166e">num_samples</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a>; }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a025fef3ddbd1b600ff60f293757c7dda">   37</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a025fef3ddbd1b600ff60f293757c7dda">sample_mean</a>(Eigen::VectorXd&amp; <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>) { mean = <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>; }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a5e36ff271130c52b707d261f0cf72205">   39</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a5e36ff271130c52b707d261f0cf72205">sample_covariance</a>(Eigen::MatrixXd&amp; covar) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">if</span>(<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a> &gt; 1)</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          covar = <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">_m2</a> / (<a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a> - 1.0);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">   46</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#ac3239162bce3b35ff653b8072aa8e7e3">_num_samples</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">   48</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a7cb4d78c9a9496b27f719eb93c56436d">_m</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">   49</a></span>&#160;      Eigen::MatrixXd <a class="code" href="classstan_1_1prob_1_1welford__covar__estimator.html#a9ebe972e6e8ea3e680031c36f59bc3c5">_m2</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    };</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  } <span class="comment">// prob</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;  </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+</div>
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+<div class="textblock"><code>#include &lt;vector&gt;</code><br/>
+<code>#include &lt;<a class="el" href="_eigen_8hpp_source.html">stan/math/matrix/Eigen.hpp</a>&gt;</code><br/>
+</div>
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+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1prob_1_1welford__var__estimator.html">stan::prob::welford_var_estimator</a></td></tr>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
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+<div class="title">welford_var_estimator.hpp</div>  </div>
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+<div class="contents">
+<a href="welford__var__estimator_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__WELFORD__VAR__ESTIMATOR__BETA__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__WELFORD__VAR__ESTIMATOR__BETA__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="_eigen_8hpp.html">stan/math/matrix/Eigen.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    </div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html">   11</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html">welford_var_estimator</a> {</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      </div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      </div>
+<div class="line"><a name="l00015"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#adcb9ab77cf1496f0d81a605e4b503608">   15</a></span>&#160;      <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#adcb9ab77cf1496f0d81a605e4b503608">welford_var_estimator</a>(<span class="keywordtype">int</span> n): <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>(Eigen::VectorXd::Zero(n)),</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;                                    <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a>(Eigen::VectorXd::Zero(n))</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      { <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">restart</a>(); }</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      </div>
+<div class="line"><a name="l00019"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">   19</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a61dacc8a07628708042aaf83aa7b1f70">restart</a>() {</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a> = 0;</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>.setZero();</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a>.setZero();</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;      }</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;      </div>
+<div class="line"><a name="l00025"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">   25</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a3706c5c31c545bafd3dee6fa1dcce816">add_sample</a>(<span class="keyword">const</span> Eigen::VectorXd&amp; q) {</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;         </div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;        ++<a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a>;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;        </div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;        Eigen::VectorXd delta(q - <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>);</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>  += delta / <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;        <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a> += delta.cwiseProduct(q - <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>);</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        </div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;      }</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;      </div>
+<div class="line"><a name="l00035"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">   35</a></span>&#160;      <span class="keywordtype">int</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aaead1fea2bb10ec78761a7544f47b9ed">num_samples</a>() { <span class="keywordflow">return</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a>; }</div>
+<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;      </div>
+<div class="line"><a name="l00037"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">   37</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a9204b9e61b85661377f48f0d4c55531c">sample_mean</a>(Eigen::VectorXd&amp; <a class="code" href="namespacestan_1_1math.html#a3443c4ac994b039a7f055c55c5afa8a3" title="Returns the sample mean (i.e., average) of the coefficients in the specified standard vector...">mean</a>) { mean = <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>; }</div>
+<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;      </div>
+<div class="line"><a name="l00039"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">   39</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97832111891ecd58739f528506f64bbb">sample_variance</a>(Eigen::VectorXd&amp; var) {</div>
+<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;        <span class="keywordflow">if</span>(<a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a> &gt; 1)</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;          var = <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a> / (<a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a> - 1.0);</div>
+<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;      }</div>
+<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;      </div>
+<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;    <span class="keyword">protected</span>:</div>
+<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;      </div>
+<div class="line"><a name="l00046"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">   46</a></span>&#160;      <span class="keywordtype">double</span> <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a8b378660396e184e69b5cd7152f4e094">_num_samples</a>;</div>
+<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;      </div>
+<div class="line"><a name="l00048"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">   48</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#a97a3e57c6fd9781409f061b9f2937284">_m</a>;</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">   49</a></span>&#160;      Eigen::VectorXd <a class="code" href="classstan_1_1prob_1_1welford__var__estimator.html#aa805b2a914cff1c8326b2b9037cdbcec">_m2</a>;</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;      </div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    };</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;    </div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;  } <span class="comment">// prob</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;  </div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
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+  </span>
+</div>
diff --git a/doc/api/html/whitespace__grammar_8hpp.html b/doc/api/html/whitespace__grammar_8hpp.html
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+<div class="textblock"><code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+</div>
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+<a href="whitespace__grammar_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__WHITESPACE_GRAMMAR_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__WHITESPACE_GRAMMAR_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="keyword">namespace </span>stan { </div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00011"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">   11</a></span>&#160;    <span class="keyword">struct </span><a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a> </div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;      : <span class="keyword">public</span> boost::spirit::qi::grammar&lt;Iterator&gt; {</div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#aa64db66377f7420f39162295148f2582">whitespace_grammar</a>();</div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;      <span class="comment">// private:</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#a5b8a5755ab01dd301f1a32e1ef3dbf22">   16</a></span>&#160;      boost::spirit::qi::rule&lt;Iterator&gt; <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#a5b8a5755ab01dd301f1a32e1ef3dbf22">whitespace</a>;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;    };</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;  }</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;}</div>
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+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#endif</span></div>
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+<div class="textblock"><code>#include &lt;boost/spirit/include/qi.hpp&gt;</code><br/>
+<code>#include &lt;<a class="el" href="whitespace__grammar_8hpp_source.html">stan/gm/grammars/whitespace_grammar.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<div class="title">whitespace_grammar_def.hpp</div>  </div>
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+<a href="whitespace__grammar__def_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__GM__PARSER__WHITESPACE_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__GM__PARSER__WHITESPACE_GRAMMAR_DEF__HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;boost/spirit/include/qi.hpp&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;</div>
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+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="keyword">namespace </span>stan { </div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;  <span class="keyword">namespace </span>gm {</div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;</div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> Iterator&gt;</div>
+<div class="line"><a name="l00013"></a><span class="lineno"><a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#aa64db66377f7420f39162295148f2582">   13</a></span>&#160;    <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#aa64db66377f7420f39162295148f2582">whitespace_grammar&lt;Iterator&gt;::whitespace_grammar</a>() </div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;      : <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html">whitespace_grammar</a>::base_type(whitespace) </div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;    {</div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::omit;</div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::char_;</div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;      <span class="keyword">using</span> boost::spirit::qi::eol;</div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;      <a class="code" href="structstan_1_1gm_1_1whitespace__grammar.html#a5b8a5755ab01dd301f1a32e1ef3dbf22">whitespace</a> </div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;        = ( ( omit[<span class="stringliteral">&quot;/*&quot;</span>] </div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;              &gt;&gt; *(char_ - <span class="stringliteral">&quot;*/&quot;</span>) )</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;            &gt; omit[<span class="stringliteral">&quot;*/&quot;</span>] )</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;        | ( omit[<span class="stringliteral">&quot;//&quot;</span>] &gt;&gt; *(char_ - eol) )</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;        | ( omit[<span class="stringliteral">&quot;#&quot;</span>] &gt;&gt; *(char_ - eol) )</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;        | boost::spirit::ascii::space_type()</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;        ;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    }</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;  }</div>
+<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div>
+<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;}</div>
+<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="textblock"><code>#include &lt;<a class="el" href="whitespace__grammar__def_8hpp_source.html">stan/gm/grammars/whitespace_grammar_def.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="iterator__typedefs_8hpp_source.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="whitespace__grammar__inst_8cpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
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+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1gm"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1gm.html">stan::gm</a></td></tr>
+<tr class="memdesc:namespacestan_1_1gm"><td class="mdescLeft">&#160;</td><td class="mdescRight">Directed graphical model compiler. <br/></td></tr>
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+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="iterator__typedefs_8hpp.html">stan/gm/grammars/iterator_typedefs.hpp</a>&gt;</span></div>
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+<div class="contents">
+<div class="textblock"><code>#include &lt;ostream&gt;</code><br/>
+<code>#include &lt;string&gt;</code><br/>
+<code>#include &lt;<a class="el" href="base__adaptation_8hpp_source.html">stan/mcmc/base_adaptation.hpp</a>&gt;</code><br/>
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+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
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+<tr class="memdesc:namespacestan_1_1mcmc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Markov chain Monte Carlo samplers. <br/></td></tr>
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+<a href="windowed__adaptation_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__MCMC__WINDOWED__ADAPTATION__BETA__</span></div>
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+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;ostream&gt;</span></div>
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+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
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+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;            *<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> &lt;&lt; <span class="stringliteral">&quot;         performed for num_warmup &lt; 20&quot;</span> &lt;&lt; std::endl &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;            *<a class="code" href="namespacestan_1_1math.html#a3b650a0131d41167ef4837ecc7d02be5" title="Return the base of the natural logarithm.">e</a> &lt;&lt; <span class="stringliteral">&quot;WARNING: The initial buffer, adaptation window, and terminal buffer&quot;</span> &lt;&lt; std::endl;</div>
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+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;          </div>
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+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      </div>
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+<div class="line"><a name="l00119"></a><span class="lineno"><a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a9b669ff236cb187f69901064ce4835d3">  119</a></span>&#160;      <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <a class="code" href="classstan_1_1mcmc_1_1windowed__adaptation.html#a9b669ff236cb187f69901064ce4835d3">_adapt_window_size</a>;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      </div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    };</div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    </div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;  } <span class="comment">// mcmc</span></div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;  </div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;} <span class="comment">// stan</span></div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
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+<div class="title">wishart.hpp File Reference</div>  </div>
+</div><!--header-->
+<div class="contents">
+<div class="textblock"><code>#include &lt;<a class="el" href="prob_2constants_8hpp_source.html">stan/prob/constants.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="matrix__error__handling_8hpp_source.html">stan/math/matrix_error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2error__handling_8hpp_source.html">stan/math/error_handling.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="agrad_2rev_2matrix_8hpp_source.html">stan/agrad/rev/matrix.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="prob_2traits_8hpp_source.html">stan/prob/traits.hpp</a>&gt;</code><br/>
+<code>#include &lt;boost/concept_check.hpp&gt;</code><br/>
+<code>#include &quot;<a class="el" href="prob_2distributions_2univariate_2continuous_2normal_8hpp_source.html">stan/prob/distributions/univariate/continuous/normal.hpp</a>&quot;</code><br/>
+<code>#include &quot;<a class="el" href="chi__square_8hpp_source.html">stan/prob/distributions/univariate/continuous/chi_square.hpp</a>&quot;</code><br/>
+<code>#include &lt;<a class="el" href="math_2functions_2lmgamma_8hpp_source.html">stan/math/functions/lmgamma.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2columns__dot__product_8hpp_source.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="trace_8hpp_source.html">stan/math/matrix/trace.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2ldlt_8hpp_source.html">stan/math/matrix/ldlt.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2dot__product_8hpp_source.html">stan/math/matrix/dot_product.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2mdivide__left__tri__low_8hpp_source.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</code><br/>
+<code>#include &lt;<a class="el" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp_source.html">stan/math/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="wishart_8hpp_source.html">Go to the source code of this file.</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="namespaces"></a>
+Namespaces</h2></td></tr>
+<tr class="memitem:namespacestan"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan.html">stan</a></td></tr>
+<tr class="memdesc:namespacestan"><td class="mdescLeft">&#160;</td><td class="mdescRight">Probability, optimization and sampling library. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:namespacestan_1_1prob"><td class="memItemLeft" align="right" valign="top">namespace &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html">stan::prob</a></td></tr>
+<tr class="memdesc:namespacestan_1_1prob"><td class="mdescLeft">&#160;</td><td class="mdescRight">Templated probability distributions. <br/></td></tr>
+<tr class="separator:"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table><table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a10fd2efedb0954c290861d22335bd384"><td class="memTemplParams" colspan="2">template&lt;bool propto, typename T_y , typename T_dof , typename T_scale &gt; </td></tr>
+<tr class="memitem:a10fd2efedb0954c290861d22335bd384"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a10fd2efedb0954c290861d22335bd384">stan::prob::wishart_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const T_dof &amp;nu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S)</td></tr>
+<tr class="memdesc:a10fd2efedb0954c290861d22335bd384"><td class="mdescLeft">&#160;</td><td class="mdescRight">The log of the Wishart density for the given W, degrees of freedom, and scale matrix.  <a href="#a10fd2efedb0954c290861d22335bd384"></a><br/></td></tr>
+<tr class="separator:a10fd2efedb0954c290861d22335bd384"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a50a5c47de11d55fe41ce044e3298e7d6"><td class="memTemplParams" colspan="2">template&lt;typename T_y , typename T_dof , typename T_scale &gt; </td></tr>
+<tr class="memitem:a50a5c47de11d55fe41ce044e3298e7d6"><td class="memTemplItemLeft" align="right" valign="top">boost::math::tools::promote_args<br class="typebreak"/>
+&lt; T_y, T_dof, T_scale &gt;::type&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a50a5c47de11d55fe41ce044e3298e7d6">stan::prob::wishart_log</a> (const Eigen::Matrix&lt; T_y, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;W, const T_dof &amp;nu, const Eigen::Matrix&lt; T_scale, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S)</td></tr>
+<tr class="separator:a50a5c47de11d55fe41ce044e3298e7d6"><td class="memSeparator" colspan="2">&#160;</td></tr>
+<tr class="memitem:a7b8c234f87f003d4f67545ee9eb998b5"><td class="memTemplParams" colspan="2">template&lt;class RNG &gt; </td></tr>
+<tr class="memitem:a7b8c234f87f003d4f67545ee9eb998b5"><td class="memTemplItemLeft" align="right" valign="top">Eigen::Matrix&lt; double, <br class="typebreak"/>
+Eigen::Dynamic, Eigen::Dynamic &gt;&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">stan::prob::wishart_rng</a> (const double nu, const Eigen::Matrix&lt; double, Eigen::Dynamic, Eigen::Dynamic &gt; &amp;S, RNG &amp;rng)</td></tr>
+<tr class="separator:a7b8c234f87f003d4f67545ee9eb998b5"><td class="memSeparator" colspan="2">&#160;</td></tr>
+</table>
+</div><!-- contents -->
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+<li class="navelem"><a class="el" href="dir_9c4b002ce8795bbd5dbe2cf3421fe13a.html">src</a></li><li class="navelem"><a class="el" href="dir_b1c6471129ce395961fd25e68f861508.html">stan</a></li><li class="navelem"><a class="el" href="dir_4ff6d94cb2a0a21decf9fe1d17e36a84.html">prob</a></li><li class="navelem"><a class="el" href="dir_3b4610d017c705a4887f638ce7fbc838.html">distributions</a></li><li class="navelem"><a class="el" href="dir_7edb90b8895d3ae5eaffb58e5bac252e.html">multivariate</a></li><li class="navelem"><a class="el" href="dir_3bf5ecbbc2acdb8067d845784c2d4c37.html">continuous</a></li>  </ul>
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+<div class="title">wishart.hpp</div>  </div>
+</div><!--header-->
+<div class="contents">
+<a href="wishart_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__WISHART_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__PROB__DISTRIBUTIONS__MULTIVARIATE__CONTINUOUS__WISHART_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2constants_8hpp.html">stan/prob/constants.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="matrix__error__handling_8hpp.html">stan/math/matrix_error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2error__handling_8hpp.html">stan/math/error_handling.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="agrad_2rev_2matrix_8hpp.html">stan/agrad/rev/matrix.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="prob_2traits_8hpp.html">stan/prob/traits.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="preprocessor">#include &lt;boost/concept_check.hpp&gt;</span></div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="prob_2distributions_2univariate_2continuous_2normal_8hpp.html">stan/prob/distributions/univariate/continuous/normal.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="chi__square_8hpp.html">stan/prob/distributions/univariate/continuous/chi_square.hpp</a>&quot;</span></div>
+<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2functions_2lmgamma_8hpp.html">stan/math/functions/lmgamma.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2columns__dot__product_8hpp.html">stan/math/matrix/columns_dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="trace_8hpp.html">stan/math/matrix/trace.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2ldlt_8hpp.html">stan/math/matrix/ldlt.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2dot__product_8hpp.html">stan/math/matrix/dot_product.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2mdivide__left__tri__low_8hpp.html">stan/math/matrix/mdivide_left_tri_low.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="math_2matrix_2multiply__lower__tri__self__transpose_8hpp.html">stan/math/matrix/multiply_lower_tri_self_transpose.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div>
+<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div>
+<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;  <span class="keyword">namespace </span>prob {</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;</div>
+<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;    <span class="comment">// Wishart(Sigma|n,Omega)  [Sigma, Omega symmetric, non-neg, definite; </span></div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="comment">//                          Sigma.dims() = Omega.dims();</span></div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;    <span class="comment">//                           n &gt; Sigma.rows() - 1]</span></div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="comment"></span>    <span class="keyword">template</span> &lt;<span class="keywordtype">bool</span> propto,</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;              <span class="keyword">typename</span> T_y, <span class="keyword">typename</span> T_dof, <span class="keyword">typename</span> T_scale&gt;</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <span class="keyword">typename</span> boost::math::tools::promote_args&lt;T_y,T_dof,T_scale&gt;::type</div>
+<div class="line"><a name="l00057"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a10fd2efedb0954c290861d22335bd384">   57</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a10fd2efedb0954c290861d22335bd384" title="The log of the Wishart density for the given W, degrees of freedom, and scale matrix.">wishart_log</a>(<span class="keyword">const</span> Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; W,</div>
+<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;                <span class="keyword">const</span> T_dof&amp; nu,</div>
+<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S) {</div>
+<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;      <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">char</span>* <span class="keyword">function</span> = <span class="stringliteral">&quot;stan::prob::wishart_log(%1%)&quot;</span>;</div>
+<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">stan::math::check_greater</a>;</div>
+<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">stan::math::check_size_match</a>;</div>
+<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;      <span class="keyword">using</span> boost::math::tools::promote_args;</div>
+<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;</div>
+<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;      <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;::size_type</a> k = W.rows();</div>
+<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      <span class="keyword">typename</span> promote_args&lt;T_y,T_dof,T_scale&gt;::type lp(0.0);</div>
+<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aada3014caf18d49104f7d63d0d6ea15e">check_greater</a>(<span class="keyword">function</span>, nu, k-1, </div>
+<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;                         <span class="stringliteral">&quot;Degrees of freedom parameter&quot;</span>, &amp;lp))</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;                            W.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;                            W.cols(), <span class="stringliteral">&quot;columns of random variable&quot;</span>,</div>
+<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;                            S.rows(), <span class="stringliteral">&quot;Rows of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;                            S.cols(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;      <span class="keywordflow">if</span> (!<a class="code" href="namespacestan_1_1math.html#aa604267d7189b6fde0be2c83f03f60f8">check_size_match</a>(<span class="keyword">function</span>, </div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;                            W.rows(), <span class="stringliteral">&quot;Rows of random variable&quot;</span>,</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;                            S.rows(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;                            &amp;lp))</div>
+<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;      <span class="comment">// FIXME: domain checks</span></div>
+<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div>
+<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a306d737ee042b8f40e93713cd87fe48b">stan::math::log_determinant_ldlt</a>;</div>
+<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a978022fb9cb20fd35f6e9e89ab3bc871">stan::math::mdivide_left_ldlt</a>;</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;      <span class="keyword">using</span> stan::math::LDLT_factor;</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      </div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_W(W);</div>
+<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;      <span class="keywordflow">if</span> (!ldlt_W.success()) {</div>
+<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;W is not positive definite (%1%).&quot;</span>;</div>
+<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,W(0,0),<span class="stringliteral">&quot;W&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;      }</div>
+<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;      <a class="code" href="class_l_d_l_t__factor.html">LDLT_factor&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt;</a> ldlt_S(S);</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;      <span class="keywordflow">if</span> (!ldlt_S.success()) {</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;        std::ostringstream message;</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;        message &lt;&lt; <span class="stringliteral">&quot;S is not positive definite (%1%).&quot;</span>;</div>
+<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;        std::string str(message.str());</div>
+<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a5af45491b0f1852295f1c7ec0730294c">stan::math::dom_err</a>(<span class="keyword">function</span>,S(0,0),<span class="stringliteral">&quot;S&quot;</span>,str.c_str(),<span class="stringliteral">&quot;&quot;</span>,&amp;lp);</div>
+<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;      }</div>
+<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;      </div>
+<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">stan::math::trace</a>;</div>
+<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a0ee0706b2cb6d2e1da2c3b6041c06a56" title="Return the natural logarithm of the multivariate gamma function with the speciifed dimensions and arg...">stan::math::lmgamma</a>;</div>
+<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        lp += nu * k * NEG_LOG_TWO_OVER_TWO;</div>
+<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;</div>
+<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof&gt;::value</a>)</div>
+<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        lp -= <a class="code" href="namespacestan_1_1agrad.html#abcf5c1dacc44b491a46040004177e1ad">lmgamma</a>(k, 0.5 * nu);</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_dof,T_scale&gt;::value</a>)</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        lp -= 0.5 * nu * <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_S);</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_scale,T_y&gt;::value</a>) {</div>
+<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="comment">//        L_S = crossprod(mdivide_left_tri_low(L_S));</span></div>
+<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;<span class="comment">//        Eigen::Matrix&lt;T_scale,Eigen::Dynamic,1&gt; S_inv_vec = Eigen::Map&lt;</span></div>
+<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;<span class="comment">//          const Eigen::Matrix&lt;T_scale,Eigen::Dynamic,Eigen::Dynamic&gt; &gt;(</span></div>
+<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="comment">//                                                                       &amp;L_S(0), L_S.size(), 1);</span></div>
+<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;<span class="comment">//        Eigen::Matrix&lt;T_y,Eigen::Dynamic,1&gt; W_vec = Eigen::Map&lt;</span></div>
+<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;<span class="comment">//          const Eigen::Matrix&lt;T_y,Eigen::Dynamic,Eigen::Dynamic&gt; &gt;(</span></div>
+<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="comment">//                                                                   &amp;W(0), W.size(), 1);</span></div>
+<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;<span class="comment">//        lp -= 0.5 * dot_product(S_inv_vec, W_vec); // trace(S^-1 * W)</span></div>
+<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        Eigen::Matrix&lt;typename promote_args&lt;T_y,T_scale&gt;::type,Eigen::Dynamic,Eigen::Dynamic&gt; Sinv_W(<a class="code" href="namespacestan_1_1agrad.html#a73fe08a0aed98a06f69afd7efdcf7e91">mdivide_left_ldlt</a>(ldlt_S,W));</div>
+<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        lp -= 0.5*<a class="code" href="namespacestan_1_1math.html#a7001fd7e0296d5dae6ab0a88e1a28547" title="Returns the trace of the specified matrix.">trace</a>(Sinv_W);</div>
+<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      }</div>
+<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      <span class="keywordflow">if</span> (<a class="code" href="structstan_1_1prob_1_1include__summand.html" title="Template metaprogram to calculate whether a summand needs to be included in a proportional (log) prob...">include_summand&lt;propto,T_y,T_dof&gt;::value</a> &amp;&amp; nu != (k + 1))</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;        lp += 0.5*(nu - k - 1.0) * <a class="code" href="namespacestan_1_1agrad.html#a836b4fbc18e46a0b211c77362ee5ea7f">log_determinant_ldlt</a>(ldlt_W);</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      <span class="keywordflow">return</span> lp;</div>
+<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    }</div>
+<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;</div>
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+<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;                <span class="keyword">const</span> T_dof&amp; nu,</div>
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+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">class</span> RNG&gt;</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    <span class="keyword">inline</span> Eigen::Matrix&lt;double, Eigen::Dynamic, Eigen::Dynamic&gt;</div>
+<div class="line"><a name="l00149"></a><span class="lineno"><a class="code" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">  149</a></span>&#160;    <a class="code" href="namespacestan_1_1prob.html#a7b8c234f87f003d4f67545ee9eb998b5">wishart_rng</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> nu,</div>
+<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                <span class="keyword">const</span> Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt;&amp; S,</div>
+<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;                RNG&amp; rng) {</div>
+<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div>
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+<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;      <span class="keyword">using</span> <a class="code" href="namespacestan_1_1math.html#a573ec8402d9e6928596057ee179a96a9">stan::math::check_positive</a>;</div>
+<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div>
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+<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                       S.rows(), <span class="stringliteral">&quot;Rows of scale parameter&quot;</span>,</div>
+<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;                       S.cols(), <span class="stringliteral">&quot;columns of scale parameter&quot;</span>);</div>
+<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;      Eigen::Matrix&lt;double,Eigen::Dynamic,Eigen::Dynamic&gt; B(S.rows(), S.cols());</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      B.setZero();</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;      <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i = 0; i &lt; S.cols(); i++) {</div>
+<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        B(i,i) = <a class="code" href="namespacestan_1_1agrad.html#a14e7c78163cf5677786955053de27a98" title="Return the square root of the specified variable (cmath).">std::sqrt</a>(<a class="code" href="namespacestan_1_1prob.html#a367304c7727de79fa5d8660f1406754b">chi_square_rng</a>(nu - i, rng));</div>
+<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        <span class="keywordflow">for</span>(<span class="keywordtype">int</span> j = 0; j &lt; i; j++)</div>
+<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;          B(j,i) = <a class="code" href="namespacestan_1_1prob.html#a85cb8a1ee8a40b7545946a979e249dd1">normal_rng</a>(0,1,rng);</div>
+<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      }</div>
+<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div>
+<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;      <span class="keywordflow">return</span> <a class="code" href="namespacestan_1_1math.html#a3c0c953951f141b35277fe2308777cff" title="Returns the result of multiplying the lower triangular portion of the input matrix by its own transpo...">stan::math::multiply_lower_tri_self_transpose</a>(S.llt().matrixL() * B);</div>
+<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    }</div>
+<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;  }</div>
+<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;}</div>
+<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
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+<div class="textblock"><code>#include &lt;stdexcept&gt;</code><br/>
+<code>#include &lt;<a class="el" href="transform_8hpp_source.html">stan/prob/transform.hpp</a>&gt;</code><br/>
+</div>
+<p><a href="writer_8hpp_source.html">Go to the source code of this file.</a></p>
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+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="nested-classes"></a>
+Classes</h2></td></tr>
+<tr class="memitem:"><td class="memItemLeft" align="right" valign="top">class &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classstan_1_1io_1_1writer.html">stan::io::writer&lt; T &gt;</a></td></tr>
+<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from constrained to a sequence of constrained variables.  <a href="classstan_1_1io_1_1writer.html#details">More...</a><br/></td></tr>
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+<div class="title">writer.hpp</div>  </div>
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+<div class="contents">
+<a href="writer_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="preprocessor">#ifndef __STAN__IO__WRITER_HPP__</span></div>
+<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define __STAN__IO__WRITER_HPP__</span></div>
+<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="preprocessor"></span></div>
+<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div>
+<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="transform_8hpp.html">stan/prob/transform.hpp</a>&gt;</span></div>
+<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;</div>
+<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="keyword">namespace </span>stan {</div>
+<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
+<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;  <span class="keyword">namespace </span>io {</div>
+<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
+<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;    <span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
+<div class="line"><a name="l00024"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html">   24</a></span>&#160;    <span class="keyword">class </span><a class="code" href="classstan_1_1io_1_1writer.html" title="A stream-based writer for integer, scalar, vector, matrix and array data types, which transforms from...">writer</a> {</div>
+<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <span class="keyword">private</span>:</div>
+<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;      std::vector&lt;T&gt; data_r_;</div>
+<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;      std::vector&lt;int&gt; data_i_;</div>
+<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;    <span class="keyword">public</span>:</div>
+<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div>
+<div class="line"><a name="l00030"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">   30</a></span>&#160;      <span class="keyword">typedef</span> Eigen::Matrix&lt;T,Eigen::Dynamic,Eigen::Dynamic&gt; <a class="code" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a>;</div>
+<div class="line"><a name="l00031"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">   31</a></span>&#160;      <span class="keyword">typedef</span> Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; <a class="code" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a>;</div>
+<div class="line"><a name="l00032"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">   32</a></span>&#160;      <span class="keyword">typedef</span> Eigen::Matrix&lt;T,1,Eigen::Dynamic&gt; <a class="code" href="classstan_1_1io_1_1writer.html#a51abce190e367fccf3c1f8ddfa3c5170">row_vector_t</a>;</div>
+<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div>
+<div class="line"><a name="l00034"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">   34</a></span>&#160;      <span class="keyword">typedef</span> Eigen::Array&lt;T,Eigen::Dynamic,1&gt; <a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a>;</div>
+<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div>
+<div class="line"><a name="l00040"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73">   40</a></span>&#160;      <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73" title="This is the tolerance for checking arithmetic bounds in rank and in simplexes.">CONSTRAINT_TOLERANCE</a>;</div>
+<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div>
+<div class="line"><a name="l00049"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51">   49</a></span>&#160;      <a class="code" href="classstan_1_1io_1_1writer.html#a7dcb9072dd6ce295bd1c73721c339c51" title="Construct a writer that writes to the specified scalar and integer vectors.">writer</a>(std::vector&lt;T&gt;&amp; <a class="code" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73" title="Return a reference to the underlying vector of real values that have been written.">data_r</a>,</div>
+<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;             std::vector&lt;int&gt;&amp; <a class="code" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5" title="Return a reference to the underlying vector of integer values that have been written.">data_i</a>)</div>
+<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;        : data_r_(data_r),</div>
+<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;          data_i_(data_i),</div>
+<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;          <a class="code" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73" title="This is the tolerance for checking arithmetic bounds in rank and in simplexes.">CONSTRAINT_TOLERANCE</a>(1<a class="code" href="namespacestan_1_1math.html#a66f94e47c6dc073bbd3929903b4431fe" title="The base of the natural logarithm, .">E</a>-8) {</div>
+<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        data_r_.clear();</div>
+<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;        data_i_.clear();</div>
+<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;      }</div>
+<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;</div>
+<div class="line"><a name="l00061"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5">   61</a></span>&#160;      <a class="code" href="classstan_1_1io_1_1writer.html#aab627c99226cf0e3dd237512f673c8e5" title="Destroy this writer.">~writer</a>() { }</div>
+<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div>
+<div class="line"><a name="l00069"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73">   69</a></span>&#160;      std::vector&lt;T&gt;&amp; <a class="code" href="classstan_1_1io_1_1writer.html#afc520ab8c7f1a351ba7b8955d7045a73" title="Return a reference to the underlying vector of real values that have been written.">data_r</a>() {</div>
+<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="keywordflow">return</span> data_r_;</div>
+<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      }</div>
+<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div>
+<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;</div>
+<div class="line"><a name="l00080"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5">   80</a></span>&#160;      std::vector&lt;int&gt;&amp; <a class="code" href="classstan_1_1io_1_1writer.html#a6cf35dda98f2d8d322f337fa5e4db8c5" title="Return a reference to the underlying vector of integer values that have been written.">data_i</a>() {</div>
+<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="keywordflow">return</span> data_i_;</div>
+<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;      }</div>
+<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div>
+<div class="line"><a name="l00089"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a5614adc99ab468fdc3957c6444df46c7">   89</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a5614adc99ab468fdc3957c6444df46c7" title="Write the specified integer to the sequence of integer values.">integer</a>(<span class="keywordtype">int</span> n) {</div>
+<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        data_i_.push_back(n);</div>
+<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;      }</div>
+<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;</div>
+<div class="line"><a name="l00100"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a15d75c45cfa52d103ad5660283fdde45">  100</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a15d75c45cfa52d103ad5660283fdde45" title="Write the unconstrained value corresponding to the specified scalar.">scalar_unconstrain</a>(T&amp; y) {</div>
+<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;        data_r_.push_back(y);</div>
+<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;      }</div>
+<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div>
+<div class="line"><a name="l00115"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a0711f8ca4117ca12cdb301e40838dc74">  115</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a0711f8ca4117ca12cdb301e40838dc74" title="Write the unconstrained value corresponding to the specified positive-constrained scalar...">scalar_pos_unconstrain</a>(T&amp; y) {</div>
+<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;        <span class="keywordflow">if</span> (y &lt; 0.0)</div>
+<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;          BOOST_THROW_EXCEPTION(std::runtime_error (<span class="stringliteral">&quot;y is negative&quot;</span>));</div>
+<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y));</div>
+<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;      }</div>
+<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
+<div class="line"><a name="l00132"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536">  132</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a7f2596b8de12ff0a3121a6acbbf79536" title="Return the unconstrained version of the specified input, which is constrained to be above the specifi...">scalar_lb_unconstrain</a>(<span class="keywordtype">double</span> lb, T&amp; y) {</div>
+<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1prob.html#a5f8562f1f72bf02ac21b36ef8dcfe3d7" title="Return the unconstrained value that produces the specified lower-bound constrained value...">stan::prob::lb_free</a>(y,lb));</div>
+<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      }</div>
+<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div>
+<div class="line"><a name="l00146"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a747459c1f2b0d23711d7d36f18269ed6">  146</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a747459c1f2b0d23711d7d36f18269ed6" title="Write the unconstrained value corresponding to the specified lower-bounded value.">scalar_ub_unconstrain</a>(<span class="keywordtype">double</span> ub, T&amp; y) {</div>
+<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1prob.html#aa0fbf5448b5fdc2510256bbc73cc9b49" title="Return the free scalar that corresponds to the specified upper-bounded value with respect to the spec...">stan::prob::ub_free</a>(y,ub));</div>
+<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;      }</div>
+<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div>
+<div class="line"><a name="l00162"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a841fbd5b6feddfbad117c3cb23f2844c">  162</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a841fbd5b6feddfbad117c3cb23f2844c" title="Write the unconstrained value corresponding to the specified value with the specified bounds...">scalar_lub_unconstrain</a>(<span class="keywordtype">double</span> lb, <span class="keywordtype">double</span> ub, T&amp; y) {</div>
+<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1prob.html#a4e48912671137a74815f5194163279c9" title="Return the unconstrained scalar that transforms to the specified lower- and upper-bounded scalar give...">stan::prob::lub_free</a>(y,lb,ub));</div>
+<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      }</div>
+<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
+<div class="line"><a name="l00176"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658">  176</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a00cb858ddd90f1af498f1dfe552f2658" title="Write the unconstrained value corresponding to the specified correlation-constrained variable...">corr_unconstrain</a>(T&amp; y) {</div>
+<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1prob.html#ade592c3579e0e7a685b7e2ec5bb0218b" title="Return the unconstrained scalar that when transformed to a valid correlation produces the specified v...">stan::prob::corr_free</a>(y));</div>
+<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;      }</div>
+<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;</div>
+<div class="line"><a name="l00191"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1">  191</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a320165b59bc22f73db4898d4d4a5a7e1" title="Write the unconstrained value corresponding to the specified probability value.">prob_unconstrain</a>(T&amp; y) {</div>
+<div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        data_r_.push_back(<a class="code" href="namespacestan_1_1prob.html#a6df28f004649a2e2453b2dc068dce763" title="Return the free scalar that when transformed to a probability produces the specified scalar...">stan::prob::prob_free</a>(y));</div>
+<div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      }</div>
+<div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;</div>
+<div class="line"><a name="l00210"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#af9e8b0cc64f52fe8b893aa68b24efe28">  210</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#af9e8b0cc64f52fe8b893aa68b24efe28" title="Write the unconstrained vector that corresponds to the specified ascendingly ordered vector...">ordered_unconstrain</a>(<a class="code" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a>&amp; y) {</div>
+<div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;        <span class="keywordflow">if</span> (y.size() == 0) <span class="keywordflow">return</span>;</div>
+<div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a55bd442a2e6c56c40d7b60d0079ac8a7" title="Return true if the specified vector is sorted into increasing order.">stan::math::check_ordered</a>(<span class="stringliteral">&quot;stan::io::ordered_unconstrain(%1%)&quot;</span>, y, <span class="stringliteral">&quot;Vector&quot;</span>);</div>
+<div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;        data_r_.push_back(y[0]);</div>
+<div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;        <span class="keywordflow">for</span> (<span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">vector_t::size_type</a> i = 1; i &lt; y.size(); ++i) {</div>
+<div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;          data_r_.push_back(<a class="code" href="namespacestan_1_1agrad.html#ac98c1c298301701efe36438130bac705" title="Return the natural log of the specified variable (cmath).">log</a>(y[i] - y[i-1]));</div>
+<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;        }</div>
+<div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;      }</div>
+<div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;</div>
+<div class="line"><a name="l00234"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#adf62c05a81fce5b27e1a2bdcd2eb51f3">  234</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#adf62c05a81fce5b27e1a2bdcd2eb51f3" title="Write the unconstrained vector that corresponds to the specified postiive ascendingly ordered vector...">positive_ordered_unconstrain</a>(<a class="code" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a>&amp; y) {</div>
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+<div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;        <a class="code" href="classstan_1_1io_1_1writer.html#a4f9ede8dc253f291c7a27cacd03cf542">vector_t</a> uy = <a class="code" href="namespacestan_1_1prob.html#a6703d995557396cc5fd013c6cd882327" title="Return an unconstrained vector that when transformed produces the specified simplex.">stan::prob::simplex_free</a>(y);</div>
+<div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;        <span class="keywordflow">for</span> (<span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">vector_t::size_type</a> i = 0; i &lt; uy.size(); ++i) </div>
+<div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          data_r_.push_back(uy[i]);</div>
+<div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      }</div>
+<div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;</div>
+<div class="line"><a name="l00375"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264">  375</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#ae96ed09cbcd87375c712e20503894264" title="Writes the unconstrained Cholesky factor corresponding to the specified constrained matrix...">cholesky_factor_unconstrain</a>(<a class="code" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a>&amp; y) {</div>
+<div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;        <span class="comment">// FIXME:  optimize by unrolling cholesky_factor_free</span></div>
+<div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        Eigen::Matrix&lt;T,Eigen::Dynamic,1&gt; y_free</div>
+<div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;          = <a class="code" href="namespacestan_1_1prob.html#a74157f1d9c708df760d602d6adb53712" title="Return the unconstrained vector of parameters correspdonding to the specified Cholesky factor...">stan::prob::cholesky_factor_free</a>(y);</div>
+<div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; y_free.size(); ++i)</div>
+<div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;          data_r_.push_back(y_free[i]);</div>
+<div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;      }</div>
+<div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;</div>
+<div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;</div>
+<div class="line"><a name="l00395"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4">  395</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#a2f9bb2387b552311a613cc00391e6bb4" title="Writes the unconstrained covariance matrix corresponding to the specified constrained correlation mat...">cov_matrix_unconstrain</a>(<a class="code" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a>&amp; y) {</div>
+<div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;        <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">matrix_t::size_type</a> k = y.rows();</div>
+<div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;        <span class="keywordflow">if</span> (k == 0 || y.cols() != k)</div>
+<div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;          BOOST_THROW_EXCEPTION(</div>
+<div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;              std::runtime_error (<span class="stringliteral">&quot;y must have elements and y must be a square matrix&quot;</span>));</div>
+<div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">matrix_t::size_type</a> k_choose_2 = (k * (k-1)) / 2;</div>
+<div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        <a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a> cpcs(k_choose_2);</div>
+<div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        <a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a> sds(k);</div>
+<div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;        <span class="keywordtype">bool</span> successful = <a class="code" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">stan::prob::factor_cov_matrix</a>(cpcs,sds,y);</div>
+<div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        <span class="keywordflow">if</span>(!successful)</div>
+<div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;          BOOST_THROW_EXCEPTION(std::runtime_error (<span class="stringliteral">&quot;factor_cov_matrix failed&quot;</span>));</div>
+<div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;        <span class="keywordflow">for</span> (<span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">matrix_t::size_type</a> i = 0; i &lt; k_choose_2; ++i)</div>
+<div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;          data_r_.push_back(cpcs[i]);</div>
+<div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        <span class="keywordflow">for</span> (<span class="keyword">typename</span> <a class="code" href="namespacestan_1_1agrad.html#aeae9e6e94d5656d748136a7c4780856e">matrix_t::size_type</a> i = 0; i &lt; k; ++i)</div>
+<div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;          data_r_.push_back(sds[i]);</div>
+<div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;      }</div>
+<div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;</div>
+<div class="line"><a name="l00427"></a><span class="lineno"><a class="code" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb">  427</a></span>&#160;      <span class="keywordtype">void</span> <a class="code" href="classstan_1_1io_1_1writer.html#af26ec20d15ff3a57ab0e1a87579decbb" title="Writes the unconstrained correlation matrix corresponding to the specified constrained correlation ma...">corr_matrix_unconstrain</a>(<a class="code" href="classstan_1_1io_1_1writer.html#aadbf07fa0a161b2037f3dfbe0548f263">matrix_t</a>&amp; y) {</div>
+<div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        <a class="code" href="namespacestan_1_1math.html#a19892bf98f113034430413117fddd012" title="Return true if the specified matrix is a valid correlation matrix.">stan::math::check_corr_matrix</a>(<span class="stringliteral">&quot;stan::io::corr_matrix_unconstrain(%1%)&quot;</span>, y, <span class="stringliteral">&quot;Matrix&quot;</span>);</div>
+<div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;        <span class="keywordtype">size_t</span> k = y.rows();</div>
+<div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;        <span class="keywordtype">size_t</span> k_choose_2 = (k * (k-1)) / 2;</div>
+<div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;        <a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a> cpcs(k_choose_2);</div>
+<div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;        <a class="code" href="classstan_1_1io_1_1writer.html#a897e6e5d45368b1c69a5f773f71f03e7">array_vec_t</a> sds(k);</div>
+<div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;        <span class="keywordtype">bool</span> successful = <a class="code" href="namespacestan_1_1prob.html#a12303c67d7416a48497afe8b59913d13" title="This function is intended to make starting values, given a covariance matrix Sigma.">stan::prob::factor_cov_matrix</a>(cpcs,sds,y);</div>
+<div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;        <span class="keywordflow">if</span> (!successful)</div>
+<div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;          BOOST_THROW_EXCEPTION(std::runtime_error (<span class="stringliteral">&quot;y cannot be factorized by factor_cov_matrix&quot;</span>));</div>
+<div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; k; ++i) {</div>
+<div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;          <span class="comment">// sds on log scale unconstrained</span></div>
+<div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;          <span class="keywordflow">if</span> (<a class="code" href="namespacestan_1_1agrad.html#a16b719a6d38dc2ccc9eeae9ecbdc6cce" title="Return the absolute value of the variable (cmath).">fabs</a>(sds[i] - 0.0) &gt;= <a class="code" href="classstan_1_1io_1_1writer.html#a028f6ddc6fd884c8be9cdb5e17d49d73" title="This is the tolerance for checking arithmetic bounds in rank and in simplexes.">CONSTRAINT_TOLERANCE</a>)</div>
+<div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;            BOOST_THROW_EXCEPTION(std::runtime_error (<span class="stringliteral">&quot;sds on log scale are unconstrained&quot;</span>));</div>
+<div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;        }</div>
+<div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; k_choose_2; ++i)</div>
+<div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;          data_r_.push_back(cpcs[i]);</div>
+<div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;      }</div>
+<div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;</div>
+<div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;    };</div>
+<div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;  }</div>
+<div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;</div>
+<div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;}</div>
+<div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;</div>
+<div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;<span class="preprocessor">#endif</span></div>
+</div><!-- fragment --></div><!-- contents -->
+<hr/>
+<div class="conents" style="font-size:80%;">
+  <span style="float:left; margin=0 1em 0 1em;">
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  [ <a href="http://mc-stan.org/">Stan Home Page</a> ]
+  </span>
+  <span style="float:right; margin=0 1em 0 1em;">
+  <i>&copy; 2011&ndash;2013,
+  Stan Development Team.
+  &nbsp;&nbsp;&nbsp;&nbsp;
+  </i>
+  </span>
+</div>
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